APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of...

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APPROACHING EXACT QUANTUM CHEMISTRY BY STOCHASTIC WAVE FUNCTION SAMPLING AND DETERMINISTIC COUPLED - CLUSTER COMPUTATIONS Office of Basic Energy Sciences Chemical Sciences, Geosciences & Biosciences Division Piotr Piecuch , J. Emiliano Deustua, Jun Shen, Ilias Magoulas, Stephen H. Yuwono, and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing, Michigan 48824, USA Quantum International Frontiers, 2 nd Edition Shanghai, China , November 18 - 22, 2019 MANY THANKS TO PROFESSOR MAŁGORZATA BICZYSKO FOR INVITATION AND WARM HOSPITALITY

Transcript of APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of...

Page 1: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

APPROACHING EXACT QUANTUM CHEMISTRY BY STOCHASTIC WAVE FUNCTION SAMPLING AND

DETERMINISTIC COUPLED-CLUSTER COMPUTATIONS

Office of Basic Energy SciencesChemical Sciences, Geosciences

& Biosciences Division

Piotr Piecuch, J. Emiliano Deustua, Jun Shen, Ilias Magoulas, Stephen H. Yuwono, and Arnab Chakraborty

Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing, Michigan 48824, USA

Quantum International Frontiers, 2nd EditionShanghai, China, November 18-22, 2019

MANY THANKS TO PROFESSOR MAŁGORZATA BICZYSKO FOR INVITATION AND WARM HOSPITALITY

Page 2: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

ˆ ( ; ) ( ) ( ; )eH Eµ µ µΨ = ΨX R R X R

1 1 1

ˆ( ( )ˆ ,) ˆ i j

N N N

ei i j i

iH z v= = = +

= +∑ ∑ ∑x x x

2

1

1ˆ( )2

, ˆ ) 1( ,M

i jij

Ai i

A Ai

vZr

zR=

= − ∇ − =∑ xx x

THE ELECTRONIC SCHRÖDINGER EQUATION

+

a

ac c

b

pbiradical

conc

erted

bc

ab

cp

bp

Page 3: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Define a basis set of one-electron functions, e.g., LCAO-type molecular spin-orbitals obtained by solving mean-field (e.g., Hartree-Fock) equations

Construct all possible Slater determinants that can be formed from these one-electron states

{ }, i dim dim

( ), 1, ,dimr

V V

V r Vϕ

= ∞ < ∞

≡ =x

Exact case : n practi ce :

1 1

1

1

1

1

( ) ( )1( , , )

! ( ) ( )N

N N

r r N

r r N

r r NN

ϕ ϕ

ϕ ϕΦ =

x x

x xx x

SOLVING THE ELECTRONIC SCHRÖDINGER EQUATION

Page 4: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The exact wave function can be written as a linear combination of all Slater determinants

Determine the coefficients c and the energies Eμ by solving the matrix eigenvalue problem:

This procedure, referred to as the full configuration interaction approach (FCI), yields the exact solution within a given one-electron basis set

1 1

1

1 1

1

( , , ) ( , , )

( , , )

N N

N

N r r r r Nr r

I I NI

c

c

µµ

µ

< <

Ψ = Φ

= Φ

x x x x

x x

Eµ µµ=HC C

where the matrix elements of the Hamiltonian are

1 1 1ˆ ˆ( , , ) ( , , )KL K L N K N L NH H d d H∗= Φ Φ = Φ Φ∫ x x x x x x

SOLVING THE ELECTRONIC SCHRÖDINGER EQUATION

Page 5: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

THE PROBLEM WITH FCI

The high dimensionality of the FCI eigenvalue problem makes this approach inapplicable to systems with more than a few electrons and realistic basis sets

Alternative approaches are needed in order to study the majority of chemical problems of interest

Dimensions of the FCI spaces for many-electron systems

Page 6: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

SINGLE-REFERENCE COUPLED-CLUSTER (CC) THEORY(F. Coester, 1958; F. Coester and H. Kümmel, 1960; J. Čížek, 1966,1969; J. Čížek and J. Paldus, 1971)

1p-1h, singles (S) 2p-2h, doubles (D) 3p-3h, triples (T)

Page 7: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

← iterative N6

← iterative N8

← iterative N10

SINGLE-REFERENCE COUPLED-CLUSTER (CC) THEORY(F. Coester, 1958; F. Coester and H. Kümmel, 1960; J. Čížek, 1966,1969; J. Čížek and J. Paldus, 1971)

1p-1h, singles (S) 2p-2h, doubles (D) 3p-3h, triples (T)

CPU time scaling with the system size

exact theory (full CI), approximationsA Am N m N= ⇒ < ⇒

Page 8: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

kp-kh

(J. Čížek, 1966)

Page 9: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 10: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 11: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

ARGUMENTS IN FAVOR OF THE CC THEORY

Linked cluster (diagram) theorem (Brueckner, 1955; Goldstone, 1957)

Connected cluster theorem (Hubbard, 1957; Hugenholtz, 1957)

MBPT

Page 12: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

Separability or size consistency if the reference state separates correctly

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 13: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

Separability or size consistency if the reference state separates correctly

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 14: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

Separability or size consistency if the reference state separates correctly

Fastest convergence toward the exact, full CI, limit

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 15: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

Separability or size consistency if the reference state separates correctly

Fastest convergence toward the exact, full CI, limit

Taken from R.J. Bartlett and M. Musiał, Rev. Mod.

Phys., 2007

MBPT(2)

MBPT(4)MBPT(6)

CISDT

CCSDTQ

CISD

CISDTQ

CCSD

CCSDT

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 16: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-10.0

-8.0

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

8.0

10.0

1.0 1.5 2.0

Erro

r rel

ativ

e to

full

CI(m

illih

artr

ee)

Relative bond length (ROH/ROH,eq.)

CCSD

H2O

Taken from N.P. Bauman, J. Shen, and P. Piecuch, Mol. Phys., 2017

ARGUMENTS IN FAVOR OF THE CC THEORY

Page 17: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-10.0

-8.0

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

8.0

10.0

1.0 1.5 2.0

Erro

r rel

ativ

e to

full

CI(m

illih

artr

ee)

Relative bond length (ROH/ROH,eq.)

CCSD

CCSDT

H2OARGUMENTS IN FAVOR OF THE CC THEORY

Taken from N.P. Bauman, J. Shen, and P. Piecuch, Mol. Phys., 2017

Page 18: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-10.0

-8.0

-6.0

-4.0

-2.0

0.0

2.0

4.0

6.0

8.0

10.0

1.0 1.5 2.0

Erro

r rel

ativ

e to

full

CI(m

illih

artr

ee)

Relative bond length (ROH/ROH,eq.)

CCSD

CCSDT

CCSDTQ

H2OARGUMENTS IN FAVOR OF THE CC THEORY

Taken from N.P. Bauman, J. Shen, and P. Piecuch, Mol. Phys., 2017

Page 19: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Size-extensivity of the resulting approximations (no loss of accuracy occurs when the system is made larger)

Separability or size consistency if the reference state separates correctly

Fastest convergence toward the exact, full CI, limit

ARGUMENTS IN FAVOR OF THE CC THEORY

CI expansion CC expansion

CIS = CI(1p-1h)

CISD = CI(2p-2h)

CISDT = CI(3p-3h)

CISDTQ = CI(4p-4h)

CCSDT

Page 20: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES: EQUATION-OF-MOTION CC (EOMCC) THEORY, SYMMETRY-ADAPTED-CLUSTER CONFIGURATION INTERACTION

APPROACH (SAC-CI), AND RESPONSE CC METHODS(H. Monkhorst, 1977; D. Mukherjee and P.K. Mukherjee, 1979; H. Nakatsuji and K. Hirao, 1978; K. Emrich, 1981; M.

Takahashi and J. Paldus; 1986; J. Geertsen, M. Rittby, and R.J. Bartlett, 1989)

Page 21: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES: EQUATION-OF-MOTION CC (EOMCC) THEORY, SYMMETRY-ADAPTED-CLUSTER CONFIGURATION INTERACTION

APPROACH (SAC-CI), AND RESPONSE CC METHODS(H. Monkhorst, 1977; D. Mukherjee and P.K. Mukherjee, 1979; H. Nakatsuji and K. Hirao, 1978; K. Emrich, 1981; M.

