Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida)...

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Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan 2017 1 NRG methods and applications Si et al. (2001) Roch et al. (2008) Van der Wiel et al. (2000)

Transcript of Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida)...

Page 1: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

Kevin Ingersent (U. of Florida)

Supported by NSF DMR-1508122

NRG methods and applications- Tallahassee, 13 Jan 2017 1

NRG methods and applications

Si et al. (2001)

Roch et al. (2008)

Van der Wiel

et al. (2000)

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Before we begin …

2NRG methods and applications- Tallahassee, 13 Jan 2017

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It looks beautiful …

Physics Department

Lake Alice

3NRG methods and applications- Tallahassee, 13 Jan 2017

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… but beware of the natives

A resident of Lake Alice

Residents of “The Swamp”

4NRG methods and applications- Tallahassee, 13 Jan 2017

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NRG methods and applications- Tallahassee, 13 Jan 2017 5

Outline

• Quantum impurity problems couple

a local degree of freedom to a

gapless, noninteracting host:

• Ken Wilson devised the numerical renormalization group

for controlled nonperturbative evaluation of equilibrium

thermodynamics of impurity models with fermionic hosts.

• The original NRG has been extended to …

‣ dynamical properties

‣ multi-orbital impurities, multiple impurities, bosonic hosts

‣ impurity solution in dynamical mean-field methods

‣ non-equilibrium properties.

impimphosthost HHHH

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NRG methods and applications- Tallahassee, 13 Jan 2017 6

NRG Strengths and Weaknesses

• NRG methods are non-perturbative in model parameters

‣ Can often map out the full phase diagram.

• Can accurately calculate properties over many decades of

temperature/frequency

‣ Important where there is a very small many-body scale,

e.g., in Kondo physics.

‣ Essential for studying quantum criticality.

• Not as flexible as QMC methods

‣ Cannot treat bulk interactions.

‣ Laborious to calculate higher-order correlation functions

or finite bias.

• NRG does not scale well with increasing number or

impurities and/or bands

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NRG methods and applications- Tallahassee, 13 Jan 2017 7

Some References and Public Domain Codes

• Background on quantum-impurity problems:

Hewson, The Kondo Problem to Heavy Fermions (Cambridge Univ. Press, 1997).

• NRG reviews:

‣ Wilson, Rev. Mod. Phys. 44, 773 (1975)

‣ Krishna-murthy et al., PRB 21, 1003, 1044 (1980)

‣ Bulla et al., Rev. Mod. Phys. 80, 395 (2008)

• Public-domain codes:

‣ NRG Ljubljana code (http://nrgljubljana.ijs.si)

A flexible implementation of “traditional” NRG

‣ Flexible DM-NRG (http://www.phy.bme.hu/~dmnrg)

Implements density-matrix NRG method described in

Toth et al., PRB 78, 245109 (2008).

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• The NRG was developed for problems with fermionic

hosts, e.g.,

where

• With decreasing T, the impurity spin-½ is progressively

screened with a characteristic many-body scale

NRG methods and applications- Tallahassee, 13 Jan 2017 8

Motivation for the NRG

.,

host

k

kkk ccH

,imphostimphostKondo rsS JHH

./1exp 0JDTK

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• The fundamental challenge of the Kondo model

is the equal importance of spin-flip scattering of band

electrons on every energy scale on the range –D D.

• Poor man’s scaling (Anderson, 1970): Each decade of

band energies about the Fermi level contributes equally to

the renormalization of toward :

NRG methods and applications- Tallahassee, 13 Jan 2017 9

What makes the Kondo model hard?

,imphostimphostKondo rsS JHH

J *J

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• The fundamental challenge of the Kondo model

is the equal importance of spin-flip scattering of band

electrons on every energy scale on the range –D D.

• Poor man’s scaling (Anderson, 1970): Each decade of

band energies about the Fermi level contributes equally to

the renormalization of toward :

• Scaling is perturbative in the renormalized value of

and thus limited to temperatures

• The NRG was conceived to reliably reach down to T = 0.NRG methods and applications- Tallahassee, 13 Jan 2017 10

What makes the Kondo model hard?

,imphostimphostKondo rsS JHH

J *J

./1exp 0JDTT K

J0

perturbative ?????

