Haghshenas, Reza and O'Rourke, Matthew J. and Chan, Garnet Kin-Lic (2019) Conversion of projected entangled pair states into a canonical form. Physical Review B, 100 (5). Art. No. 054404. ISSN 2469-9950. doi:10.1103/PhysRevB.100.054404. https://resolver.caltech.edu/CaltechAUTHORS:20190513-130649313
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Abstract
We propose an algorithm to convert a projected entangled pair state (PEPS) into a canonical form, analogous to the well-known canonical form of a matrix product state. Our approach is based on a variational gauging ansatz for the QR tensor decomposition of PEPS columns into a matrix product operator and a finite depth circuit of unitaries and isometries. We describe a practical initialization scheme that leads to rapid convergence in the QR optimization. We explore the performance and stability of the variational gauging algorithm in norm calculations for the transverse-field Ising and Heisenberg models on a square lattice. We also demonstrate energy optimization within the PEPS canonical form for the transverse-field Ising and Heisenberg models. We expect this canonical form to open up improved analytical and numerical approaches for PEPS.
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Alternate Title: | Canonicalization of projected entangled pair states | ||||||||||
Additional Information: | © 2019 American Physical Society. Received 14 March 2019; revised manuscript received 18 July 2019; published 5 August 2019. Primary support for this work was from MURI FA9550-18-1-0095. Some of the code used to test energy optimization was based on work supported by the US National Science Foundation (NSF) via Grant No. CHE-1665333. M.J.O. acknowledges a US NSF Graduate Research Fellowship via Grant No. DEG-1745301. G.K.C. acknowledges support from the Simons Foundation. We have used Uni10 [39] as a middleware library to build the variational gauging ansatz. | ||||||||||
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Issue or Number: | 5 | ||||||||||
DOI: | 10.1103/PhysRevB.100.054404 | ||||||||||
Record Number: | CaltechAUTHORS:20190513-130649313 | ||||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20190513-130649313 | ||||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||||||
ID Code: | 95436 | ||||||||||
Collection: | CaltechAUTHORS | ||||||||||
Deposited By: | Tony Diaz | ||||||||||
Deposited On: | 13 May 2019 20:10 | ||||||||||
Last Modified: | 16 Nov 2021 17:12 |
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