Mean Field Methods for Classification with Gaussian Processes
Part I: Introduction to Computational Methods Used in Gaussian 09.
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Transcript of Part I: Introduction to Computational Methods Used in Gaussian 09.
Part I: Introduction to Computational Methods Used in Gaussian 09
Atomic Units
Physical quantity Atomic units
Values in SI units
Length a0 (Bohr) 40ħ2/mee2 = 5.2918 10-11 m
Mass me 9.1095 10-31 kg
Charge E 1.6022 10-19 C
Energy a (Hartree) mee4/(40)2ħ2 = 4.3598 10-18 J
Angular momentum
ħ h/2 = 1.0546 10-34 Js
Permittivity 40 1.1127 10-10 C2/Nm2The Hamiltonian operator for the hydrogen atom: 2
2 2
0
1 1 1ˆ ˆ ˆ - (SI units) - - (Atomic units)2 4 2
H T Vm r r
In atomic units, the Schrödinger equation for this atom is simplified into
21 1(- - )
2E
r
22
0
1(- - )
2m 4E
r
from
hartree eV cm-1 kcal/mol kJ/mol oK J Hz
hartree
1 27.2107 219 474.63
627.503 2 625.5 315 777. 43.60 x 10-19
6.57966 x 10+15
eV 0.0367502 1 8 065.73 23.060 9 96.486 9
11 604.9 1.602 10 x 10-19
2.418 04 x 10+14
cm-1 4.556 33 x 10-6
1.239 81 x 10-4
1 0.002 859 11
0.011 962 7
1.428 79 1.986 30 x 10-23
2.997 93 x 10+10
kcal/mol
0.001 593 62
0.043 363 4
349.757 1 4.18400 503.228 6.95 x 10-
21 1.048 54 x 10+13
kJ/mol
0.000 380 88
0.010 364 10
83.593 0.239001 1 120.274 1.66 x 10-
21 2.506 07 x 10+12
oK 0.000 003 166 78
0.000 086 170 5
0.695 028 0.001 987 17
0.008 314 35
1 1.380 54 x 10-23
2.083 64 x 10+10
J 2.294 x 10+17
6.241 81 x 10+18
5.034 45 x 10+22
1.44 x 10+20
6.02 x 10+20
7.243 54 x 10+22
1 1.509 30 x 10+33
Hz 1.519 83 x 10-16
4.135 58 x 10-15
3.335 65 x 10-11
9.537 02 x 10-14
4.799 30 x 10-11
6.625 61 x 10-34
1
Energy Conversion Table
In a unit of Å
In a unit of a
0.00001 hartree = 0.00001 2625.5 kJ/mol = 0.03 kJ/mol
The Atomic Units Given in Output Files of Gaussian 09
Computational Methods Used Frequently
ˆ ˆ ˆ( ) , whereH T V E
Time-independent Schrödinger equation:
Computational Methods Used Frequently
ˆ ˆ ˆHow to solve ( )H T V E ?
Computational Chemistry
Molecular mechanics (MM) Electronic structure methods (QM)
Based on Quantum mechanicsBased on Newton equations
(no electronic effects) (Electronic effects)
Semiempirical methods: Hückel, AM1, PM3, INDO, …
Ab initio methods: HF, post-HF (MP2, CI, CCSD, CASPT2, …)
Density function theory: DFT(B3LYP, …)
Combination of Quantum mechanics and molecular mechanics: QM/MM, …
IncludingAccording force fields: UFF, Dreiding, Amber
Including
Computational Methods Available in Gaussian 09
ADMPAM1
AmberB3LYP
BDBOMD
CacheSizeCASSCF
CBSExtrapolateCCD, CCSD
ChargeChkBasis
CID, CISDCIS, CIS(D)
CNDOComplexConstants
CounterpoiseCPHF
DensityDensityFit
DFTBDreiding
EOMCCSDEPT
ExtendedHuckelExternal
ExtraBasisExtraDensityBasisFieldFMMForceFreq
Gen, GenECPGenChkGeom
GFInputGFPrintGuessGVBHF
HuckelINDO
IntegralIOpIRC
Named Keywords in Gaussian 09
IRCMaxLSDA
MaxDiskMINDO3MNDONameNMR
NoDensityFitONIOM
OptOutputOVGFPBCPM3PM6Polar
PopulationPressure
PropPseudoPunch QCISD
RestartRoute (#)SAC-CI
ScaleScanSCF
SCRFSP
SparseStable
SymmetryTD
TemperatureTest
TestMOTrackIO
TransformationUFFUnits
VolumeZIndo
Named Keywords in Gaussian 09
Gaussian 09 Keywords: Keyword Topics and Categories
CBS Methods Density Functional (DFT) MethodsG1-G4 Methods Frozen Core OptionsMolecular Mechanics Methods MP & Double Hybrid DFT MethodsSemi-Empirical Methods W1 Methods
Link 0 Commands SummaryGaussian 09 User Utilities The FormChk Utility Program Development Keywords Obsolete Keywords and Deprecated
Computational Methods Available in GaussView
How to Set up Computational Methods in an Input File of Gaussian
Restricted vs. Unrestricted Calculations
Spin-restricted calculations Spin-unrestricted calculations
i i
is ( ), or ( )i ii i Spin-orbital:
Orbital of the electron Orbital of the electrons
i i
Closed shell, all pairs of opposite spin Open shell, unpaired electrons
Closed and open shell calculations use an initial R and U, respectively: RHF vs. UHF, RMP2 vs. UMP2, and so on.
