Convex optimization for nonequilibrium steady states on a hybrid quantum processor
Finding the transient and steady state properties of open quantum systems is a central problem in various fields of quantum technologies. Here, we present a quantum-assisted algorithm to determine the steady states of open system dynamics. By reformulating the problem of finding the fixed point of L...
Saved in:
Main Authors: | , , , , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2023
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/171711 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-171711 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1717112023-11-10T15:41:08Z Convex optimization for nonequilibrium steady states on a hybrid quantum processor Lau, Jonathan Wei Zhong Lim, Kian Hwee Bharti, Kishor Kwek, Leong Chuan Vinjanampathy, Sai School of Electrical and Electronic Engineering National University of Singapore MajuLab, CNRS-UNS-NUS-NTU International Joint Research Unit National Institute of Education Science::Physics Barren Plateaus Complexity Finding the transient and steady state properties of open quantum systems is a central problem in various fields of quantum technologies. Here, we present a quantum-assisted algorithm to determine the steady states of open system dynamics. By reformulating the problem of finding the fixed point of Lindblad dynamics as a feasibility semidefinite program, we bypass several well-known issues with variational quantum approaches to solving for steady states. We demonstrate that our hybrid approach allows us to estimate the steady states of higher dimensional open quantum systems and discuss how our method can find multiple steady states for systems with symmetries. Ministry of Education (MOE) National Research Foundation (NRF) Published version We are grateful to the National Research Foundation and the Ministry of Education, Singapore for financial support. S. V. acknowledges support from Government of India DST-SERB Early Career Research Award (No. ECR/2018/ 000957) and Government of India DST-QUEST Grant No. DST/ICPS/QuST/Theme-4/2019. K. B. acknowledges funding by the U.S. DOE ASCR Accelerated Research in Quantum Computing program (Award No. DESC0020312), U.S. DOE QSA, NSF QLCI (Award No. OMA-2120757), NSF PFCQC program, the U.S. DOE ASCR Quantum Testbed Pathfinder program (Award No. DE-SC0019040), U.S. Department of Energy Award No. DE-SC0019449, AFOSR, ARO MURI, AFOSR MURI, and DARPA SAVaNT ADVENT. 2023-11-06T02:56:04Z 2023-11-06T02:56:04Z 2023 Journal Article Lau, J. W. Z., Lim, K. H., Bharti, K., Kwek, L. C. & Vinjanampathy, S. (2023). Convex optimization for nonequilibrium steady states on a hybrid quantum processor. Physical Review Letters, 130(24), 240601-. https://dx.doi.org/10.1103/PhysRevLett.130.240601 0031-9007 https://hdl.handle.net/10356/171711 10.1103/PhysRevLett.130.240601 37390417 2-s2.0-85163604950 24 130 240601 en Physical Review Letters © 2023 American Physical Society. All rights reserved. This article may be downloaded for personal use only. Any other use requires prior permission of the copyright holder. The Version of Record is available online at http://doi.org/10.1103/PhysRevLett.130.240601 or URL link. application/pdf |
institution |
Nanyang Technological University |
building |
NTU Library |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
NTU Library |
collection |
DR-NTU |
language |
English |
topic |
Science::Physics Barren Plateaus Complexity |
spellingShingle |
Science::Physics Barren Plateaus Complexity Lau, Jonathan Wei Zhong Lim, Kian Hwee Bharti, Kishor Kwek, Leong Chuan Vinjanampathy, Sai Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
description |
Finding the transient and steady state properties of open quantum systems is a central problem in various fields of quantum technologies. Here, we present a quantum-assisted algorithm to determine the steady states of open system dynamics. By reformulating the problem of finding the fixed point of Lindblad dynamics as a feasibility semidefinite program, we bypass several well-known issues with variational quantum approaches to solving for steady states. We demonstrate that our hybrid approach allows us to estimate the steady states of higher dimensional open quantum systems and discuss how our method can find multiple steady states for systems with symmetries. |
author2 |
School of Electrical and Electronic Engineering |
author_facet |
School of Electrical and Electronic Engineering Lau, Jonathan Wei Zhong Lim, Kian Hwee Bharti, Kishor Kwek, Leong Chuan Vinjanampathy, Sai |
format |
Article |
author |
Lau, Jonathan Wei Zhong Lim, Kian Hwee Bharti, Kishor Kwek, Leong Chuan Vinjanampathy, Sai |
author_sort |
Lau, Jonathan Wei Zhong |
title |
Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
title_short |
Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
title_full |
Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
title_fullStr |
Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
title_full_unstemmed |
Convex optimization for nonequilibrium steady states on a hybrid quantum processor |
title_sort |
convex optimization for nonequilibrium steady states on a hybrid quantum processor |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/171711 |
_version_ |
1783955636843708416 |