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Lyu N, Miano A, Tsioutsios I, Cortiñas RG, Jung K, Wang Y, Hu Z, Geva E, Kais S, Batista VS. Mapping Molecular Hamiltonians into Hamiltonians of Modular cQED Processors. J Chem Theory Comput 2023; 19:6564-6576. [PMID: 37733472 DOI: 10.1021/acs.jctc.3c00620] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/23/2023]
Abstract
We introduce a general method based on the operators of the Dyson-Masleev transformation to map the Hamiltonian of an arbitrary model system into the Hamiltonian of a circuit Quantum Electrodynamics (cQED) processor. Furthermore, we introduce a modular approach to programming a cQED processor with components corresponding to the mapping Hamiltonian. The method is illustrated as applied to quantum dynamics simulations of the Fenna-Matthews-Olson (FMO) complex and the spin-boson model of charge transfer. Beyond applications to molecular Hamiltonians, the mapping provides a general approach to implement any unitary operator in terms of a sequence of unitary transformations corresponding to powers of creation and annihilation operators of a single bosonic mode in a cQED processor.
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Affiliation(s)
- Ningyi Lyu
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, United States
| | - Alessandro Miano
- Department of Applied Physics, Yale University, New Haven, Connecticut 06520, United States
- Department of Physics, Yale University, New Haven, Connecticut 06520, United States
- Yale Quantum Institute, Yale University, New Haven, Connecticut 06511, United States
| | - Ioannis Tsioutsios
- Department of Applied Physics, Yale University, New Haven, Connecticut 06520, United States
- Department of Physics, Yale University, New Haven, Connecticut 06520, United States
- Yale Quantum Institute, Yale University, New Haven, Connecticut 06511, United States
| | - Rodrigo G Cortiñas
- Department of Applied Physics, Yale University, New Haven, Connecticut 06520, United States
- Department of Physics, Yale University, New Haven, Connecticut 06520, United States
- Yale Quantum Institute, Yale University, New Haven, Connecticut 06511, United States
| | - Kenneth Jung
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, United States
| | - Yuchen Wang
- Department of Chemistry, Department of Physics and Purdue Quantum Science and Engineering Institute, Purdue University, West Lafayette, Indiana 47907, United States
| | - Zixuan Hu
- Department of Chemistry, Department of Physics and Purdue Quantum Science and Engineering Institute, Purdue University, West Lafayette, Indiana 47907, United States
| | - Eitan Geva
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Sabre Kais
- Department of Chemistry, Department of Physics and Purdue Quantum Science and Engineering Institute, Purdue University, West Lafayette, Indiana 47907, United States
| | - Victor S Batista
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, United States
- Yale Quantum Institute, Yale University, New Haven, Connecticut 06511, United States
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Riedel J, Gelß P, Klein R, Schmidt B. WaveTrain: A Python package for numerical quantum mechanics of chain-like systems based on tensor trains. J Chem Phys 2023; 158:2887212. [PMID: 37114709 DOI: 10.1063/5.0147314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
WaveTrain is an open-source software for numerical simulations of chain-like quantum systems with nearest-neighbor (NN) interactions only. The Python package is centered around tensor train (TT, or matrix product) format representations of Hamiltonian operators and (stationary or time-evolving) state vectors. It builds on the Python tensor train toolbox Scikit_tt, which provides efficient construction methods and storage schemes for the TT format. Its solvers for eigenvalue problems and linear differential equations are used in WaveTrain for the time-independent and time-dependent Schrödinger equations, respectively. Employing efficient decompositions to construct low-rank representations, the tensor-train ranks of state vectors are often found to depend only marginally on the chain length N. This results in the computational effort growing only slightly more than linearly with N, thus mitigating the curse of dimensionality. As a complement to the classes for full quantum mechanics, WaveTrain also contains classes for fully classical and mixed quantum-classical (Ehrenfest or mean field) dynamics of bipartite systems. The graphical capabilities allow visualization of quantum dynamics "on the fly," with a choice of several different representations based on reduced density matrices. Even though developed for treating quasi-one-dimensional excitonic energy transport in molecular solids or conjugated organic polymers, including coupling to phonons, WaveTrain can be used for any kind of chain-like quantum systems, with or without periodic boundary conditions and with NN interactions only. The present work describes version 1.0 of our WaveTrain software, based on version 1.2 of scikit_tt, both of which are freely available from the GitHub platform where they will also be further developed. Moreover, WaveTrain is mirrored at SourceForge, within the framework of the WavePacket project for numerical quantum dynamics. Worked-out demonstration examples with complete input and output, including animated graphics, are available.
