introduction to dynamic dmrg methods s. ramasesha solid state and structural chemistry unit
DESCRIPTION
Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit Indian Institute of Science Bangalore 560 012 Collaborators Zoltan G. Soos Swapan Pati Zhigang Shuai Tirthankar Dutta H.R. Krishnamurthy Institute for Mathematical Sciences - PowerPoint PPT PresentationTRANSCRIPT
![Page 1: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/1.jpg)
Introduction to Dynamic DMRG Methods
S. Ramasesha
Solid State and Structural Chemistry UnitIndian Institute of Science
Bangalore 560 012
Collaborators
Zoltan G. SoosSwapan Pati
Zhigang ShuaiTirthankar Dutta
H.R. Krishnamurthy
Institute for Mathematical SciencesChennai, March 19-21 2012.
![Page 2: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/2.jpg)
Dynamic response to external perturbations
Response can be viewed as - a function of frequency or - a function of time. The two are related but, more accurate to compute them separately
Unperturbed Hamiltonian is an Interacting Hamiltonian
In Physics
– Hubbard Hamiltonian, Heisenberg Spin Hamiltonians and their many variants.
In Chemistry
– Long range interacting models like Pariser-Parr-Pople (PPP) Model or restricted Configuration Interaction (CI) matrices like single CI, singles and doubles CI etc.
![Page 3: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/3.jpg)
![Page 4: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/4.jpg)
![Page 5: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/5.jpg)
![Page 6: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/6.jpg)
![Page 7: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/7.jpg)
![Page 8: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/8.jpg)
![Page 9: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/9.jpg)
![Page 10: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/10.jpg)
![Page 11: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/11.jpg)
![Page 12: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/12.jpg)
![Page 13: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/13.jpg)
To test the technique, we compare the rotationally averaged linear polarizability and THG coefficient
3 3
1 , 1
1 1; (2 )
3 15ii iijj ijjii i j
Computed at = 0.1t model exact values for a Hubbard chain of 12 sites at U/t=4 compared with DMRG computation with m=200
5.343 5.317 598.3 591.1exact DMRG exact DMRG
in 10-24 esu and in 10-36 esu in all casesThe dominant xx) is 14.83 (exact) and 14.81 (DMRG)and xxxx) 2873 (exact) and 2872 (DMRG).
![Page 14: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/14.jpg)
THG coefficient in Hubbard models as a functionof chain length, L and dimerization :Superlinear behavior diminishes both with increase in U/t and increase in .
(a) (b)
![Page 15: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/15.jpg)
gav. vs Chain Length and d in U-V Model
For U > 2V, (SDW regime) av. shows similar dependence on L as the Hubbard model, independent of d.
U=2V (SDW/CDW crossover point) Hubbard chains havelarger av. than the U-V chains
PRB, 59, 14827 (1999).
![Page 16: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/16.jpg)
![Page 17: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/17.jpg)
![Page 18: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/18.jpg)
Time evolution operator: U(0,t) = exp[-iHt/ħ]
Discretized unitary form of time evolution is
U (t, t+t)
[1 - iH ]
[1 + iH ]
t2ħ
t2ħ
t2ħ
iH
Time evolution of (t) by t is given by
[1 + ] (t + t) = [1 - ] (t)t2ħ iH
Expressing (t) in an appropriate basis (eg.Slater Determinants), r.h.s. can be converted to a vector b, with (t + t) being expressed as an unknown x, the above equation can be converted to a set of linear inhomogeneous algebraic equations
Ax = b
![Page 19: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/19.jpg)
19
Multistep Differencing (MSD)Techniques
MSD4:
)()ˆ
3
84(
ˆ5
2
22/ˆ2/ˆ2 tO
tHtHiee tHitHi
/ˆ/ˆ
2
22
2ˆ
tHitHi eetH
)0(
)](2[3
ˆ4 /ˆ/ˆ/ˆ2/ˆ2
onoperating
eeItHi
ee tHitHitHitHi
))]()((2)([3
ˆ4)2()2( ttttt
tHitttt
Fast - involves only one sparse matrix multiplication for time propagation. Time dependent quantities evaluatedas <O(t)> = <(t)|O|(t)>.
![Page 20: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/20.jpg)
![Page 21: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/21.jpg)
![Page 22: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/22.jpg)
![Page 23: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/23.jpg)
![Page 24: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/24.jpg)
![Page 25: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/25.jpg)
![Page 26: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/26.jpg)
![Page 27: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/27.jpg)
![Page 28: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/28.jpg)
![Page 29: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/29.jpg)
DMRG space of (0) (initial wave packet) 𝝍adapted to follow the time evolving wave packet | (t)>𝝍td-DMRG method:
Fundamental quantity in td-DMRG: Fundamental quantity in td-DMRG: weighted average reduced density weighted average reduced density matrixmatrix
/ /( ) | ( ) ( ) |L R R L j j jj
t Tr t t
𝝍(0)𝝍(tp) 𝝍(T)
Full Hilbert-spaceDMRG-space for 𝝍(0)DMRG-space for 𝝍(tp)DMRG-space for 𝝍(T)
𝝍(T)𝝍(tp)
𝝍(0)
![Page 30: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/30.jpg)
“Sliding window” pace-Keeping (LXW) td-DMRG algorithm
Instead of retaining ALL time-dependent wave packets, retain ONLY ‘p’ of them (sliding time window) (each “sliding time window” has length t = p𝜟 𝜟τ)
Computational time reduces compared to parent LXW scheme
T. Dutta and SR ,Computing Letters, 3, 457 (2007).
![Page 31: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/31.jpg)
![Page 32: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/32.jpg)
![Page 33: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/33.jpg)
Time Step Targeting (TST) td-DMRG algorithm (Phys. Rev. B, 72, 020404, 2005)
Combination of infinite and finite-system DMRG algorithms; accuracy < LXW; computational time ≈ parent LXW scheme
One or several finite-system ½-sweeps are required to update Hilbert space for time step t ; evolution time step = τ = t/p𝜟 𝜟 𝜟
![Page 34: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/34.jpg)
Double Time Window Targeting (DTWT) td-DMRG algorithm (our development; Phys. Rev. B, 82, 035115, 2010 )
A hybrid of LXW and TST schemes, but at least twice as fast and more accurate than either
A completely generalized td-DMRG algorithm for any interacting one-dimensional system
![Page 35: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/35.jpg)
a) Pace-Keeping or LXW algorithm(Liu, Xiang, Wang)
(PRL, 91, 049701, 2003)
b) “Sliding window” LXW algorithm (Dutta,
SR) (Comput. Lett., 3, 457,
2007 )
a) Time-step targeting (TST) algorithm (Feiguin, White)
(PRB, 72, 020404, 2005)
d) Double time window targeting (DTWT) technique (Dutta, SR) (PRB, 82, 035115, 2010)
![Page 36: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/36.jpg)
![Page 37: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/37.jpg)
![Page 38: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/38.jpg)
![Page 39: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/39.jpg)
![Page 40: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/40.jpg)
![Page 41: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/41.jpg)
![Page 42: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/42.jpg)
![Page 43: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/43.jpg)
![Page 44: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/44.jpg)
![Page 45: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/45.jpg)
![Page 46: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/46.jpg)
![Page 47: Introduction to Dynamic DMRG Methods S. Ramasesha Solid State and Structural Chemistry Unit](https://reader034.vdocuments.us/reader034/viewer/2022051316/56815895550346895dc5f7aa/html5/thumbnails/47.jpg)