Implementation of rigorous renormalization group method for ground space and low-energy states of local Hamiltonians
Abstract
The success of polynomial-time tensor network methods for computing ground states of certain quantum local Hamiltonians has recently been given a sound theoretical basis by Arad et al. [Math. Phys. 356, 65 (2017)]. The convergence proof, however, relies on "rigorous renormalization group" (RRG) techniques which differ fundamentally from existing algorithms. We introduce a practical adaptation of the RRG procedure which, while no longer theoretically guaranteed to converge, finds matrix product state ansatz approximations to the ground spaces and low-lying excited spectra of local Hamiltonians in realistic situations. In contrast to other schemes, RRG does not utilize variational methods on tensor networks. Rather, it operates on subsets of the system Hilbert space by constructing approximations to the global ground space in a treelike manner. We evaluate the algorithm numerically, finding similar performance to density matrix renormalization group (DMRG) in the case of a gapped nondegenerate Hamiltonian. Even in challenging situations of criticality, large ground-state degeneracy, or long-range entanglement, RRG remains able to identify candidate states having large overlap with ground and low-energy eigenstates, outperforming DMRG in some cases.
Additional Information
© 2017 American Physical Society. Received 2 April 2017; published 18 December 2017. We acknowledge useful discussions with M. Fishman and S. White's research group, as well as with C. White and C.-J. Lin. The numerical results were computed with the ITensor library [20] of E. Stoudenmire and S. White. This work was supported by the Institute for Quantum Information and Matter, an NSF Physics Frontiers Center, with support of the Gordon and Betty Moore Foundation. Additional funding support was provided by the NSF through Grant No. DMR-1619696.Attached Files
Published - PhysRevB.96.214203.pdf
Submitted - 1703.01994.pdf
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Additional details
- Alternative title
- Rigorous renormalization group method for ground space and low-energy states of local Hamiltonians
- Eprint ID
- 78597
- Resolver ID
- CaltechAUTHORS:20170627-090122309
- Institute for Quantum Information and Matter (IQIM)
- NSF Physics Frontiers Center
- Gordon and Betty Moore Foundation
- NSF
- DMR-1619696
- Created
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2017-06-27Created from EPrint's datestamp field
- Updated
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2021-11-15Created from EPrint's last_modified field
- Caltech groups
- Institute for Quantum Information and Matter