Application Fields for Various Computational Methods
Method Maximum Number of atoms in Molecule
Computed quantities
MM 2000 – 1 million Rough geometrical structure
Semiempirical 500 – 2000 Geometrical structure (for organic molecules)
HF(DFT) 50 – 500 Energy (also for transition metals)
MP2 20 – 50 Energy (weak bonding or H-bond)
CCSD(T) 10 – 20 Exact energy
CASPT2 < 10 Magnetism (involved in several spin multiplicities)
Reliable Results from Electronic Structure Calculations
H-F bond energy calculated at different computational levels
Computational R&D is Growing in Relative Importance
Comparison Among Various Computational Methods
Exact solution = Experimental measurements
More basis functions
Part II: The Hartree-Fock (HF) Method
The Hartree-Fock (HF) approximation constitutes the first step towards more accurate approximations
For point charges and then electrons:
Hartree-Fock (HF) Method
Q1 Q2● ●
22 2 2 2 2 2| |Q d d
(A continuous charge distribution)
2 21 2 1 2 2
12 2 20 0 12 12
| | | |
4 4
Q Q Qv d d
r r
Potential energy between them:
The potential energy of interaction electron 1 and the other (N-1) electrons and nuclei is
2
1 1 1 1 12 13 121 1 1
| |1 1( , , )
Ni
N ii i
V r V V V dr r r
2013 Nobel Prize in Chemistry
Martin Karplus Michael Levitt Arieh Warshel
The Nobel Prize in Chemistry 2013 was awarded jointly to
"for the development of multiscale models for complex chemical systems"
Theoretical and computational Chemistry becomes more important to chemists!
Hartree-Fock(HF) Method
Central-field approximation
2
1 1 1 1 12 13 121 1 1
| |1 1( , , )
Ni
N ii i
V r V V V dr r r
can be adequately approximated by a function of r only:1 1 1 1( , , )V r 2
1 1 1 1 1 1 10 01 1 1 1 1 12
1 1 10 0
( , , ) sin( , , ) = ( )
sin
V r d dV r V r
d d
(Average v(r1,1,1) over angles)
One-electron Hartree-Fock(HF) equation:
21 1 1 1
1ˆ ( )2
H V r 1 1 1 1H
Given1
,n
i ii
c
the HF equation becomes the Hartree-Fock-Roothannn equation (HFR).
U=unrestricted
Hartree-Fock(HF) Method
Advantages:
Initial, first level predication of the structures and vibrational frequencies for various molecules
Weakness:Poor modeling of the energetics of reactions
Spin contamination [s(s+1)ħ2] for open shell molecules
Keywords in Gaussian 09:
Closed shell: HF=hf=RHF=rhf
Open shell: UHF=uhf, =ROHF=rohf
R=restricted
HF Keywords in Gaussian 09
http://www.gaussian.com/g_tech/g_ur/k_hf.htm
HF Methods Available in GaussView
How to Set up HF Methods in an Input File of Gaussian
Part III: The Møller-Plesset (MP) Perturbation Method
2 21 2
1 2 12
1 1 1ˆ - - -2 2
Z ZH
r r r
Interparticle distances in He
Namely, the sum of two hydrogen-Hamiltonians, one for each electron.
The Hamiltonian operator is
0 2 21 2
1 2
1 1ˆ1 - - -2 2
Z ZH
r r ()
'
12
1ˆ2 ,Hr
( )
●
●
●
+2e
-e
-er12
r1
r2
(x1,y1,z1)(x2,y2,z2)
Møller-Plesset (MP) Perturbation Theory
Separate the Hamiltonian into tow parts:
2 2 0 01 2 1 2
1 2
1 1 ˆ ˆ= - - + - = +2 2
Z ZH H
r r
which is interelectronic interaction
An exactly solvable problem
Perturbed system
Unperturbed system
Perturbation
0 0ˆ ˆ ˆ ˆ ˆ'= 'H H H H H
Unperturbation Hamiltonian
Hamiltonian for the perturbed system:
Perturbation Hamiltonian
Møller-Plesset (MP) Perturbation Theory
0 0ˆ ˆ ˆ' 'n n n n nH H H H H E
2 2
2=0=0 =0
+ + +2
n nn n
!2 2
2=0=0 =0
+ + +2!
n nn n
E EE E
Perturbation is applied gradually
2 2
2
=0
n
k
!
