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Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules
Materials simulations involving strongly correlated electrons pose fundamental challenges to state‐of‐the‐art electronic structure methods but are hypothesized to be the ideal use case for quantum computing algorithms. To date, no quantum computer has simulated a molecule of a size and complexity re...
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Published in: | International journal of quantum chemistry 2023-06, Vol.123 (11), p.n/a |
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description | Materials simulations involving strongly correlated electrons pose fundamental challenges to state‐of‐the‐art electronic structure methods but are hypothesized to be the ideal use case for quantum computing algorithms. To date, no quantum computer has simulated a molecule of a size and complexity relevant to real‐world applications, despite the fact that the variational quantum eigensolver (VQE) algorithm can predict chemically accurate total energies. Nevertheless, because of the many applications of moderately sized, strongly correlated systems, such as molecular catalysts, the successful use of the VQE stands as an important waypoint in the advancement toward useful chemical modeling on near‐term quantum processors. In this paper, we take a significant step in this direction. We lay out the steps, write, and run parallel code for an (emulated) quantum computer to compute the bond dissociation curves of the TiH, LiH, NaH, and KH diatomic hydride molecules using the VQE. TiH was chosen as a relatively simple chemical system that incorporates d orbitals and strong electron correlation. Because current VQE implementations on existing quantum hardware are limited by qubit error rates, the number of qubits available, and the allowable gate depth, recent studies using it have focused on chemical systems involving s and p block elements. Through VQE + UCCSD calculations of TiH, we evaluate the near‐term feasibility of modeling a molecule with d‐orbitals on real quantum hardware. We demonstrate that the inclusion of d‐orbitals and the use of the UCCSD ansatz, which are both necessary to capture the correct TiH physics, dramatically increase the cost of this problem. We estimate the approximate error rates necessary to model TiH on current quantum computing hardware using VQE + UCCSD and show them to likely be prohibitive until significant improvements in hardware and error correction algorithms are available.
This paper is a step toward applying quantum computing to important real‐world applications in catalysis, examining the feasibility of computing bond dissociation curves of several diatomic molecules using the variational quantum eigensolver (VQE) on near‐term quantum computers. We build machinery necessary for such calculations, but results (e.g., for TiH, shown) indicate that error rates of near‐term hardware are too high to accurately perform them today on any but the simplest molecules. |
doi_str_mv | 10.1002/qua.27097 |
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This paper is a step toward applying quantum computing to important real‐world applications in catalysis, examining the feasibility of computing bond dissociation curves of several diatomic molecules using the variational quantum eigensolver (VQE) on near‐term quantum computers. We build machinery necessary for such calculations, but results (e.g., for TiH, shown) indicate that error rates of near‐term hardware are too high to accurately perform them today on any but the simplest molecules.</description><identifier>ISSN: 0020-7608</identifier><identifier>EISSN: 1097-461X</identifier><identifier>DOI: 10.1002/qua.27097</identifier><language>eng</language><publisher>Hoboken, USA: John Wiley & Sons, Inc</publisher><subject>Algorithms ; Chemistry ; CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS ; computational catalysis ; Correlation ; diatomic molecule ; Diatomic molecules ; eigensolver ; Electronic structure ; Electrons ; Error correction ; Hardware ; hydride diatomic ; ion hardware ; Lithium hydrides ; MATHEMATICS AND COMPUTING ; Modelling ; Orbitals ; Physical chemistry ; quantum ; Quantum computers ; Quantum computing ; quantum device ; Quantum physics ; Qubits (quantum computing) ; TiH ; variational ; variational quantum eigensolver ; VQE</subject><ispartof>International journal of quantum chemistry, 2023-06, Vol.123 (11), p.n/a</ispartof><rights>2023 Alliance for Sustainable Energy, LLC and The Authors. published by Wiley Periodicals LLC.</rights><rights>2023. This article is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3597-5fa48845325d1aeb2bc7ed5e3c41dabab20ee3384d4b1ab06b6e9219bcbe9c903</citedby><cites>FETCH-LOGICAL-c3597-5fa48845325d1aeb2bc7ed5e3c41dabab20ee3384d4b1ab06b6e9219bcbe9c903</cites><orcidid>0000-0003-3150-3404 ; 000000026144759X ; 0000000331503404</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27901,27902</link.rule.ids><backlink>$$Uhttps://www.osti.gov/biblio/1924347$$D View this record in Osti.gov$$Hfree_for_read</backlink></links><search><creatorcontrib>Clary, Jacob M.