Takahashi and J. Paldus; 1986; J. Geertsen, M. Rittby, and R.J. Bartlett, 1989)

Example: EOMCC(K. Emrich, 1981; J. Geertsen, M. Rittby, and R.J. Bartlett, 1989; J.F. Stanton and R.J. Bartlett, 1993)

Page 22: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES: EQUATION-OF-MOTION CC (EOMCC) THEORY, SYMMETRY-ADAPTED-CLUSTER CONFIGURATION INTERACTION

APPROACH (SAC-CI), AND RESPONSE CC METHODS(H. Monkhorst, 1977; D. Mukherjee and P.K. Mukherjee, 1979; H. Nakatsuji and K. Hirao, 1978; K. Emrich, 1981; M.

Takahashi and J. Paldus; 1986; J. Geertsen, M. Rittby, and R.J. Bartlett, 1989)

Basic approximation: EOMCCSD

Higher-order methods: EOMCCSDT, EOMCCSDTQ, etc.

Example: EOMCC(K. Emrich, 1981; J. Geertsen, M. Rittby, and R.J. Bartlett, 1989; J.F. Stanton and R.J. Bartlett, 1993)

Page 23: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

State EOMCCSD EOMCCSDT EOMCCSDTQ Experiment

a 4Σ– 0.95 0.66 0.65 0.74

A 2Δ 3.33 3.02 3.00 2.88

B 2Σ– 4.41 3.27 3.27 3.23

C 2Σ+ 5.29 4.07 4.04 3.94

Adiabatic excitation energies of the CH radical (in eV) [S. Hirata, 2004]

Vertical excitation energies of C2 (in eV) [K. Kowalski and P. Piecuch, 2002; S. Hirata, 2004]

errors relative to full CI

(eV)

Page 24: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

State EOMCCSD EOMCCSDT EOMCCSDTQ Experiment

a 4Σ– 0.95 0.66 0.65 0.74

A 2Δ 3.33 3.02 3.00 2.88

B 2Σ– 4.41 3.27 3.27 3.23

C 2Σ+ 5.29 4.07 4.04 3.94

Adiabatic excitation energies of the CH radical (in eV) [S. Hirata, 2004]

> 1 eV errors

Vertical excitation energies of C2 (in eV) [K. Kowalski and P. Piecuch, 2002; S. Hirata, 2004]

errors relative to full CI

(eV)

Page 25: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

1.5321.091

105.8o

H1

H4

H2 H5

H3

C1

C2

C3

1.088

1.102

120.8o

φH1-C1-C2-C3 = 0.0o

φH5-C3-C2-C1 = 0.0o

1.4951.081H1

H4

H2

H6

H5

H3

C1

C2

C3

φH1-C1-C2-C3 = 0.0o

1.081116.1o

121.6o

1.100

φH5-C3-C2-C1 = 0.0o

CCSD(T)Vib mode [1/cm]

1 411.2i2 157.1i3 168.14 237.65 336.6

%Av Err 89.3

MRCI Vib mode [1/cm]

1 139.2i2 61.13 277.94 361.35 372.5

… … … …

Trimethylene biradical

CASSCF: 330.0i, 314.5iMCQDPT2: 131.7i

KEY CHALLENGE: How to incorporate Tn and Rn components with n > 2, needed to achieve a quantitative description, without running into prohibitive computational costs of CCSDT, CCSDTQ, and similar schemes?TRADITIONAL SOLUTION: Noniterative perturbative corrections of the CCSD(T) type, iterative CCSDT-n and similar approximations, and their linear-response CCSDR3, CC3, etc. counterparts (replace iterative N8 and N10 steps of CCSDT and CCSDTQ by iterative N6 plus noniterative N7 (N9) or iterative N7 or N9 operations)

Page 26: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Page 27: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Page 28: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Page 29: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Page 30: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

moments of CC/EOMCC equations

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Page 31: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples:

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 32: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singly and doubly excited determinants (CCSD) Q space: triply excited determinants

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 33: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singly and doubly excited determinants (CCSD) Q space: triply excited determinants

CR-CC(2,3)

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 34: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singly and doubly excited determinants (CCSD) Q space: triply excited determinants

CR-CC(2,3) P space: singly and doubly excited determinants (CCSD) Q space: triply and quadruply excited determinants

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 35: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singly and doubly excited determinants (CCSD) Q space: triply excited determinants

CR-CC(2,3) P space: singly and doubly excited determinants (CCSD) Q space: triply and quadruply excited determinants

CR-CC(2,4)

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 36: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

Page 37: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

F2/cc-pVTZ

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

Page 38: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

F2/cc-pVTZCCSDT

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

Page 39: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

F2/cc-pVTZCCSDT

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

CCSD

Page 40: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

F2/cc-pVTZCCSDT

CCSD(T)

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

CCSD

Page 41: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

F2/cc-pVTZ

CR-CC(2,3)

CCSDT

CCSD(T)

(CR-CC(2,3)) (CCSD)0 0 0 0

,00, ,(2,3), (2,3) ) (2)(2 ijk

abcabc

ijki j k a b c

E E δ δ< < < <

= + = ∑ M

1 2 1 2 1 2

(CCSD) (CCSD)0, 0

(CCSD)

(CCSD) (CCSD)0, 0

(CCSD)0,

0,(2) / (2

, ( )

, (2)

(2)

)

ijk abca

T T T T T TC

ijk abc abca

abc abc ijki

bc

jk ijk a

ij

bc bc ijk ijk

k H e He He

D E

H

H D HL

− − + += =

=

= Φ

= Φ Φ − Φ Φ

Φ

M

Example: CR-CC(2,3), robust noniterative triples correction to CCSDiterative no

2nu4 (N6) + noniterative no

3nu4 (N7); CCTYP=CR-CCL in GAMESS

CCSD

Page 42: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

FunctionalBDE (with ZPE),

kcal/mol, 6-31G(d) / 6-311++G(d,p)

BHandHLYP (50% HF) 1.2 / -2.2

MPW1K (42.8 % HF) 8.9 / 6.0

M06-2X (54 % HF) 13.5 / 9.2

MPW1PW91 (25 % HF) 18.1 / 16.1

B3LYP (20 % HF) 17.8 / 15.9

B3LYP+D3 (20 % HF) 21.2 / 24.7

M06 (27 % HF) 27.4 / 26.2

TPSSh (10 % HF) 24.5 / 23.0

ωB97X-D (22 % HF) 26.8 / 24.8

BLYP 25.7 / 24.8

TPSS 29.1 / 28.1

MPWPW91 30.3 / 29.7

M06-L 31.3 / 29.8

BP86 30.6 / 30.0

BP86+D3 35.2 / 39.7

B97-D 35.1 / 34.8

CIM-CR-CC(2,3)/CCSD 39.8 / 37.8

Experiment 37 ± 3, 36 ± 4

LARGE SYSTEMS (LOCAL CC): CIM-CR-CC(2,3) STUDY OF Co-C BOND DISSOCIATON IN METHYLCOBALAMIN

[P.M. Kozłowski, M. Kumar, P. Piecuch, W. Li, N.P. Bauman, J.A. Hansen, P. Lodowski, and M. Jaworska,

J. Chem. Theory Comput. 8, 1870 (2012)]

DFT

Exp.CIM-CR-CC(2,3)

Structural model: 58 atoms; 234 electrons.

[In GAMESS: CIMTYP = GSECIM]

Page 43: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

FunctionalBDE (with ZPE),

kcal/mol, 6-31G(d) / 6-311++G(d,p)

BHandHLYP (50% HF) 1.2 / -2.2

MPW1K (42.8 % HF) 8.9 / 6.0

M06-2X (54 % HF) 13.5 / 9.2

MPW1PW91 (25 % HF) 18.1 / 16.1

B3LYP (20 % HF) 17.8 / 15.9

B3LYP+D3 (20 % HF) 21.2 / 24.7

M06 (27 % HF) 27.4 / 26.2

TPSSh (10 % HF) 24.5 / 23.0

ωB97X-D (22 % HF) 26.8 / 24.8

BLYP 25.7 / 24.8

TPSS 29.1 / 28.1

MPWPW91 30.3 / 29.7

M06-L 31.3 / 29.8

BP86 30.6 / 30.0

BP86+D3 35.2 / 39.7

B97-D 35.1 / 34.8

CIM-CR-CC(2,3)/CCSD 39.8 / 37.8

Experiment 37 ± 3, 36 ± 4

CASSCF(11,10), CASPT2(11,10) 15.1, 53.8

LARGE SYSTEMS (LOCAL CC): CIM-CR-CC(2,3) STUDY OF Co-C BOND DISSOCIATON IN METHYLCOBALAMIN

[P.M. Kozłowski, M. Kumar, P. Piecuch, W. Li, N.P. Bauman, J.A. Hansen, P. Lodowski, and M. Jaworska,

J. Chem. Theory Comput. 8, 1870 (2012)]

DFT

Exp.CIM-CR-CC(2,3)

Structural model: 58 atoms; 234 electrons.

