Generic Construction of Efficient Matrix Product Operators
arXiv:1611.02498 · doi:10.1103/PhysRevB.95.035129
Abstract
Matrix Product Operators (MPOs) are at the heart of the second-generation Density Matrix Renormalisation Group (DMRG) algorithm formulated in Matrix Product State language. We first summarise the widely known facts on MPO arithmetic and representations of single-site operators. Second, we introduce three compression methods (Rescaled SVD, Deparallelisation and Delinearisation) for MPOs and show that it is possible to construct efficient representations of arbitrary operators using MPO arithmetic and compression. As examples, we construct powers of a short-ranged spin-chain Hamiltonian, a complicated Hamiltonian of a two-dimensional system and, as proof of principle, the long-range four-body Hamiltonian from quantum chemistry.
13 pages, 10 figures
References in corpus (16)
- The density-matrix renormalization group in the age of matrix product states
- The density-matrix renormalization group
- Thermodynamic limit of the density matrix renormalization for the spin-1 Heisenberg chain
- From density-matrix renormalization group to matrix product states
- Studying Two Dimensional Systems With the Density Matrix Renormalization Group
- Matrix product operator representations
- Minimally Entangled Typical Thermal State Algorithms
- Density matrix renormalization group algorithms with a single center site
- An Efficient Matrix Product Operator Representation of the Quantum-Chemical Hamiltonian
- Applying matrix product operators to model systems with long-range interactions
- A Strictly Single-Site DMRG Algorithm with Subspace Expansion
- Matrix Product State applications for the ALPS project
- Real-Space Parallel Density Matrix Renormalization Group
- Tensor operators: constructions and applications for long-range interaction systems
- Density matrix renormalization group on a cylinder in mixed real and momentum space
- Multigrid Algorithms for Tensor Network States
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