Unifying time evolution and optimization with matrix product states

被引:489
作者
Haegeman, Jutho [1 ]
Lubich, Christian [2 ]
Oseledets, Ivan [3 ,4 ]
Vandereycken, Bart [5 ,7 ]
Verstraete, Frank [1 ,6 ]
机构
[1] Univ Ghent, Dept Phys & Astron, Krijgslaan 281 S9, B-9000 Ghent, Belgium
[2] Univ Tubingen, Math Inst, Morgenstelle 10, D-72076 Tubingen, Germany
[3] Skolkovo Inst Sci & Technol, Novaya St 100, Skolkovo 143025, Russia
[4] Russian Acad Sci, Inst Numer Math, Gubkina St 8, Moscow, Russia
[5] Princeton Univ, Dept Math, Fine Hall, Princeton, NJ 08544 USA
[6] Univ Vienna, Fac Phys, Boltzmanngasse 5, A-1090 Vienna, Austria
[7] Univ Geneva, Dept Math, 2-4 Rue Lievre, CH-1211 Geneva, Switzerland
基金
俄罗斯科学基金会;
关键词
QUANTUM RENORMALIZATION-GROUPS; SPIN SYSTEMS; TENSORS; ALGORITHMS;
D O I
10.1103/PhysRevB.94.165116
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
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.
引用
收藏
页数:10
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