[In GAMESS: CIMTYP = GSECIM]

Page 44: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

an aromatic system with first excited-state dominated by aπ π* electronic transition

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

Page 45: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

G. Fradelos, J.J. Lutz, P. Piecuch, and T.A. Wesolowski, in preparation

Environment Exp. EOMCCSD Error δ-CR-EOMCC(2,3) Errorbare 30830 35046 4216 30711 -119

an aromatic system with first excited-state dominated by aπ π* electronic transition

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

(Values in cm-1 obtained using 6-311+G(d)/6-31+G(d) basis set; 350 cm-1 ≈ 1 kcal/mol )

Page 46: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

G. Fradelos, J.J. Lutz, P. Piecuch, and T.A. Wesolowski, in preparation

Environment Exp. EOMCCSD Error δ-CR-EOMCC(2,3) Errorbare 30830 35046 4216 30711 -119NH3 29925 34263 4338 29922 -3

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

(Values in cm-1 obtained using 6-311+G(d)/6-31+G(d) basis set; 350 cm-1 ≈ 1 kcal/mol )

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

Page 47: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

G. Fradelos, J.J. Lutz, P. Piecuch, and T.A. Wesolowski, in preparation

Environment Exp. EOMCCSD Error δ-CR-EOMCC(2,3) Errorbare 30830 35046 4216 30711 -119NH3 29925 34263 4338 29922 -3H2O 30240 34500 4260 30199 -41

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

(Values in cm-1 obtained using 6-311+G(d)/6-31+G(d) basis set; 350 cm-1 ≈ 1 kcal/mol )

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

Page 48: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

G. Fradelos, J.J. Lutz, P. Piecuch, and T.A. Wesolowski, in preparation

Environment Exp. EOMCCSD Error δ-CR-EOMCC(2,3) Errorbare 30830 35046 4216 30711 -119NH3 29925 34263 4338 29922 -3H2O 30240 34500 4260 30199 -41H2O + H2O 29193 33699 4506 29378 185

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

(Values in cm-1 obtained using 6-311+G(d)/6-31+G(d) basis set; 350 cm-1 ≈ 1 kcal/mol )

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

Page 49: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Environment Exp. EOMCCSD Error δ-CR-EOMCC(2,3) Errorbare 30830 35046 4216 30711 -119NH3 29925 34263 4338 29922 -3H2O 30240 34500 4260 30199 -41H2O + H2O 29193 33699 4506 29378 185NH3 + H2O + H2O 28340 33218 4878 28863 523

Vertical excitation energies of cis-7-hydroxyquinoline in various molecular environments

(Values in cm-1 obtained using 6-311+G(d)/6-31+G(d) basis set; 350 cm-1 ≈ 1 kcal/mol )

Theory: G. Fradelos, J.J. Lutz, P. Piecuch, T.A. Wesolowski, and M. Włoch, J. Chem. Theory Comput., 2011. Experiment: S. Leutwyler et al., J. Phys. Chem. A, 2008

Page 50: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Reactant TS Barrier Height (kcal/mol)

CCSD 26.827 47.979 20.9

CCSD(T) 1.123 14.198 15.8CR-CC(2,3) 0.848 14.636 16.3

CCSDT -154.244157 -154.232002 7.6

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ basis set

TS

AUTOMERIZATION OF CYCLOBUTADIENE

[J. Shen and P. Piecuch, J. Chem. Phys., 2012]

Page 51: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Reactant TS Barrier Height (kcal/mol)

CCSD 26.827 47.979 20.9

CCSD(T) 1.123 14.198 15.8CR-CC(2,3) 0.848 14.636 16.3

CCSDT -154.244157 -154.232002 7.6

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ basis set

TS

AUTOMERIZATION OF CYCLOBUTADIENE

[J. Shen and P. Piecuch, J. Chem. Phys., 2012]

T1 and T2decoupled from T3

Page 52: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Core ( , , ,...)i j k

Active Unoccupied ( , , ,...)A B C

Virtual ( , , ,...)a b c

Active Occupied ( , , ,...)I J K

Unoccupied ( , , ,...)a b c

Occupied ( , , ,...)i j k

CAPTURING THE COUPLING OF LOWER- AND HIGHER-ORDER CLUSTERS: ACTIVE-SPACE CC APROACHES (CCSDt, CCSDtq, etc.)

[Key concepts: Oliphant and Adamowicz, 1991; Piecuch, Oliphant, and Adamowicz, 1993; Piecuch and Adamowicz, 1994; Piecuch, Kucharski, and Bartlett, 1999; Kowalski and Piecuch, 2000-2001; Gour, Piecuch, and Włoch, 2005-2006;

Shen, Ajala, and Piecuch, 2013-2017; cf., also, CASCC work by Adamowicz et al.]

𝑇𝑇 CCSDt = 𝑇𝑇1 + 𝑇𝑇2 + 𝑡𝑡3 , 𝑇𝑇 CCSDtq = 𝑇𝑇1 + 𝑇𝑇2 + 𝑡𝑡3 + 𝑡𝑡4, etc.

𝑡𝑡3 = �𝐈𝐈>𝑗𝑗>𝑘𝑘𝑎𝑎>𝑏𝑏>𝐂𝐂

𝑡𝑡𝑎𝑎𝑏𝑏𝐂𝐂𝐈𝐈𝑗𝑗𝑘𝑘 𝐸𝐸𝐈𝐈𝑗𝑗𝑘𝑘𝑎𝑎𝑏𝑏𝐂𝐂, 𝑡𝑡4 = �

𝐈𝐈>𝐉𝐉>𝑘𝑘>𝑙𝑙𝑎𝑎>𝑏𝑏>𝐂𝐂>𝐃𝐃

𝑡𝑡𝑎𝑎𝑏𝑏𝐂𝐂𝐃𝐃𝐈𝐈𝐉𝐉𝑘𝑘𝑙𝑙 𝐸𝐸𝐈𝐈𝐉𝐉𝑘𝑘𝑙𝑙𝑎𝑎𝑏𝑏𝐂𝐂𝐃𝐃

Method CPU Time ScalingCCSDt/EOMCCSDt NoNuno

2nu4

CCSDtq/EOMCCSDtq No2Nu

2no2nu

4

Page 53: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Reactant TS Barrier Height (kcal/mol)

CCSD 26.827 47.979 20.9

CCSD(T) 1.123 14.198 15.8CR-CC(2,3) 0.848 14.636 16.3

CCSDt 20.786 20.274 7.3

CCSDT -154.244157 -154.232002 7.6

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ basis set

TS

AUTOMERIZATION OF CYCLOBUTADIENE

[J. Shen and P. Piecuch, J. Chem. Phys, 2012]

T1 and T2decoupled from T3

Page 54: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Reactant TS Barrier Height (kcal/mol)

CCSD 26.827 47.979 20.9

CCSD(T) 1.123 14.198 15.8CR-CC(2,3) 0.848 14.636 16.3

CCSDt 20.786 20.274 7.3

CCSDT -154.244157 -154.232002 7.6

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ basis set

TS

AUTOMERIZATION OF CYCLOBUTADIENE

[J. Shen and P. Piecuch, J. Chem. Phys, 2012]

T1 and T2decoupled from T3

t3 misses some dynamical

correlations

Page 55: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples:

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 56: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singles, doubles, and a subset of triples defined via active orbitals,

as in CCSDt Q space: remaining triples not captured by CCSDt

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 57: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singles, doubles, and a subset of triples defined via active orbitals,

as in CCSDt Q space: remaining triples not captured by CCSDt

CC(t;3)

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 58: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singles, doubles, and a subset of triples defined via active orbitals,

as in CCSDt Q space: remaining triples not captured by CCSDt

CC(t;3) P space: singles, doubles, and a subset of triples and quadruples defined

via active orbitals, as in CCSDtq Q space: remaining triples and quadruples not captured by CCSDtq

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 59: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CC (µ = 0) or EOMCC (µ > 0)energy obtained in the P space H(P)

( )( ) ( ; )PP Q EE P Qµµ µδ+ = +

Correction due to correlation effects captured by the Q space H(Q)

Examples: P space: singles, doubles, and a subset of triples defined via active orbitals,

as in CCSDt Q space: remaining triples not captured by CCSDt

CC(t;3) P space: singles, doubles, and a subset of triples and quadruples defined

via active orbitals, as in CCSDtq Q space: remaining triples and quadruples not captured by CCSDtq

CC(t,q;3,4)

BETTER SOLUTION: CC(P;Q) MOMENT EXPANSIONS[J. Shen and P. Piecuch, Chem. Phys., 2012; J. Chem. Phys., 2012; original moment expansions: P. Piecuch and K.