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• Any noninteracting host can be mapped exactly to a tight-

binding form on one or more semi-infinite chains:

‣ Start with host state entering Hhost-imp

‣ Since

reach only host states given by repeated action of Hhost

‣ Lanczos (1950):

etc

NRG methods and applications- Tallahassee, 13 Jan 2017 11

Chain mapping of any host

11000host ftfefH

2201111host ftftfefH

0f

, Hdt

di

3312222host ftftfefH

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• Any noninteracting host can be mapped exactly to a tight-

binding form on one or more semi-infinite chains:

• The conduction band in the Kondo model maps to

• Since the basis grows by a factor of 4 for each chain site,

we would like to diagonalize H on finite chains. But …

‣ Coefficients en, tn are all of order the half-bandwidth.

‣ No useful truncations: Ground state for chain length L is

not built just from low-lying states for chain length L – 1.

NRG methods and applications- Tallahassee, 13 Jan 2017 12

Chain mapping of a conduction band

0

,1

††

host H.c.n

nnnnnn fftffeH

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• Wilson (~1974) logarithmically

discretized the conduction band

via a parameter

• The impurity couples to just

one state per bin:

• Now apply Lanczos to the

discretized band:

NRG methods and applications- Tallahassee, 13 Jan 2017 13

NRG’s key feature: Band discretization

1

mmmm

m

m bbaaH ††

0

host,

Dm

m

1

21 1

Bulla et al. (2008)

.1/D

/D

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• Wilson’s artificial separation of bin energy scales

gives exponentially decaying tight-binding coefficients:

(not a decay!)

• Allows iterative solution on chains of length L = 1, 2, 3, ...

‣ Ground state for chain length L is mainly built from low-

lying states for chain length L – 1.

‣ Thus, can truncate the Fock space after each iteration to

cap the computational time. NRG methods and applications- Tallahassee, 13 Jan 2017 14

NRG iterative solutionm

0

,1

††

,host H.c.n

nnnnnn fftffeH2/, n

nn cDte

n

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• Start with

e.g., Kondo

• Then

Diagonalize in a basis to find

• Keep states 1 s Ns of lowest energy ENs, discard the

rest. Computational time

NRG methods and applications- Tallahassee, 13 Jan 2017 15

NRG iterative solution

., 0

00'0

0imphostimp0 ffeffHHH

',

0'21†

02

ffJ impS0 0 (p-h symm.)

'†,1 , NNrN ffbE

H.c.,1††2/

12/1

NNNNNNN

NN fftffeHH

.NsE

.~ 3sN

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• Iterate

until reach a scale-invariant RG fixed point where

low-lying solution of HN = low-lying solution of HN-2

• E.g., Anderson model

With

‣ increasing N,

‣ decreasing energy

observe two crossovers

free orbital local moment strong coupling (Kondo)NRG methods and applications- Tallahassee, 13 Jan 2017 16

NRG level flow

1NNrN HEH

Bulla et al. (2008)

,2/ND

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• The solutions of Hhost,Λ give the value Xhost of a bulk

thermodynamic property in the pure host (no impurity).

• Solutions of

give the value Xtotal in the full system with the impurity:

where

• Both Xhost and Xtotal vary strongly with the discretization Λ.

• But the value of

varies remarkably weakly with Λ.

• Can use 2 Λ 10 to estimate the physical (Λ = 1) value.

NRG methods and applications- Tallahassee, 13 Jan 2017 17

What does NRG give?

hosttotalimp XXX

imphostimphost,Kondo rsS JHH

TENr

r

NrNNreEXEZTX

/1total

ˆ 2/NDT

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• Can reliably distinguish Fermi liquids & non-Fermi-liquids:

NRG methods and applications- Tallahassee, 13 Jan 2017 18

Examples of impurity thermodynamics

Bulla et al. (2008)

conventional (1-channel)

Kondo model

overscreened (2-channel)

Kondo model

)/1ln(/, impimp TTC const./, impimp TC0imp S 2lnimp S

J = 0.05D

kept 400 states

J = 0.05D

kept 8100 states

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• Consider the Anderson impurity model

• Interested in the impurity Green’s function

• NRG solutions tracking yield a

discrete approximation

where

• Obtain a smooth by replacing by a

broadening function of width proportional to

NRG methods and applications- Tallahassee, 13 Jan 2017 19

Dynamical properties

host0† H.c. HcdVnnUnH dddd

)(Im)()0(),()()( 1† GAdtdtitG

'†

' NrNrNrr EdEM

'//2

',

'1 '),( NrNr

TETE

rr

NrrN EEeeMZTA NrNr

.|| 2/ND

'rr

.|,|max ' Trr

),( TA

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• Smoothed spectral function reveals the Kondo resonance:

NRG methods and applications- Tallahassee, 13 Jan 2017 20

Calculation of transport properties

)(A

/

KT/

Costi et al. (1994)

20 V

d Ud

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• Smoothed spectral function can be used to calculate

linear-response transport properties.

