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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-5114552 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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