Loading…

Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm

Hybrid algorithms that combine quantum and classical resources have become commonplace in quantum computing. The variational quantum eigensolver (VQE) is routinely used to solve prototype problems. Currently, hybrid algorithms use no more than one kind of quantum computer connected to a classical co...

Full description

Saved in:
Bibliographic Details
Published in:Physica scripta 2024-09, Vol.99 (9), p.95117
Main Author: Jattana, Manpreet Singh
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by
cites cdi_FETCH-LOGICAL-c236t-ae1781c2cfacf5754a8e26d41b8a311b0d706814c1a3594df1743707feb16e1a3
container_end_page
container_issue 9
container_start_page 95117
container_title Physica scripta
container_volume 99
creator Jattana, Manpreet Singh
description Hybrid algorithms that combine quantum and classical resources have become commonplace in quantum computing. The variational quantum eigensolver (VQE) is routinely used to solve prototype problems. Currently, hybrid algorithms use no more than one kind of quantum computer connected to a classical computer. In this work, a novel triple-hybrid algorithm combines the effective use of a classical computer, a gate-based quantum computer, and a quantum annealer. The solution of a graph coloring problem found using a quantum annealer reduces the resources needed from a gate-based quantum computer to accelerate VQE by allowing simultaneous measurements within commuting groups of Pauli operators. We experimentally validate our algorithm by evaluating the ground state energy of H 2 using different IBM Q devices and the DWave Advantage system requiring only half the resources of standard VQE. Other larger problems we consider exhibit even more significant VQE acceleration. Several examples of algorithms are provided to further motivate a new field of multi-hybrid algorithms that leverage different kinds of quantum computers to gain performance improvements.
doi_str_mv 10.1088/1402-4896/ad6aea
format article
fullrecord <record><control><sourceid>iop_cross</sourceid><recordid>TN_cdi_iop_journals_10_1088_1402_4896_ad6aea</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>psad6aea</sourcerecordid><originalsourceid>FETCH-LOGICAL-c236t-ae1781c2cfacf5754a8e26d41b8a311b0d706814c1a3594df1743707feb16e1a3</originalsourceid><addsrcrecordid>eNp1kM9Lw0AQhRdRsFbvHvfkydidZLPZPUrxFwgi6FGWyWbSbkmTuJsW-t-b0uJJTwOP7z2Yj7FrEHcgtJ6BFGkitVEzrBQSnrDJb3TKJkJkkGgjzTm7iHElRKpSZSbs632D7bBZc2xbwoYCR-dovDhQ5MOS-BaDx8F3LTb8-wiTX1Abu2Y78r7lyIfg-4aS5a4MvuLYLLrgh-X6kp3V2ES6Ot4p-3x8-Jg_J69vTy_z-9fEpZkaEiQoNLjU1ejqvMglakpVJaHUmAGUoiqE0iAdYJYbWdVQyKwQRU0lKBrDKROHXRe6GAPVtg9-jWFnQdi9Hrt3Yfcu7EHPWLk5VHzX21W3CeN_0fbRGmONFSYHKGxf1SN4-wf47-4PAT12bQ</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm</title><source>Institute of Physics</source><creator>Jattana, Manpreet Singh</creator><creatorcontrib>Jattana, Manpreet Singh</creatorcontrib><description>Hybrid algorithms that combine quantum and classical resources have become commonplace in quantum computing. The variational quantum eigensolver (VQE) is routinely used to solve prototype problems. Currently, hybrid algorithms use no more than one kind of quantum computer connected to a classical computer. In this work, a novel triple-hybrid algorithm combines the effective use of a classical computer, a gate-based quantum computer, and a quantum annealer. The solution of a graph coloring problem found using a quantum annealer reduces the resources needed from a gate-based quantum computer to accelerate VQE by allowing simultaneous measurements within commuting groups of Pauli operators. We experimentally validate our algorithm by evaluating the ground state energy of H 2 using different IBM Q devices and the DWave Advantage system requiring only half the resources of standard VQE. Other larger problems we consider exhibit even more significant VQE acceleration. Several examples of algorithms are provided to further motivate a new field of multi-hybrid algorithms that leverage different kinds of quantum computers to gain performance improvements.</description><identifier>ISSN: 0031-8949</identifier><identifier>EISSN: 1402-4896</identifier><identifier>DOI: 10.1088/1402-4896/ad6aea</identifier><identifier>CODEN: PHSTBO</identifier><language>eng</language><publisher>IOP Publishing</publisher><subject>graph coloring ; hybrid algorithms ; quantum annealing ; variational quantum eigensolver</subject><ispartof>Physica scripta, 2024-09, Vol.99 (9), p.95117</ispartof><rights>2024 The Author(s). Published by IOP Publishing Ltd</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c236t-ae1781c2cfacf5754a8e26d41b8a311b0d706814c1a3594df1743707feb16e1a3</cites><orcidid>0000-0002-2244-9234</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids></links><search><creatorcontrib>Jattana, Manpreet Singh</creatorcontrib><title>Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm</title><title>Physica scripta</title><addtitle>PS</addtitle><addtitle>Phys. Scr</addtitle><description>Hybrid algorithms that combine quantum and classical resources have become commonplace in quantum computing. The variational quantum eigensolver (VQE) is routinely used to solve prototype problems. Currently, hybrid algorithms use no more than one kind of quantum computer connected to a classical computer. In