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Unifying time evolution and optimization with matrix product states

Jutho HaegemanChristian LubichIvan OseledetsBart VandereyckenFrank Verstraete

Abstract

We show that the time-dependent variational principle provides a unifying framework for time-evolution methods and optimization methods in the context of matrix product states. In particular, we introduce a new integration scheme for studying time evolution, which can cope with arbitrary Hamiltonians, including those with long-range interactions. Rather than a Suzuki-Trotter splitting of the Hamiltonian, which is the idea behind the adaptive time-dependent density matrix renormalization group method or time-evolving block decimation, our method is based on splitting the projector onto the matrix product state tangent space as it appears in the Dirac-Frenkel time-dependent variational principle. We discuss how the resulting algorithm resembles the density matrix renormalization group (DMRG) algorithm for finding ground states so closely that it can be implemented by changing just a few lines of code and it inherits the same stability and efficiency. In particular, our method is compatible with any Hamiltonian for which ground-state DMRG can be implemented efficiently. In fact, DMRG is obtained as a special case of our scheme for imaginary time evolution with infinite time step.

Quantum many-body systemsPhysics of Superconductivity and MagnetismMatrix Theory and AlgorithmsDensity matrix renormalization groupHamiltonian (control theory)Matrix product stateMatrix multiplicationTime evolutionMatrix (chemical analysis)MathematicsApplied mathematicsPhysicsQuantum mechanics

Funding

  • Deutsche Forschungsgemeinschaft
  • Austrian Science Fund
  • Russian Science Foundation
Citations
789
FWCI
29.27
field-weighted impact
References
49
Percentile
100%
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Cited by
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Annals of Physics · 2019 · 623 citations
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Unifying time evolution and optimization with matrix product states · Scinovex