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Quantum isomer search

Isomer search or molecule enumeration refers to the problem of finding all the isomers for a given molecule. Many classical search methods have been developed in order to tackle this problem. However, the availability of quantum computing architectures has given us the opportunity to address this pr...

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Autores principales: Terry, Jason P., Akrobotu, Prosper D., Negre, Christian F. A., Mniszewski, Susan M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6961863/
https://www.ncbi.nlm.nih.gov/pubmed/31940317
http://dx.doi.org/10.1371/journal.pone.0226787
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author Terry, Jason P.
Akrobotu, Prosper D.
Negre, Christian F. A.
Mniszewski, Susan M.
author_facet Terry, Jason P.
Akrobotu, Prosper D.
Negre, Christian F. A.
Mniszewski, Susan M.
author_sort Terry, Jason P.
collection PubMed
description Isomer search or molecule enumeration refers to the problem of finding all the isomers for a given molecule. Many classical search methods have been developed in order to tackle this problem. However, the availability of quantum computing architectures has given us the opportunity to address this problem with new (quantum) techniques. This paper describes a quantum isomer search procedure for determining all the structural isomers of alkanes. We first formulate the structural isomer search problem as a quadratic unconstrained binary optimization (QUBO) problem. The QUBO formulation is for general use on either annealing or gate-based quantum computers. We use the D-Wave quantum annealer to enumerate all structural isomers of all alkanes with fewer carbon atoms (n < 10) than Decane (C(10)H(22)). The number of isomer solutions increases with the number of carbon atoms. We find that the sampling time needed to identify all solutions scales linearly with the number of carbon atoms in the alkane. We probe the problem further by employing reverse annealing as well as a perturbed QUBO Hamiltonian and find that the combination of these two methods significantly reduces the number of samples required to find all isomers.
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spelling pubmed-69618632020-01-26 Quantum isomer search Terry, Jason P. Akrobotu, Prosper D. Negre, Christian F. A. Mniszewski, Susan M. PLoS One Research Article Isomer search or molecule enumeration refers to the problem of finding all the isomers for a given molecule. Many classical search methods have been developed in order to tackle this problem. However, the availability of quantum computing architectures has given us the opportunity to address this problem with new (quantum) techniques. This paper describes a quantum isomer search procedure for determining all the structural isomers of alkanes. We first formulate the structural isomer search problem as a quadratic unconstrained binary optimization (QUBO) problem. The QUBO formulation is for general use on either annealing or gate-based quantum computers. We use the D-Wave quantum annealer to enumerate all structural isomers of all alkanes with fewer carbon atoms (n < 10) than Decane (C(10)H(22)). The number of isomer solutions increases with the number of carbon atoms. We find that the sampling time needed to identify all solutions scales linearly with the number of carbon atoms in the alkane. We probe the problem further by employing reverse annealing as well as a perturbed QUBO Hamiltonian and find that the combination of these two methods significantly reduces the number of samples required to find all isomers. Public Library of Science 2020-01-15 /pmc/articles/PMC6961863/ /pubmed/31940317 http://dx.doi.org/10.1371/journal.pone.0226787 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Terry, Jason P.
Akrobotu, Prosper D.
Negre, Christian F. A.
Mniszewski, Susan M.
Quantum isomer search
title Quantum isomer search
title_full Quantum isomer search
title_fullStr Quantum isomer search
title_full_unstemmed Quantum isomer search
title_short Quantum isomer search
title_sort quantum isomer search
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6961863/
https://www.ncbi.nlm.nih.gov/pubmed/31940317
http://dx.doi.org/10.1371/journal.pone.0226787
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