this work, a novel triple-hybrid algorithm combines the effective use of a classical computer, a gate-based quantum computer, and a quantum annealer. The solution of a graph coloring problem found using a quantum annealer reduces the resources needed from a gate-based quantum computer to accelerate VQE by allowing simultaneous measurements within commuting groups of Pauli operators. We experimentally validate our algorithm by evaluating the ground state energy of H 2 using different IBM Q devices and the DWave Advantage system requiring only half the resources of standard VQE. Other larger problems we consider exhibit even more significant VQE acceleration. Several examples of algorithms are provided to further motivate a new field of multi-hybrid algorithms that leverage different kinds of quantum computers to gain performance improvements.</description><subject>graph coloring</subject><subject>hybrid algorithms</subject><subject>quantum annealing</subject><subject>variational quantum eigensolver</subject><issn>0031-8949</issn><issn>1402-4896</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp1kM9Lw0AQhRdRsFbvHvfkydidZLPZPUrxFwgi6FGWyWbSbkmTuJsW-t-b0uJJTwOP7z2Yj7FrEHcgtJ6BFGkitVEzrBQSnrDJb3TKJkJkkGgjzTm7iHElRKpSZSbs632D7bBZc2xbwoYCR-dovDhQ5MOS-BaDx8F3LTb8-wiTX1Abu2Y78r7lyIfg-4aS5a4MvuLYLLrgh-X6kp3V2ES6Ot4p-3x8-Jg_J69vTy_z-9fEpZkaEiQoNLjU1ejqvMglakpVJaHUmAGUoiqE0iAdYJYbWdVQyKwQRU0lKBrDKROHXRe6GAPVtg9-jWFnQdi9Hrt3Yfcu7EHPWLk5VHzX21W3CeN_0fbRGmONFSYHKGxf1SN4-wf47-4PAT12bQ</recordid><startdate>20240901</startdate><enddate>20240901</enddate><creator>Jattana, Manpreet Singh</creator><general>IOP Publishing</general><scope>O3W</scope><scope>TSCCA</scope><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-2244-9234</orcidid></search><sort><creationdate>20240901</creationdate><title>Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm</title><author>Jattana, Manpreet Singh</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c236t-ae1781c2cfacf5754a8e26d41b8a311b0d706814c1a3594df1743707feb16e1a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>graph coloring</topic><topic>hybrid algorithms</topic><topic>quantum annealing</topic><topic>variational quantum eigensolver</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jattana, Manpreet Singh</creatorcontrib><collection>Open Access: IOP Publishing Free Content</collection><collection>IOPscience (Open Access)</collection><collection>CrossRef</collection><jtitle>Physica scripta</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Jattana, Manpreet Singh</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm</atitle><jtitle>Physica scripta</jtitle><stitle>PS</stitle><addtitle>Phys. Scr</addtitle><date>2024-09-01</date><risdate>2024</risdate><volume>99</volume><issue>9</issue><spage>95117</spage><pages>95117-</pages><issn>0031-8949</issn><eissn>1402-4896</eissn><coden>PHSTBO</coden><abstract>Hybrid algorithms that combine quantum and classical resources have become commonplace in quantum computing. The variational quantum eigensolver (VQE) is routinely used to solve prototype problems. Currently, hybrid algorithms use no more than one kind of quantum computer connected to a classical computer. In this work, a novel triple-hybrid algorithm combines the effective use of a classical computer, a gate-based quantum computer, and a quantum annealer. The solution of a graph coloring problem found using a quantum annealer reduces the resources needed from a gate-based quantum computer to accelerate VQE by allowing simultaneous measurements within commuting groups of Pauli operators. We experimentally validate our algorithm by evaluating the ground state energy of H 2 using different IBM Q devices and the DWave Advantage system requiring only half the resources of standard VQE. Other larger problems we consider exhibit even more significant VQE acceleration. Several examples of algorithms are provided to further motivate a new field of multi-hybrid algorithms that leverage different kinds of quantum computers to gain performance improvements.</abstract><pub>IOP Publishing</pub><doi>10.1088/1402-4896/ad6aea</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-2244-9234</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0031-8949
ispartof Physica scripta, 2024-09, Vol.99 (9), p.95117
issn 0031-8949
1402-4896
language eng
recordid cdi_iop_journals_10_1088_1402_4896_ad6aea
source Institute of Physics
subjects graph coloring
hybrid algorithms
quantum annealing
variational quantum eigensolver
title Quantum annealer accelerates the variational quantum eigensolver in a triple-hybrid algorithm
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-24T23%3A09%3A10IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-iop_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Quantum%20annealer%20accelerates%20the%20variational%20quantum%20eigensolver%20in%20a%20triple-hybrid%20algorithm&rft.jtitle=Physica%20scripta&rft.au=Jattana,%20Manpreet%20Singh&rft.date=2024-09-01&rft.volume=99&rft.issue=9&rft.spage=95117&rft.pages=95117-&rft.issn=0031-8949&rft.eissn=1402-4896&rft.coden=PHSTBO&rft_id=info:doi/10.1088/1402-4896/ad6aea&rft_dat=%3Ciop_cross%3Epsad6aea%3C/iop_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c236t-ae1781c2cfacf5754a8e26d41b8a311b0d706814c1a3594df1743707feb16e1a3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true