</creatorcontrib><creatorcontrib>Jones, Eric B.</creatorcontrib><creatorcontrib>Vigil‐Fowler, Derek</creatorcontrib><creatorcontrib>Chang, Christopher</creatorcontrib><creatorcontrib>Graf, Peter</creatorcontrib><creatorcontrib>National Renewable Energy Laboratory (NREL), Golden, CO (United States)</creatorcontrib><title>Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules</title><title>International journal of quantum chemistry</title><description>Materials simulations involving strongly correlated electrons pose fundamental challenges to state‐of‐the‐art electronic structure methods but are hypothesized to be the ideal use case for quantum computing algorithms. To date, no quantum computer has simulated a molecule of a size and complexity relevant to real‐world applications, despite the fact that the variational quantum eigensolver (VQE) algorithm can predict chemically accurate total energies. Nevertheless, because of the many applications of moderately sized, strongly correlated systems, such as molecular catalysts, the successful use of the VQE stands as an important waypoint in the advancement toward useful chemical modeling on near‐term quantum processors. In this paper, we take a significant step in this direction. We lay out the steps, write, and run parallel code for an (emulated) quantum computer to compute the bond dissociation curves of the TiH, LiH, NaH, and KH diatomic hydride molecules using the VQE. TiH was chosen as a relatively simple chemical system that incorporates d orbitals and strong electron correlation. Because current VQE implementations on existing quantum hardware are limited by qubit error rates, the number of qubits available, and the allowable gate depth, recent studies using it have focused on chemical systems involving s and p block elements. Through VQE + UCCSD calculations of TiH, we evaluate the near‐term feasibility of modeling a molecule with d‐orbitals on real quantum hardware. We demonstrate that the inclusion of d‐orbitals and the use of the UCCSD ansatz, which are both necessary to capture the correct TiH physics, dramatically increase the cost of this problem. We estimate the approximate error rates necessary to model TiH on current quantum computing hardware using VQE + UCCSD and show them to likely be prohibitive until significant improvements in hardware and error correction algorithms are available.
This paper is a step toward applying quantum computing to important real‐world applications in catalysis, examining the feasibility of computing bond dissociation curves of several diatomic molecules using the variational quantum eigensolver (VQE) on near‐term quantum computers. We build machinery necessary for such calculations, but results (e.g., for TiH, shown) indicate that error rates of near‐term hardware are too high to accurately perform them today on any but the simplest molecules.</description><subject>Algorithms</subject><subject>Chemistry</subject><subject>CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS</subject><subject>computational catalysis</subject><subject>Correlation</subject><subject>diatomic molecule</subject><subject>Diatomic molecules</subject><subject>eigensolver</subject><subject>Electronic structure</subject><subject>Electrons</subject><subject>Error correction</subject><subject>Hardware</subject><subject>hydride diatomic</subject><subject>ion hardware</subject><subject>Lithium hydrides</subject><subject>MATHEMATICS AND COMPUTING</subject><subject>Modelling</subject><subject>Orbitals</subject><subject>Physical chemistry</subject><subject>quantum</subject><subject>Quantum computers</subject><subject>Quantum computing</subject><subject>quantum device</subject><subject>Quantum physics</subject><subject>Qubits (quantum computing)</subject><subject>TiH</subject><subject>variational</subject><subject>variational quantum eigensolver</subject><subject>VQE</subject><issn>0020-7608</issn><issn>1097-461X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><recordid>eNp1kU1LAzEQhoMoWKsH_8GiJw_b5mM_j6X4BYIIFryFJDttI9lNm2StPfrPTbtePc0w7_POMDMIXRM8IRjT6bYXE1riujxBIxJDmhXk4xSNoobTssDVObrw_hNjXLCiHKGf---NsU53qySsIfFKmENudKuDCNp2PrHLo_QlnD5WhEnilC70bQJ6BZ235gtcstNhfQSl7Zqk0d5bNRgOHdb7xukGYl0E22qVtNaA6g34S3S2FMbD1V8co8XD_fv8KX15fXyez15SxfK4R74UWVVlOaN5QwRIKlUJTQ5MZaQRUkiKARirsiaTREhcyAJqSmqpJNSqxmyMboa-1gfNvdIB1FrZrgMVOKlpxrIyQrcDtHF224MP_NP2Lq7sOa1wXhaM0DxSdwOlnPXewZJvnG6F23OC-eENPB6IH98Q2enA7rSB_f8gf1vMBscv9qOM8g</recordid><startdate>20230605</startdate><enddate>20230605</enddate><creator>Clary, Jacob M.</creator><creator>Jones, Eric B.