• E.g., for a quantum-dot setup

zero-bias conductance is

where is the noninteracting level width.

NRG methods and applications- Tallahassee, 13 Jan 2017 21

Calculation of transport properties

t tdot

L R

dTAfh

eTG ),()(

2

2lead t

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• Vg can drive C60 electron occupancy from odd to even.

• Comparison of measured G(T) with NRG suggests

‣ spin-½ Kondo for odd occupancy (TK = 4.4 K)

‣ underscreened spin-1 Kondo for even (TK = 1.1 K)

‣ .NRG methods and applications- Tallahassee, 13 Jan 2017 22

Application: Conductance of C60 quantum dot

Roch et al. (2008)Roch et al. (2009)

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• NRG has been used as the impurity solver in the DMFT

treatment of many lattice Hamiltonians.

• It is especially useful if there is a vanishing energy scale,

e.g., the Mott transition in the Hubbard model.

NRG methods and applications- Tallahassee, 13 Jan 2017 23

Application: Dynamical mean-field theory

Bulla (1999)

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• NRG has been used as the impurity solver in the DMFT

treatment of many lattice Hamiltonians.

• However, the NRG does not scale well for the multiband

models and cluster DMFT extensions that are of interest

for many correlated materials (cuprates, pnictides, …).

‣ NRG basis grows at each iteration by a factor of ,

where nf is the num. of distinct bulk fermionic species.

‣ Usually, nf = (2s+1) x (num. impurities) x (num. bands).

‣ As nf increases, so too must Ns, the number of retained

many-body states.

‣ Computational time per NRG iterationNRG methods and applications- Tallahassee, 13 Jan 2017 24

Application: Dynamical mean-field theory

fn2

.23

s

nNf

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• At the QPT, Kondo scale vanishes, Fermi surface jumps.

• Neutron scattering on CeCu1-xAux shows quasi-2D

magnetic critical fluctuations with /T scaling at generic q.

• Points to a local QPT outside the Landau framework.

Effective Kondo temp.

25

Application: Kondo-destruction QPTs

NRG methods and applications- Tallahassee, 13 Jan 2017

T(K)

H(T)

HFLAF

YbRh2Si2 eff1 nRH

RH

H(T)

Page 26: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

• EDMFT includes some spatial fluctuations (unlike DMFT).

• Lattice Kondo model maps to a Bose-Fermi Kondo

impurity model:

• Fermionic band accounts for

local dynamical correlations.

• Dissipative baths represent

a fluctuating magnetic field

due to other local moments.

• Band and bath densities

of states must be found

self-consistently.

26

Extended dynamical mean-field theory

NRG methods and applications- Tallahassee, 13 Jan 2017

zyx

aaaaSgHJH,,

††band

q qqqq qqsS

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• Two types of solution [Si + collaborators (2001,2003,2007)]:

27

EDMFT for Ising-symmetry Kondo lattice

NRG methods and applications- Tallahassee, 13 Jan 2017

3D magnetic fluctuations 2D magnetic fluctuations

c cRKKYK IT RKKYK IT

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• Two types of NRG solution [Glossop and KI (2007)]:

28

EDMFT for Ising-symmetry Kondo lattice

NRG methods and applications- Tallahassee, 13 Jan 2017

RKKYK IT

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• Locally critical NRG solution [Glossop and KI (2007)]:

29

EDMFT for Ising-symmetry Kondo lattice

NRG methods and applications- Tallahassee, 13 Jan 2017

RKKYK IT

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• Two types of solution [Si + collaborators (2001,2003,2007)]:

• Locally critical QPT in the 2D case is consistent with …

‣ Jumps in the Fermi-surface volume, carrier conc’n.

‣ A divergence of the Gruneisen ratio .

‣ Anomalous /T scaling of dynamical spin susceptibility.