Kowalski, 2000-2001; biorthogonal moment expansions: P. Piecuch and M. Włoch, 2005-2006]

Page 60: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

AUTOMERIZATION OF CYCLOBUTADIENE

Reactant TSCCSDT -154.244157 -154.232002CCSD 26.827 47.979

CCSD(T) 1.123 14.198CR-CC(2,3) 0.848 14.636

CCSDt(I) 20.786 20.274CCSD(T)-h(I) -0.371 -4.548CC(t;3)(I) -0.137 0.071

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ

TS

10.6

Barrier heights (in kcal/mol) →

[J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)]

Page 61: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

AUTOMERIZATION OF CYCLOBUTADIENE

Reactant TSCCSDT -154.244157 -154.232002CCSD 26.827 47.979

CCSD(T) 1.123 14.198CR-CC(2,3) 0.848 14.636

CCSDt(I) 20.786 20.274CCSD(T)-h(I) -0.371 -4.548CC(t;3)(I) -0.137 0.071

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ

TS

10.6

Barrier heights (in kcal/mol) →

[J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)]

Page 62: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

AUTOMERIZATION OF CYCLOBUTADIENE

Reactant TSCCSDT -154.244157 -154.232002CCSD 26.827 47.979

CCSD(T) 1.123 14.198CR-CC(2,3) 0.848 14.636

CCSDt(I) 20.786 20.274CCSD(T)-h(I) -0.371 -4.548CC(t;3)(I) -0.137 0.071

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ

TS

10.6

Barrier heights (in kcal/mol) →

[J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)]

Page 63: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

AUTOMERIZATION OF CYCLOBUTADIENE

Reactant TSCCSDT -154.244157 -154.232002CCSD 26.827 47.979

CCSD(T) 1.123 14.198CR-CC(2,3) 0.848 14.636

CCSDt(I) 20.786 20.274CCSD(T)-h(I) -0.371 -4.548CC(t;3)(I) -0.137 0.071

Various CC energies (in millihartree) relative to full CCSDT (in hartree), cc-pVDZ

TS

10.6

Barrier heights (in kcal/mol) →

[J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)]

Page 64: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-27.9

40.4

-22.2-25.2

58.6

con_TS dis_TS g-but gt_TS t-butThe Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

Page 65: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-27.9

40.4

-22.2-25.2

58.6c A. R. Berner and A. Lüchow, J. Phys. Chem. A 114, 13222 (2010)

con_TS dis_TS g-but gt_TS t-but

OMR3-DMCc 40.4(5) 58.6(5) -25.2(5) -22.2(5) -27.9(5)

The Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

Page 66: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-27.9

40.4

-22.2-25.2

58.6c A. R. Berner and A. Lüchow, J. Phys. Chem. A 114, 13222 (2010)

a A. Kinal and P. Piecuch, J. Phys. Chem. A 111, 734 (2007)

con_TS dis_TS g-but gt_TS t-but

OMR3-DMCc 40.4(5) 58.6(5) -25.2(5) -22.2(5) -27.9(5)

The Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

CCSD(T)a 40.4 21.8 -25.1 -22.3 -28.0

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-27.9

40.4

-22.2-25.2

58.6c A. R. Berner and A. Lüchow, J. Phys. Chem. A 114, 13222 (2010)

a A. Kinal and P. Piecuch, J. Phys. Chem. A 111, 734 (2007)

con_TS dis_TS g-but gt_TS t-but

OMR3-DMCc 40.4(5) 58.6(5) -25.2(5) -22.2(5) -27.9(5)

The Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

CR-CC(2,3)a 41.1 66.1 -24.9 -22.1 -27.9

CCSD(T)a 40.4 21.8 -25.1 -22.3 -28.0

Page 68: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-27.9

40.4

-22.2-25.2

58.6c A. R. Berner and A. Lüchow, J. Phys. Chem. A 114, 13222 (2010)

a A. Kinal and P. Piecuch, J. Phys. Chem. A 111, 734 (2007)b J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)

con_TS dis_TS g-but gt_TS t-but

OMR3-DMCc 40.4(5) 58.6(5) -25.2(5) -22.2(5) -27.9(5)

The Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

CR-CC(2,3)a 41.1 66.1 -24.9 -22.1 -27.9

CCSD(T)a 40.4 21.8 -25.1 -22.3 -28.0

CCSDtb 40.1 59.0 -27.2 -25.3 -31.1

Page 69: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

-27.9

40.4

-22.2-25.2

58.6c A. R. Berner and A. Lüchow, J. Phys. Chem. A 114, 13222 (2010)

a A. Kinal and P. Piecuch, J. Phys. Chem. A 111, 734 (2007)b J. Shen and P. Piecuch, J. Chem. Phys. 136, 144104 (2012)

con_TS dis_TS g-but gt_TS t-but

CC(t;3)b 40.2 60.1 -25.3 -22.6 -28.3

OMR3-DMCc 40.4(5) 58.6(5) -25.2(5) -22.2(5) -27.9(5)

The Conrotatoryand DisrotatoryIsomerization Pathways of Bicyclo[1.1.0]-butane to Butadiene (enthalpies at 0 K in kcal/mol)

CR-CC(2,3)a 41.1 66.1 -24.9 -22.1 -27.9

CCSD(T)a 40.4 21.8 -25.1 -22.3 -28.0

CCSDtb 40.1 59.0 -27.2 -25.3 -31.1

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Magnesium Dimer[S.H. Yuwono, I. Magoulas, J. Shen, and P. Piecuch, Mol. Phys. 117, 1486 (2019)]

(CC(t;3)/AwCQZ)

1

(CCSDT/AwCQZ

(CCSD(T)/AwCQZ) 1e

(ex m

(CR-CC )

p

(2,3)/AwCQZ

er

-1e

1

) -1

e

e i ent) -e

409.6

4

= 39

366.7 cm

30.3

c

c

1

m

4

m

1.4 cm

3.4 cmD

D

D

D

D

=

=

=

=CCSDT

CCSD(T)CR-CC(2,3)

CC(t;3)

Page 71: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Magnesium Dimer[S.H. Yuwono, I. Magoulas, J. Shen, and P. Piecuch, Mol. Phys. 117, 1486 (2019)]

(CC(t;3)/AwCQZ)

1

(CCSDT/AwCQZ

(CCSD(T)/AwCQZ) 1e

(ex m

(CR-CC )

p

(2,3)/AwCQZ

er

-1e

1

) -1

e

e i ent) -e

409.6

4

= 39

366.7 cm

30.3

c

c

1

m

4

m

1.4 cm

3.4 cmD

D

D

D

D

=

=

=

=CCSDT

CCSD(T)CR-CC(2,3)

CC(t;3)

Page 72: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The CC(t;3), CC(t,q;3), CC(t,q;3,4), etc. hierarchy works well, but it requires choosing user- and system-dependent active orbitals to select the dominant Tn

and Rn components with n > 2 prior to the determination of CC(P;Q) corrections, i.e., it is not a black-box methodology.