2 2
2
=0
nE
k
!
andKth-order correction to the wave function and energy
Advantages:
Weakness:
Keywords in Gaussian 09:
Closed shell: RMP2 = MP2 = mp2, …Open shell: UMP2 = ump2, …
R=restricted
U=unrestricted
Møller-Plesset (MP) Perturbation Theory
Locate quite accurate equilibrium geometriesMuch faster than CI (Configuration interaction ) methods
Do not work well at geometries far from equilibriumSpin contamination for open-shell molecules
2-order perturbation correction
MP Keywords in Gaussian 09
http://www.gaussian.com/g_tech/g_ur/k_mp.htm
MP Methods Available in GaussView
How to Set up MP Methods in an Input File of Gaussian
Part IV: The Denisty Functional Theory (DFT) Method
properties are uniquely determined by the ground-state electron
),,,(0 zyx 000 EE
In 1964, Hohenberg and Kohn proved that
molecular energy, wave function and all other molecular electronic
probability density namely,
Phys. Rev. 136, 13864 (1964)
.”
0E
.0
Density functional theory (DFT) attempts to
and other ground-state molecular properties
from the ground-state electron density
“For molecules with a nondegenerate ground state, the ground-state
calculate
Density Functional (DF) Theory (DFT)
KS orbitals
The molecular (Hohenberg-Kohn, KS) orbitals can be obtained from Hohenberg-Kohn theorem:
)1(
2
1)1(ˆ
)1()1()1(ˆ
212
2
1
21 XC
KS
KSi
KSi
KSi
KS
rdr
r
r
Zh
h
Exchange-correlation potential
r
rEr XC
XC
Density Functional (DF) Theory (DFT)
One-electron KS Hamiltonian Orbital energy
XCv
get a good approximation to XCE
The last quantity
calculation of molecular properties is to
is a relatively
small term, but is not easy to evaluate accurately. The key to accurate KS DFT
Various approximate functionals rEXC
DF calculations. The functional XCE
and a correlation-energy functional
CXXC EEE
Among various XCE
Commonly used XE and CE
:XEPW91 (Perdew and Wang’s 1991 functional)
:CE Lee-Yang-Parr (LYP) functional
are used in molecular
approximations, gradient-corrected exchange and
correlation energy functionals are the most accurate.
PW86 (Perdew and Wang’s 1986 functional)B88 (Becke’s 1988 functional)
P86 (the Perdew 1986 correlation functional)
is written as the sum of an
XEexchange-energy functional :CE
Density Functional (DF) Theory (DFT)
Advantages: Nowadays DFT methods are generally believed to be better than the HF method, and in most cases they are even better than MP2
Density Functional (DF) Theory (DFT)
Weakness: Fails for very weak interactions (e.g., van der Waals molecules)
Keywords in Gaussian 09:
Closed shell: RB3LYP = rb3lyp, B3PW91 = b3pw91, …
Open shell: UB3LYP = urb3ly, UB3PW91 = ub3pw91, …
Exchange functional
Correlation functional
R=restricted U=unrestricted
Density Functional (DF) Theory (DFT)
B3LYP
Y is abbreviated for Dr.Yang Weitao
B.S. in Chemistry, 1982, Peking University, Beijing, ChinaProf. in Computational Chemistry, Present, Department of Chemistry, Duke University
DFT Keywords in Gaussian 09
http://www.gaussian.com/g_tech/g_ur/k_dft.htm
DFT Methods Available in GaussView
How to Set up DFT Methods in an Input File of Gaussian
Methods HF MP2 B3LYP Exptl
dNH/Ǻ 1.000 1.012 1.016 1.017
HNH/ 108.8 107.9 108.1 107.5
Time/s 5.0 9.0 6.0
Dependence of Computational Accuracy and Time on Computational Methods
From the viewpoints of computational accuracy and efficiency, the DFT method (B3LYP) is better than the HF and MP2 methods
Computational conditionsBasis sets: 6-31++G**Computer: Pentium (R) Dual-Core E5400/2GB/500GB SATA
Calculated NH3 Structure
– MM: AMBER, Dreiding, UFF force field
– Semiempirical: CNDO, INDO, MINDO/3, MNDO,
AM1, PM3
– HF: closed-shell, restricted/unrestricted open-shell
– DFT: many local/nonlocal functionals to choose
– MP: 2nd-5th order; direct and semi-direct methods
– CI: single and double
– CC: single, double, triples contribution
– High accuracy methods: G1, G2, CBS, etc.
– MCSCF: including CASSCF
– GVB
List of Computational Methods Used in Gaussian