</creator><creator>Vigil‐Fowler, Derek</creator><creator>Chang, Christopher</creator><creator>Graf, Peter</creator><general>John Wiley & Sons, Inc</general><general>Wiley Subscription Services, Inc</general><general>Wiley</general><scope>24P</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>OTOTI</scope><orcidid>https://orcid.org/0000-0003-3150-3404</orcidid><orcidid>https://orcid.org/000000026144759X</orcidid><orcidid>https://orcid.org/0000000331503404</orcidid></search><sort><creationdate>20230605</creationdate><title>Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules</title><author>Clary, Jacob M. ; Jones, Eric B. ; Vigil‐Fowler, Derek ; Chang, Christopher ; Graf, Peter</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3597-5fa48845325d1aeb2bc7ed5e3c41dabab20ee3384d4b1ab06b6e9219bcbe9c903</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Algorithms</topic><topic>Chemistry</topic><topic>CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS</topic><topic>computational catalysis</topic><topic>Correlation</topic><topic>diatomic molecule</topic><topic>Diatomic molecules</topic><topic>eigensolver</topic><topic>Electronic structure</topic><topic>Electrons</topic><topic>Error correction</topic><topic>Hardware</topic><topic>hydride diatomic</topic><topic>ion hardware</topic><topic>Lithium hydrides</topic><topic>MATHEMATICS AND COMPUTING</topic><topic>Modelling</topic><topic>Orbitals</topic><topic>Physical chemistry</topic><topic>quantum</topic><topic>Quantum computers</topic><topic>Quantum computing</topic><topic>quantum device</topic><topic>Quantum physics</topic><topic>Qubits (quantum computing)</topic><topic>TiH</topic><topic>variational</topic><topic>variational quantum eigensolver</topic><topic>VQE</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Clary, Jacob M.</creatorcontrib><creatorcontrib>Jones, Eric B.</creatorcontrib><creatorcontrib>Vigil‐Fowler, Derek</creatorcontrib><creatorcontrib>Chang, Christopher</creatorcontrib><creatorcontrib>Graf, Peter</creatorcontrib><creatorcontrib>National Renewable Energy Laboratory (NREL), Golden, CO (United States)</creatorcontrib><collection>Wiley_OA刊</collection><collection>CrossRef</collection><collection>OSTI.GOV</collection><jtitle>International journal of quantum chemistry</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Clary, Jacob M.</au><au>Jones, Eric B.</au><au>Vigil‐Fowler, Derek</au><au>Chang, Christopher</au><au>Graf, Peter</au><aucorp>National Renewable Energy Laboratory (NREL), Golden, CO (United States)</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules</atitle><jtitle>International journal of quantum chemistry</jtitle><date>2023-06-05</date><risdate>2023</risdate><volume>123</volume><issue>11</issue><epage>n/a</epage><issn>0020-7608</issn><eissn>1097-461X</eissn><abstract>Materials simulations involving strongly correlated electrons pose fundamental challenges to state‐of‐the‐art electronic structure methods but are hypothesized to be the ideal use case for quantum computing algorithms. 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Because current VQE implementations on existing quantum hardware are limited by qubit error rates, the number of qubits available, and the allowable gate depth, recent studies using it have focused on chemical systems involving s and p block elements. Through VQE + UCCSD calculations of TiH, we evaluate the near‐term feasibility of modeling a molecule with d‐orbitals on real quantum hardware. We demonstrate that the inclusion of d‐orbitals and the use of the UCCSD ansatz, which are both necessary to capture the correct TiH physics, dramatically increase the cost of this problem. We estimate the approximate error rates necessary to model TiH on current quantum computing hardware using VQE + UCCSD and show them to likely be prohibitive until significant improvements in hardware and error correction algorithms are available.
This paper is a step toward applying quantum computing to important real‐world applications in catalysis, examining the feasibility of computing bond dissociation curves of several diatomic molecules using the variational quantum eigensolver (VQE) on near‐term quantum computers. We build machinery necessary for such calculations, but results (e.g., for TiH, shown) indicate that error rates of near‐term hardware are too high to accurately perform them today on any but the simplest molecules.</abstract><cop>Hoboken, USA</cop><pub>John Wiley & Sons, Inc</pub><doi>10.1002/qua.27097</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0003-3150-3404</orcidid><orcidid>https://orcid.org/000000026144759X</orcidid><orcidid>https://orcid.org/0000000331503404</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Chemistry CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS computational catalysis Correlation diatomic molecule Diatomic molecules eigensolver Electronic structure Electrons Error correction Hardware hydride diatomic ion hardware Lithium hydrides MATHEMATICS AND COMPUTING Modelling Orbitals Physical chemistry quantum Quantum computers Quantum computing quantum device Quantum physics Qubits (quantum computing) TiH variational variational quantum eigensolver VQE |
title | Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules |
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