Page 73: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The CC(t;3), CC(t,q;3), CC(t,q;3,4), etc. hierarchy works well, but it requires choosing user- and system-dependent active orbitals to select the dominant Tn

and Rn components with n > 2 prior to the determination of CC(P;Q) corrections, i.e., it is not a black-box methodology.QUESTIONS:

Page 74: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The CC(t;3), CC(t,q;3), CC(t,q;3,4), etc. hierarchy works well, but it requires choosing user- and system-dependent active orbitals to select the dominant Tn

and Rn components with n > 2 prior to the determination of CC(P;Q) corrections, i.e., it is not a black-box methodology.QUESTIONS: Is there an automated way of determining P spaces reflecting on the nature

of states being calculated, while using corrections δµ(P;Q) to capture the remaining correlations of interest?

Page 75: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The CC(t;3), CC(t,q;3), CC(t,q;3,4), etc. hierarchy works well, but it requires choosing user- and system-dependent active orbitals to select the dominant Tn

and Rn components with n > 2 prior to the determination of CC(P;Q) corrections, i.e., it is not a black-box methodology.QUESTIONS: Is there an automated way of determining P spaces reflecting on the nature

of states being calculated, while using corrections δµ(P;Q) to capture the remaining correlations of interest?

Can this be done such that the resulting electronic energies rapidly converge to their high-level (CCSDT, CCSDTQ, etc.) parents, even when higher–than–two-body clusters become large, at the small fraction of the computational effort and with an ease of a black-box computation?

Page 76: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

The CC(t;3), CC(t,q;3), CC(t,q;3,4), etc. hierarchy works well, but it requires choosing user- and system-dependent active orbitals to select the dominant Tn

and Rn components with n > 2 prior to the determination of CC(P;Q) corrections, i.e., it is not a black-box methodology.QUESTIONS: Is there an automated way of determining P spaces reflecting on the nature

of states being calculated, while using corrections δµ(P;Q) to capture the remaining correlations of interest?

Can this be done such that the resulting electronic energies rapidly converge to their high-level (CCSDT, CCSDTQ, etc.) parents, even when higher–than–two-body clusters become large, at the small fraction of the computational effort and with an ease of a black-box computation?

Both questions have positive answers if we fuseDETERMINISTIC CC(P;Q) METHODOLOGY

withSTOCHASTIC CI AND CC MONTE CARLO.

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 77: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI QUANTUM MONTE CARLO (CIQMC)

CC MONTE CARLO (CCMC)

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0 0 0( )

0 0

0

forlim ( ) lim for

0 for

H S

c S Ee S E

S E

τ

τ ττ − −

→∞ →∞

Ψ =Ψ = Φ = ∞ > <

0 0( ) ( ) ( )K KK

c cτ τ τΨ = Φ + Φ∑

0 0( )If , lim =0 and we obtain ( ) ( )K

KL L KL

cS E H c E cτ

ττ→∞

∂→ ∞ = ∞

∂ ∑

( )

( ) ( ) ( ) ( )KKK K KL L

L K

c H S c H cτ τ ττ ≠

∂= − − −

∂ ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

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( )( ) ( ) ( )K K KL L

L Kc c H cτ τ τ τ τ

+ ∆ = −∆ ∑( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

1. Place a certain number of walkers on a reference determinant (or determinants) and set S at some value above E0.2. In every time step, attempt

i. spawning: spawn walkers at different determinants.ii. birth or death: create or destroy walkers at a given determinant.iii. annihilation: eliminate pairs of oppositely signed walkers at a given

determinant.3. Once a critical (or sufficiently large) number of walkers is reached, start applying energy shifts in S to stabilize walker population and reach convergence.

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

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birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 81: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 82: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 83: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 84: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 85: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 86: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 87: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 88: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 89: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 90: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 91: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 92: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 93: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 94: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 95: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 96: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 97: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 98: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 99: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 100: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 101: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 102: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 103: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 104: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 105: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

birth and death spawning

WALKER POPULATION DYNAMICS

,( ) ~ , 1K K K Kc N s sαα α

α

τ δ= = ±∑

( )(( ) ( )( ))

KK K KL LK

K

LH cHc S c ττ

ττ

∂−=

∂− − ∑

CIQMC (FCIQMC, CISDT-MC, CISDTQ-MC, etc.)

In CCMC, instead of sampling determinants by walkers, one samples the space of excitation amplitudes (amplitudes of “excitors”) by excitor particles (“excips”).

CCMC (CCSDT-MC, CCSDTQ-MC, etc.)

( ) [1 ( ) ] ( )K KK Kc H S cτ τ τ τ+ ∆ = − − ∆( )

( ) ( ) ( )K K KL LL K

c c H cτ τ τ τ τ≠

+ ∆ = −∆ ∑

Page 106: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

To accelerate convergence, one can use the initiator CIQMC (i-CIQMC) and CCMC (i-CCMC) approaches, where only those determinants or excitorsthat acquire a walker/excip population exceeding a preset value na are allowed to spawn new walkers onto empty determinants/excitors. One can start i-CIQMC and i-CCMC simulations by placing a certain, sufficiently large, number of walkers/excips on the reference determinant (in our case, the RHF state).

Page 107: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 108: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 109: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

2. Extract a list of the most important determinants or cluster amplitude types relevant to the CC theory of interest (triples for CCSDT; triples and quadruples for CCSDTQ, etc.) from the CIQMC or CCMC propagation at a given time τ to define the P space for CC(P) calculations as follows: if the target approach is CCSDT, the P space is defined as all singles, all doubles,

and a subset of triples having at least nP (e.g., one) positive or negative walkers/excips on them.

if the target approach is CCSDTQ, the P space is defined as all singles, all doubles, and a subset of triples and quadruples having at least nP (e.g., one) positive or negative walkers/excips on them, etc.

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 110: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Developing a Stochastic CC(P;Q) Approach

F2 /cc-pVDZ, R = 2 Re, i-FCIQMC

Page 111: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Developing a Stochastic CC(P;Q) Approach

F2 /cc-pVDZ, R = 2 Re, i-FCIQMC

Page 112: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Developing a Stochastic CC(P;Q) Approach

F2 /cc-pVDZ, R = 2 Re, i-FCIQMC

Page 113: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Developing a Stochastic CC(P;Q) Approach

F2 /cc-pVDZ, R = 2 Re, i-FCIQMC

Page 114: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Developing a Stochastic CC(P;Q) Approach

F2 /cc-pVDZ, R = 2 Re, i-FCIQMC

Page 115: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

2. Extract a list of the most important determinants or cluster amplitude types relevant to the CC theory of interest (triples for CCSDT; triples and quadruples for CCSDTQ, etc.) from the CIQMC or CCMC propagation at a given time τ to define the P space for CC(P) calculations as follows: if the target approach is CCSDT, the P space is defined as all singles, all doubles,

and a subset of triples having at least nP (e.g., one) positive or negative walkers/excips on them.

if the target approach is CCSDTQ, the P space is defined as all singles, all doubles, and a subset of triples and quadruples having at least nP (e.g., one) positive or negative walkers/excips on them, etc.

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 116: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

2. Extract a list of the most important determinants or cluster amplitude types relevant to the CC theory of interest (triples for CCSDT; triples and quadruples for CCSDTQ, etc.) from the CIQMC or CCMC propagation at a given time τ to define the P space for CC(P) calculations as follows: if the target approach is CCSDT, the P space is defined as all singles, all doubles,

and a subset of triples having at least nP (e.g., one) positive or negative walkers/excips on them.

if the target approach is CCSDTQ, the P space is defined as all singles, all doubles, and a subset of triples and quadruples having at least nP (e.g., one) positive or negative walkers/excips on them, etc.

3. Solve the CC(P) equations. if the target approach is CCSDT, use if the target approach is CCSDTQ, use

etc.

( )1

(MC32

)PT T T T= + +(MC) (MC)

3(

2 4)

1PT T T TT= + + +

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 117: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

FCIQMC

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 118: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

FCIQMC

CC(P)

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 119: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

2. Extract a list of the most important determinants or cluster amplitude types relevant to the CC theory of interest (triples for CCSDT; triples and quadruples for CCSDTQ, etc.) from the CIQMC or CCMC propagation at a given time τ to define the P space for CC(P) calculations as follows: if the target approach is CCSDT, the P space is defined as all singles, all doubles,

and a subset of triples having at least nP (e.g., one) positive or negative walkers/excips on them.

if the target approach is CCSDTQ, the P space is defined as all singles, all doubles, and a subset of triples and quadruples having at least nP (e.g., one) positive or negative walkers/excips on them, etc.

3. Solve the CC(P) equations. if the target approach is CCSDT, use if the target approach is CCSDTQ, use

etc.