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Affiliation(s)
- Jerome Riedel
- Institut für Chemie, Freie Universität Berlin, Altensteinstraße 23A, D-14195 Berlin, Germany
| | - Patrick Gelß
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
- Zuse-Institut Berlin, Takustraße 7, D-14195 Berlin, Germany
| | - Rupert Klein
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
| | - Burkhard Schmidt
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
- Weierstraß-Institut für Angewandte Analysis und Stochastik, Mohrenstraße 39, 10117 Berlin, Germany
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Gelß P, Klein R, Matera S, Schmidt B. Solving the time-independent Schrödinger equation for chains of coupled excitons and phonons using tensor trains. J Chem Phys 2022; 156:024109. [PMID: 35032989 DOI: 10.1063/5.0074948] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We demonstrate how to apply the tensor-train format to solve the time-independent Schrödinger equation for quasi-one-dimensional excitonic chain systems with and without periodic boundary conditions. The coupled excitons and phonons are modeled by Fröhlich-Holstein type Hamiltonians with on-site and nearest-neighbor interactions only. We reduce the memory consumption as well as the computational costs significantly by employing efficient decompositions to construct low-rank tensor-train representations, thus mitigating the curse of dimensionality. In order to compute also higher quantum states, we introduce an approach that directly incorporates the Wielandt deflation technique into the alternating linear scheme for the solution of eigenproblems. Besides systems with coupled excitons and phonons, we also investigate uncoupled problems for which (semi-)analytical results exist. There, we find that in the case of homogeneous systems, the tensor-train ranks of state vectors only marginally depend on the chain length, which results in a linear growth of the storage consumption. However, the central processing unit time increases slightly faster with the chain length than the storage consumption because the alternating linear scheme adopted in our work requires more iterations to achieve convergence for longer chains and a given rank. Finally, we demonstrate that the tensor-train approach to the quantum treatment of coupled excitons and phonons makes it possible to directly tackle the phenomenon of mutual self-trapping. We are able to confirm the main results of the Davydov theory, i.e., the dependence of the wave packet width and the corresponding stabilization energy on the exciton-phonon coupling strength, although only for a certain range of that parameter. In future work, our approach will allow calculations also beyond the validity regime of that theory and/or beyond the restrictions of the Fröhlich-Holstein type Hamiltonians.
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Affiliation(s)
- Patrick Gelß
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
| | - Rupert Klein
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
| | - Sebastian Matera
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
| | - Burkhard Schmidt
- Institut für Mathematik, Freie Universität Berlin, Arnimallee 3-9, D-14195 Berlin, Germany
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Hu Z, Engel GS, Kais S. Double-excitation manifold's effect on exciton transfer dynamics and the efficiency of coherent light harvesting. Phys Chem Chem Phys 2018; 20:30032-30040. [DOI: 10.1039/c8cp05535a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Dynamical dark states make the double-excitation manifold important in exciton transfer dynamics.
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Affiliation(s)
- Zixuan Hu
- Department of Chemistry
- Department of Physics, and Birck Nanotechnology Center
- Purdue University
- West Lafayette
- USA
| | - Gregory S. Engel
- Department of Chemistry
- James Franck Institute and the Institute for Biophysical Dynamics
- University of Chicago
- Chicago
- USA
| | - Sabre Kais
- Department of Chemistry
- Department of Physics, and Birck Nanotechnology Center
- Purdue University
- West Lafayette
- USA
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