Conversion of projected entangled pair states into a canonical form
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.
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.Attached Files
Published - PhysRevB.100.054404.pdf
Submitted - 1903.03843.pdf
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Additional details
- Alternative title
- Canonicalization of projected entangled pair states
- Eprint ID
- 95436
- Resolver ID
- CaltechAUTHORS:20190513-130649313
- Air Force Office of Scientific Research (AFOSR)
- FA9550-18-1-0095
- NSF
- CHE-1665333
- NSF Graduate Research Fellowship
- DGE-1745301
- Simons Foundation
- Created
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2019-05-13Created from EPrint's datestamp field
- Updated
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2021-11-16Created from EPrint's last_modified field