( )1

(MC32

)PT T T T= + +(MC) (MC)

3(

2 4)

1PT T T TT= + + +

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 120: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Developing a Stochastic CC(P;Q) Approach1. Start a CIQMC (e.g., i-CIQMC) or CCMC (e.g., i-CCMC) propagation by placing a certain number of walkers or excips on the reference determinant.

2. Extract a list of the most important determinants or cluster amplitude types relevant to the CC theory of interest (triples for CCSDT; triples and quadruples for CCSDTQ, etc.) from the CIQMC or CCMC propagation at a given time τ to define the P space for CC(P) calculations as follows: if the target approach is CCSDT, the P space is defined as all singles, all doubles,

and a subset of triples having at least nP (e.g., one) positive or negative walkers/excips on them.

if the target approach is CCSDTQ, the P space is defined as all singles, all doubles, and a subset of triples and quadruples having at least nP (e.g., one) positive or negative walkers/excips on them, etc.

3. Solve the CC(P) equations. if the target approach is CCSDT, use if the target approach is CCSDTQ, use

etc.

4. Correct the CC(P) energy for the remaining triples (if the target approach is CCSDT), triples and quadruples (if the target approach is CCSDTQ), etc. using the non-iterative CC(P;Q) correction δ(P;Q).

( )1

(MC32

)PT T T T= + +(MC) (MC)

3(

2 4)

1PT T T TT= + + +

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 121: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

FCIQMC

CC(P)

CC(P;Q)EN

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 122: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-CISDTQ-MC (∆τ = 0.0001 a.u., na = 3)

CISDTQ-MC

CC(P)

CC(P;Q)EN

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, in preparation]

Page 123: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-CISDT-MC (∆τ = 0.0001 a.u., na = 3)

CISDT-MC

CC(P)

CC(P;Q)EN

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, in preparation]

Page 124: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-CCSDT-MC (∆τ = 0.0001 a.u., na = 3)

CCSDT-MC

CC(P)

CC(P;Q)EN

R = Re

R = 5ReR = 2Re

R = 1.5Re

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 125: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

MC Iter. % ofTriples in P

space

CC(P) (mEh)

CC(P;Q)MP(mEh)

CC(P;Q)EN(mEh)

Wall Time (s)

MC CC(P;Q) Total

0 0 45.638 CCSD

6.357 CCSD(2)T

1.862CR-CC(2,3)

0 2 2

10,000 4 12.199 1.887 0.915 3 2 5

20,000 10 4.127 0.596 0.279 10 5 15

30,000 21 0.802 0.067 -0.009 28 13 41

40,000 35 0.456 0.036 -0.007 66 31 97

∞ 100 -199.058201 Eh 208

R = 2 Re

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

Errors relative to CCSDT

Errors relative to CCSDTCCSD: 45.638 mEhCCSD(T): −23.596 mEh

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 126: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

MC Iter. % ofTriples in P

space

CC(P) (mEh)

CC(P;Q)MP(mEh)

CC(P;Q)EN(mEh)

Wall Time (s)

MC CC(P;Q) Total

0 0 45.638CCSD

6.357 CCSD(2)T

1.862 CR-CC(2,3)

0 2 2

10,000 3 12.687 2.069 0.978 3 2 5

20,000 9 3.672 0.583 0.280 9 3 12

30,000 17 1.393 0.154 0.030 17 8 25

40,000 28 0.627 0.053 -0.005 32 16 48

∞ 100 -199.058201 Eh 208

R = 2 Re

RECOVERING CCSDT ENERGETICS FOR F2/cc-pVDZMONTE CARLO APPROACH = i-CISDT-MC (∆τ = 0.0001 a.u., na = 3)

Errors relative to CCSDTCCSD: 45.638 mEhCCSD(T): −23.596 mEh

Errors relative to CCSDT

[J.E. Deustua, J. Shen, and P. Piecuch, in preparation]

Page 127: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR LARGER BASIS SETSMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

F2/cc-pVTZ , R = 2Re F2/aug-cc-pVTZ , R = 2Re

FCIQMC

CC(P)

CC(P;Q)EN

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 128: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

MC Iter. % ofTriples in P

space

CC(P) (mEh)

CC(P;Q)MP(mEh)

CC(P;Q)EN(mEh)

Speedup rel. to CCSDT

0 0 65.036CCSD

9.808 CCSD(2)T

5.595 CR-CC(2,3)

~300

30,000 4 8.065 0.858 0.454 90

40,000 10 4.408 0.330 0.093 30

50,000 23 2.208 0.125 0.002 10

∞ 100 -199.253022 Eh 1

R = 2 Re

RECOVERING CCSDT ENERGETICS FOR F2/aug-cc-pVTZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

Errors relative to CCSDTCCSD: 65.036 mEhCCSD(T): −27.209 mEh

Errors relative to CCSDT

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017)]

Page 129: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR AUTOMERIZATION OF CYCLOBUTADIENE/cc-pVDZ

MONTE CARLO APPROACH = i-FCIQMC/i-CISDT-MC (∆τ = 0.0001 a.u., na = 3)

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017); in preparation]

Page 130: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

MC Iter. % of Triplesin P space

CC(P;Q)MP(kcal/mol

CC(P;Q)EN(kcal/mol

Total Wall Time (hrs)

MC CC(P;Q) Total

0 0/0 9.6 CCSD(2)T

8.7CR-CC(2,3)

0/0 0.4/0.4 0.4/0.4

40,000 15-16/12-13 1.5/2.8 0.9/2.0 1.0/0.3 1.9/1.4 2.9/1.7

50,000 31-31/24-26 0.5/0.6 0.2/0.3 3.1/0.7 5.9/4.3 9.0/5.0

60,000 52-52/41-42 0.1/0.2 0.0/0.1 11.6/1.4 13.6/9.8 25.2/11.2

∞ 100 7.6 kcal/mol 41.05

Errors relative to CCSDTCCSD: 13.3 kcal/molCCSD(T): 8.2 kcal/mol

Errors relative to CCSDT

RECOVERING CCSDT ENERGETICS FOR AUTOMERIZATION OF CYCLOBUTADIENE/cc-pVDZ

MONTE CARLO APPROACH = i-FCIQMC/i-CISDT-MC (∆τ = 0.0001 a.u., na = 3)

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017); in preparation]

Page 131: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

RECOVERING CCSDT ENERGETICS FOR AUTOMERIZATION OF CYCLOBUTADIENE/cc-pVDZ

MC APPROACH = i-FCIQMC, i-CISDTQ-MC, i-CISDT-MC (∆τ = 0.0001 a.u., na = 3)

[J.E. Deustua, J. Shen, and P. Piecuch, Phys. Rev. Lett. 119, 223003 (2017); in preparation]

MC

CC(P)

CC(P;Q)EN

MC = FCIQMC MC = CISDTQ-MC MC = CISDT-MC

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MC Iter. % of Triples/Quads CC(P) (mEh) CC(P;Q)MP (mEh) CC(P;Q)EN (mEh)

0 0/0 15.582 CCSD -28.302 CCSD(2)T -35.823 CR-CC(2,3)

10,000 3/1 10.165 -2.390 -3.945

20,000 5/1 4.282 -0.084 -0.403

40,000 13/3 0.969 0.267 0.199

80,000 36/16 0.030 0.022 0.021

∞ 100/100 -75.916679 Eh

RECOVERING CCSDTQ ENERGETICS FOR H2O/cc-pVDZMONTE CARLO APPROACH = i-FCIQMC (∆τ = 0.0001 a.u., na = 3)

Errors relative to CCSDTQ

CCSD 10.849 mEh CCSDT −40.126 mEhCCSD(T) −90.512 mEh CCSDTQ −4.733 mEh

J.E. Deustua, J. Shen, and P. Piecuch, in preparation

Errors relative to FCI:

FCIQMC

CC(P)

CC(P;Q)EN

Triples

Quads

R = Re R = 3Re

R = 3Re

R R

Page 133: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 134: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019)]EXCITED STATES

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 135: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019)]EXCITED STATES

Total electronic energies of ground and excited states of CH+ resulting from EOMCC(P) calculations (errors relative to full EOMCCSDT in millihartree): R = Re

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 136: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019)]EXCITED STATES

Total electronic energies of ground and excited states of CH+ resulting from EOMCC(P) calculations (errors relative to full EOMCCSDT in millihartree): R = Re