30

EDMFT for Ising-symmetry Kondo lattice

NRG methods and applications- Tallahassee, 13 Jan 2017

3D magnetic fluctuations 2D magnetic fluctuations

pC/

c cRKKYK IT RKKYK IT

Page 31: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

• Dynamical spin susceptibility takes the form

where 0.72 ≤ ≤ 0.78 from

numerics compares with …

0.75 from neutrons

Schröder et al (2000)

31

Locally critical EDMFT solutions

NRG methods and applications- Tallahassee, 13 Jan 2017

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32

Superconductivity near a Kondo-destruction QPT

.

NRG methods and applications- Tallahassee, 13 Jan 2017

Jump in Fermi surfaceCeRhIn5

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33

Superconductivity near a Kondo-destruction QPT

.

NRG methods and applications- Tallahassee, 13 Jan 2017

Jump in Fermi surface

*eff 1 Tm

CeRhIn5

How does Kondo destruction affect superconductivity?

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34

Cluster EDMFT approach

• EDMFT cannot describe non-s-wave superconductivity.

• For this, we apply a cluster extension of EDMFT [Pixley et

al. (2015)] to the Anderson lattice model:

• Simplest approximation divides

the Brillouin zone into two patches:

one FM (‘+’) and one AFM (‘’).

NRG methods and applications- Tallahassee, 13 Jan 2017

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35

Cluster EDMFT (cont.)

• Assume that

• This leaves an effective two-

impurity Bose-Fermi Anderson

model with two bosonic baths.

• Coupling g (S1z S2z) uto the ‘’ bosonic bath

should dominate near QTP.

NRG methods and applications- Tallahassee, 13 Jan 2017

,

1,

kk Kk

G

,

1,

qq Qq

MI

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36

Cluster EDMFT solutions

• Solve using

‣ Numerical RG at T = 0.

‣ Continuous time QMC at T > 0.

• Again find two types of solution:

‣ 2D spin fluctuations lead to

local criticality

‣ 3D spin fluctuations yield a

spin-density-wave

(conventional) QPT

NRG methods and applications- Tallahassee, 13 Jan 2017

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Focus on locally critical case:

• Spin susceptibility again

has anomalous exponent,

here 0.81

cf. 0.75 from neutrons.

37

Cluster EDMFT solutions

NRG methods and applications- Tallahassee, 13 Jan 2017

Singlet pairing correlations

are strongly enhanced near

a Kondo-destruction QPT.

Page 38: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

• Having to calculate a property using the iteration N where

. and/or creates problems:

‣ edge effects where switch from using N to N+1 (or N+2)

‣ or overcounting if blend

information from multiple

iterations.

• Leads to NRG violations of

exact relations, e.g.,

NRG methods and applications- Tallahassee, 13 Jan 2017 38

Correcting a technical flaw of Wilson’s NRG

2/|| ND 2/NDT

1),( dTA

Bulla et al. (2001)

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• These problems are fixed in the complete-basis NRG

(Anders & Schiller, 2005):

‣ NRG uses the kept states at one or a few iterations N.

NRG methods and applications- Tallahassee, 13 Jan 2017 39

Complete basis (or density matrix) NRG

Szalay et al. (2015)

Page 40: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

• These problems are fixed in the complete-basis NRG

(Anders & Schiller, 2005):

‣ NRG uses the kept states at one or a few iterations N.

‣ CB-NRG also accounts for every state at the largest N,

although it has to approximate discarded state energies.

NRG methods and applications- Tallahassee, 13 Jan 2017 40

Complete basis (or density matrix) NRG

Szalay et al. (2015)

x 4

x 8

x 2

Page 41: Kevin Ingersent (U. of Florida) - National MagLab · 2018-02-08 · Kevin Ingersent (U. of Florida) Supported by NSF DMR-1508122 NRG methods and applications- Tallahassee, 13 Jan

• CB-NRG yields exact conservation of spectral weight:

• Also opens the way for treatment of non-equilibrium

problems:

‣ Time evolution after a sudden perturbation (quantum

quench) – reasonably successful.

‣ Steady state – still in its infancy.

NRG methods and applications- Tallahassee, 13 Jan 2017 41

Complete basis (or density matrix) NRG

1),( dTA

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NRG methods and applications- Tallahassee, 13 Jan 2017 42

Summary: NRG Strengths and Weaknesses

• NRG methods are non-perturbative in model parameters

• Can accurately calculate properties over many decades of

temperature/frequency

• Not as flexible as QMC methods

• NRG does not scale well with increasing number or

impurities and/or bands

• Some of the weaknesses can be overcome using matrix

product state methods to be described in the next talk.