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A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph

We demonstrate a direct mapping of max k-SAT problems (and weighted max k-SAT) to a Chimera graph, which is the non-planar hardware graph of the devices built by D-Wave Systems Inc. We further show that this mapping can be used to map a similar class of maximum satisfiability problems where the clau...

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Detalles Bibliográficos
Autores principales: Chancellor, N., Zohren, S., Warburton, P. A., Benjamin, S. C., Roberts, S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5114552/
https://www.ncbi.nlm.nih.gov/pubmed/27857179
http://dx.doi.org/10.1038/srep37107
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author Chancellor, N.
Zohren, S.
Warburton, P. A.
Benjamin, S. C.
Roberts, S.
author_facet Chancellor, N.
Zohren, S.
Warburton, P. A.
Benjamin, S. C.
Roberts, S.
author_sort Chancellor, N.
collection PubMed
description We demonstrate a direct mapping of max k-SAT problems (and weighted max k-SAT) to a Chimera graph, which is the non-planar hardware graph of the devices built by D-Wave Systems Inc. We further show that this mapping can be used to map a similar class of maximum satisfiability problems where the clauses are replaced by parity checks over potentially large numbers of bits. The latter is of specific interest for applications in decoding for communication. We discuss an example in which the decoding of a turbo code, which has been demonstrated to perform near the Shannon limit, can be mapped to a Chimera graph. The weighted max k-SAT problem is the most general class of satisfiability problems, so our result effectively demonstrates how any satisfiability problem may be directly mapped to a Chimera graph. Our methods faithfully reproduce the low energy spectrum of the target problems, so therefore may also be used for maximum entropy inference.
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spelling pubmed-51145522016-11-25 A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph Chancellor, N. Zohren, S. Warburton, P. A. Benjamin, S. C. Roberts, S. Sci Rep Article We demonstrate a direct mapping of max k-SAT problems (and weighted max k-SAT) to a Chimera graph, which is the non-planar hardware graph of the devices built by D-Wave Systems Inc. We further show that this mapping can be used to map a similar class of maximum satisfiability problems where the clauses are replaced by parity checks over potentially large numbers of bits. The latter is of specific interest for applications in decoding for communication. We discuss an example in which the decoding of a turbo code, which has been demonstrated to perform near the Shannon limit, can be mapped to a Chimera graph. The weighted max k-SAT problem is the most general class of satisfiability problems, so our result effectively demonstrates how any satisfiability problem may be directly mapped to a Chimera graph. Our methods faithfully reproduce the low energy spectrum of the target problems, so therefore may also be used for maximum entropy inference. Nature Publishing Group 2016-11-18 /pmc/articles/PMC5114552/ /pubmed/27857179 http://dx.doi.org/10.1038/srep37107 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Chancellor, N.
Zohren, S.
Warburton, P. A.
Benjamin, S. C.
Roberts, S.
A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title_full A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title_fullStr A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title_full_unstemmed A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title_short A Direct Mapping of Max k-SAT and High Order Parity Checks to a Chimera Graph
title_sort direct mapping of max k-sat and high order parity checks to a chimera graph
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5114552/
https://www.ncbi.nlm.nih.gov/pubmed/27857179
http://dx.doi.org/10.1038/srep37107
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