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 137: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019)]EXCITED STATES

Total electronic energies of ground and excited states of CH+ resulting from EOMCC(P) calculations (errors relative to full EOMCCSDT in millihartree): R = Re

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 138: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019); J.E. Deustua, S.H. Yuwono, A. Chakraborty, J. Shen, and P. Piecuch, in preparation]

EXCITED STATES

Total electronic energies of excited states of CH+ resulting from EOMCC(P) and CC(P;Q) calculations (errors relative to full EOMCCSDT in millihartree)

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 139: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019); J.E. Deustua, S.H. Yuwono, A. Chakraborty, J. Shen, and P. Piecuch, in preparation]

EXCITED STATES

Total electronic energies of excited states of CH+ resulting from EOMCC(P) and CC(P;Q) calculations (errors relative to full EOMCCSDT in millihartree)

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

Page 140: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES

Total electronic energies of excited states of CH+ resulting from EOMCC(P) and CC(P;Q) calculations (errors relative to full EOMCCSDT in millihartree)

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

[J.E. Deustua, S.H. Yuwono, J. Shen, and P. Piecuch, J. Chem. Phys. 150, 111101 (2019); J.E. Deustua, S.H. Yuwono, A. Chakraborty, J. Shen, and P. Piecuch, in preparation]

Page 141: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

[J.E. Deustua, S.H. Yuwono, A. Chakraborty, J. Shen, and P. Piecuch, in preparation]

Excited State EOMCCSD EOMCCSDT ExperimentA 2Δu 4.291 3.945 3.761B 2Σu

+ 7.123 4.597 4.315

Adiabatic excitation energies (eV) of the two low-lying excited states of CNC

Page 142: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

EXCITED STATES

WHAT IS NEXT?Higher-order CC methods, excited states, corrections toward FCI, and more … .

[J.E. Deustua, S.H. Yuwono, A. Chakraborty, J. Shen, and P. Piecuch, in preparation]

Excited State EOMCCSD EOMCCSDT ExperimentA 2Δu 4.291 3.945 3.761B 2Σu

+ 7.123 4.597 4.315

Adiabatic excitation energies (eV) of the two low-lying excited states of CNC

Total electronic energies of excited states of CNC resulting from EOMCC(P) and CC(P;Q) calculations (errors relative to full EOMCCSDT in millihartree)

Page 143: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 144: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

2 31 2 1 1 2 1[ (1 (1/ 2) (1/ 6) )] 0a

i N CH T T T TT TΦ + + + + + + Φ =3T

2 31 2 1 1 2 1

2 2 41 2 1 2 1

[ (1 (1/ 2) (1/ 6)

(1/ 2) (1/ 2) (1/ 24) )] 0

abij N

C

H T T T TT T

T T T T T

Φ + + + + + +

+ + + + + Φ =

3

4 3

T

T T

(…)

20 1 2 1[ ( (1/ 2) )]N CE H H T T T= Φ Φ + Φ + + Φ

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 145: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

2 31 2 1 1 2 1[ (1 (1/ 2) (1/ 6) )] 0a

i N CH T T T TT TΦ + + + + + + Φ =3T

2 31 2 1 1 2 1

2 2 41 2 1 2 1

[ (1 (1/ 2) (1/ 6)

(1/ 2) (1/ 2) (1/ 24) )] 0

abij N

C

H T T T TT T

T T T T T

Φ + + + + + +

+ + + + + Φ =

3

4 3

T

T T

(…)

In standard CCSD, we neglect equations corresponding to projections on higher-than doubly excited determinants and terms containing T3 and T4.

20 1 2 1[ ( (1/ 2) )]N CE H H T T T= Φ Φ + Φ + + Φ

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 146: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

2 31 2 1 1 2 1[ (1 (1/ 2) (1/ 6) )] 0a

i N CH T T T TT TΦ + + + + + + Φ =3T

2 31 2 1 1 2 1

2 2 41 2 1 2 1

[ (1 (1/ 2) (1/ 6)

(1/ 2) (1/ 2) (1/ 24) )] 0

abij N

C

H T T T TT T

T T T T T

Φ + + + + + +

+ + + + + Φ =

3

4 3

T

T T

(…)

20 1 2 1[ ( (1/ 2) )]N CE H H T T T= Φ Φ + Φ + + Φ

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 147: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

2 31 2 1 1 2 1[ (1 (1/ 2) (1/ 6) )] 0a

i N CH T T T TT TΦ + + + + + + Φ =3T

2 31 2 1 1 2 1

2 2 41 2 1 2 1

[ (1 (1/ 2) (1/ 6)

(1/ 2) (1/ 2) (1/ 24) )] 0

abij N

C

H T T T TT T

T T T T T

Φ + + + + + +

+ + + + + Φ =

3

4 3

T

T T

(…)

OBSERVATION: T3, T4 extracted from Full CI E0 becomes exact !!!

20 1 2 1[ ( (1/ 2) )]N CE H H T T T= Φ Φ + Φ + + Φ

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 148: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

2 31 2 1 1 2 1[ (1 (1/ 2) (1/ 6) )] 0a

i N CH T T T TT TΦ + + + + + + Φ =3T

2 31 2 1 1 2 1

2 2 41 2 1 2 1

[ (1 (1/ 2) (1/ 6)

(1/ 2) (1/ 2) (1/ 24) )] 0

abij N

C

H T T T TT T

T T T T T

Φ + + + + + +

+ + + + + Φ =

3

4 3

T

T T

(…)

Historically, used to develop externally corrected CCSD-type methods, where one extracts T3 and T4 from a non-CC wave function (for example, PUHF, as in ACP methods of Paldus, Čížek, and Piecuch, or MRCI, as in RMRCC of Paldus and Li).

OBSERVATION: T3, T4 extracted from Full CI E0 becomes exact !!!

20 1 2 1[ ( (1/ 2) )]N CE H H T T T= Φ Φ + Φ + + Φ

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 149: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 150: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 151: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

2. Extract C1, C2, C3, and C4 from a FCIQMC wave function at a given time τ using a formula(MC)

0( ) ( ) , where ( ) / .n n K K K KK

C C c E c N Nτ τ τ≡ = =∑

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 152: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

2. Extract C1, C2, C3, and C4 from a FCIQMC wave function at a given time τ using a formula

3. Perform cluster analysis of the FCIQMC wave function at time τ to extract

(MC)0( ) ( ) , where ( ) / .n n K K K K

KC C c E c N Nτ τ τ≡ = =∑

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

(MC) (MC)3 4and( ) ( ) .T Tτ τ

[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 153: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

2. Extract C1, C2, C3, and C4 from a FCIQMC wave function at a given time τ using a formula

3. Perform cluster analysis of the FCIQMC wave function at time τ to extract

4. Solve CCSD equations corrected for terms containing to determine

(MC)0( ) ( ) , where ( ) / .n n K K K K

KC C c E c N Nτ τ τ≡ = =∑

(MC) (MC)3 4an) )d( (T Tτ τ= =3 4T T

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

(MC) (MC)3 4and( ) ( ) .T Tτ τ

1 2 0and and energy ( ).T T E τ

[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 154: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

2. Extract C1, C2, C3, and C4 from a FCIQMC wave function at a given time τ using a formula

3. Perform cluster analysis of the FCIQMC wave function at time τ to extract

4. Solve CCSD equations corrected for terms containing to determine

5. Check convergence by repeating steps 2−4 at some later FCIQMC propagation time τ’ > τ.

(MC)0( ) ( ) , where ( ) / .n n K K K K

KC C c E c N Nτ τ τ≡ = =∑

(FCI)0 0It is guaranteed that im ( ) .l E E

ττ

→∞=

(MC) (MC)3 4an) )d( (T Tτ τ= =3 4T T

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

(MC) (MC)3 4and( ) ( ) .T Tτ τ

1 2 0and and energy ( ).T T E τ

[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 155: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

CI (FCIQMC) expansion CC expansion

1. Start a FCIQMC propagation by placing a certain number of walkers on the reference determinant.

2. Extract C1, C2, C3, and C4 from a FCIQMC wave function at a given time τ using a formula

3. Perform cluster analysis of the FCIQMC wave function at time τ to extract

4. Solve CCSD equations corrected for terms containing to determine

5. Check convergence by repeating steps 2−4 at some later FCIQMC propagation time τ’ > τ.

(MC)0( ) ( ) , where ( ) / .n n K K K K

KC C c E c N Nτ τ τ≡ = =∑

(FCI)0 0It is guaranteed that im ( ) .l E E

ττ

→∞=

(MC) (MC)3 4an) )d( (T Tτ τ= =3 4T T

CLUSTER-ANALYSIS-DRIVEN FCIQMC = CAD-FCIQMC

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

(MC) (MC)3 4and( ) ( ) .T Tτ τ

1 2 0and and energy ( ).T T E τ

[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

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R R

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 157: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

R R

R = Re

R = 1.5Re

R = 2.0Re

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

Page 158: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

MC Iters

R = Re R = 1.5 Re R = 2 ReCAD-FCIQMC i-FCIQMC CAD-FCIQMC i-FCIQMC CAD-FCIQMC i-FCIQMC

0 3.744 (CCSD) 217.821 (RHF) 10.043 (CCSD) 269.961 (RHF) 22.032 (CCSD) 363.954 (RHF)10,000 0.611 8.381 3.335 45.802 12.351 119.89620,000 -0.073 1.596 2.597 18.345 8.485 72.65030,000 -0.175 0.586 0.473 15.937 4.794 49.20340,000 -0.211 -2.217 0.873 4.855 0.138 44.62750,000 -0.440 1.456 1.310 3.247 -1.693 31.44860,000 -0.046 1.911 0.501 0.588 -0.225 19.66070,000 -0.235 0.302 0.685 0.811 -0.377 11.33380,000 0.189 -0.686 0.063 -0.128 -0.425 12.61190,000 -0.177 -0.981 -0.171 0.014 -1.657 10.089

100,000 -0.036 0.139 -0.302 1.956 -0.816 5.680110,000 0.129 -0.710 -0.189 1.088 -0.580 4.797120,000 -0.035 0.597 0.020 -0.241 -0.555 4.041130,000 0.086 -0.503 -0.020 -0.720 -1.166 3.107140,000 0.098 0.080 -0.084 0.497 -0.666 1.981150,000 -0.055 0.308 -0.156 0.990 -0.620 1.630160,000 0.078 -0.400 -0.059 -1.002 -0.434 1.328

∞ -76.241860 (FCI) -76.072348 (FCI) -75.951665 (FCI)

R R

R = Re

R = 1.5Re

R = 2.0Re

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

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MC Iters

R = Re R = 1.5 Re R = 2 ReCAD-FCIQMC i-FCIQMC CAD-FCIQMC i-FCIQMC CAD-FCIQMC i-FCIQMC

0 3.744 (CCSD) 217.821 (RHF) 10.043 (CCSD) 269.961 (RHF) 22.032 (CCSD) 363.954 (RHF)10,000 0.611 8.381 3.335 45.802 12.351 119.89620,000 -0.073 1.596 2.597 18.345 8.485 72.65030,000 -0.175 0.586 0.473 15.937 4.794 49.20340,000 -0.211 -2.217 0.873 4.855 0.138 44.62750,000 -0.440 1.456 1.310 3.247 -1.693 31.44860,000 -0.046 1.911 0.501 0.588 -0.225 19.66070,000 -0.235 0.302 0.685 0.811 -0.377 11.33380,000 0.189 -0.686 0.063 -0.128 -0.425 12.61190,000 -0.177 -0.981 -0.171 0.014 -1.657 10.089

100,000 -0.036 0.139 -0.302 1.956 -0.816 5.680110,000 0.129 -0.710 -0.189 1.088 -0.580 4.797120,000 -0.035 0.597 0.020 -0.241 -0.555 4.041130,000 0.086 -0.503 -0.020 -0.720 -1.166 3.107140,000 0.098 0.080 -0.084 0.497 -0.666 1.981150,000 -0.055 0.308 -0.156 0.990 -0.620 1.630160,000 0.078 -0.400 -0.059 -1.002 -0.434 1.328

∞ -76.241860 (FCI) -76.072348 (FCI) -75.951665 (FCI)

R = Re

R = 1.5Re

R = 2.0Re

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?[J.E. Deustua, I. Magoulas, J. Shen, and P. Piecuch, J. Chem. Phys. 149, 151101 (2018)]

6[ ] [ 0;FCI sho ]rt -FCIQMC run CCSD[ ]ie eθ θ⇒ ≈ +N N N

CPU time savings (in terms of system size ):N

Storage (in terms of orbital (M) and electron (N) nos):4~ list of dets and nos of walkersNM M⇒ +

Page 160: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

[I. Magoulas, J.E. Deustua, J. Shen, and P. Piecuch, to be submitted in the coming days]

“THE FINAL FRONTIER”: STRONGLY CORRELATED REGIME (as in, e.g., the Mott metal−insulator transitions)

WE CAN EXTEND CAD-FCIQMC TO SYSTEMS WITH LARGER

NUMBERS OF STRONGLY CORRELATED ELECTRONS,

CONVERGING FCI ENERGIES OUT OF THE EARLY STAGES OF

FCIQMC PROPAGATIONS COMBINED WITH INEXPENSIVE CCSD-

LIKE, POLYNOMIAL STEPS, BUT TO LEARN MORE ABOUT IT, YOU

WILL HAVE TO JOIN US AT THE “QUANTUM INTERNATIONAL

FRONTIERS 2019” CONFERENCE IN SHANGHAI IN NOVEMBER.

Page 161: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Benzene/cc-pVDZ:

RHF MO basis

30 correlated electrons (6 core MOs frozen)

114 basis functions

HOW ABOUT ATTACKING FCI (EXACT THEORY!) ITSELF?

IF YOU JOIN US AT THE “QUANTUM INTERNATIONAL

FRONTIERS 2019” CONFERENCE IN SHANGHAI, YOU

WILL ALSO WITNESS A MAJOR BREAKTROUGH IN

ELECTRONIC STRUCTURE THEORY. WE WILL SHOW

THAT WE CAN USE CAD-FCIQMC TO OBTAIN WELL-

CONVERGED FCI ENERGIES FOR MANY-ELECTRON

SYSTEMS CHARACTERIZED BY HILBERT SPACE

DIMENSIONALITIES THAT ARE ORDERS OF MAGNITUDE

BEYOND THE REACH OF CONVENTIONAL HAMILTONIAN

DIAGONALIZATIONS.

EXAMPLE: BENZENE MOLECULE IN A cc-pVDZ BASIS.

FCI DIMENSION: 7.67 × 1035 (5.56 × 1034 CSFs).

Page 162: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Method Total Energy/Hartree

CCSD −231.5…

CCSDT −231.5…

CCSDT(2)Q = CR-CC(3,4)A −231.5…

CCSDTQ −231.5… (J. Gauss)

i-FCIQMC (1B) −231.5… ± 0.0… (A. Alavi)

CAD-FCIQMC ext. energy (1B) −231.5…

CAD-FCIQMC[1-5] (1B) −231.5…

CAD-FCIQMC[1,(3+4)/2] (1B) −231.5…

i-FCIQMC (2B) −231.5… ± 0.0… (A. Alavi)

CAD-FCIQMC ext. energy (2B) −231.5…

CAD-FCIQMC[1-5] (2B) −231.5…

CAD-FCIQMC[1,(3+4)/2] (2B) −231.5…

Sz = 0 Determinants

Singly excited 2,790

Doubly excited 2,844,405

Triply excited 1,371,327,160

Quadruply excited 374,473,981,350

All (Full CI) 7.67 × 1035 (5.56 × 1034 CSFs)

Benzene/cc-pVDZ:

RHF MO basis

30 correlated electrons (6 core MOs frozen)

114 basis functions

−231.5…

Page 163: APPROACHING EXACT QUANTUM CHEMISTRYBY STOCHASTIC …€¦ · and Arnab Chakraborty Department of Chemistry and Department of Physics & Astronomy, Michigan State University, East Lansing,

Search for Chem 580

THANK YOU

“Algebraic and Diagrammatic Methods for Many-Fermion Systems”https://pages.wustl.edu/ppiecuch/course-videos

Search for Chem 580 in YouTube

Emiliano Deustua (2014-present)

Ilias Magoulas (2015-present)

Dr. Jun Shen (2010-present)

Stephen Yuwono (2017-present)

Arnab Chakraborty (2018-present)