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Overview of message propagation algorithm for satisfiability problems

Xie Zhixina
Wang Xiaofenga,b
Cao Zexuana
Yu Zhuoa
Mo Chunhuia
Wu Yuxianga
a. School of Computer Science & Engineering, b. Key Laboratory of Image & Graphics Intelligent Processing of State Ethnic Affairs Commission, North Minzu University, Yinchuan 750021, China

Abstract

Message propagation algorithms from statistical physics are widely used in various fields of artificial intelligence, especially in solving combinatorial optimization problems. According to the related literatures of message propagation algorithm, this paper summarized the history of message propagation algorithm and its related application. According to the deve-lopment of message propagation algorithm, it introduced the concepts of information propagation algorithm for solving the satisfiability problem, which mainly involved the warning propagation algorithm, the belief propagation algorithm and the survey propagation algorithm. This paper described the convergence and effectiveness research of the three kind of algorithms, summarized the application of each algorithm in related fields, and summarized the research path and application direction of message propagation algorithm.

Foundation Support

国家自然科学基金资助项目(62062001,61762019,61862051,61962002)
北方民族大学重大专项资助项目(ZDZX201901)
宁夏自然科学基金资助项目(2020AAC03214,2020AAC03219,2019AAC03120,2019AAC03119)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.10.0644
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 7
Section: Survey
Pages: 1933-1940
Serial Number: 1001-3695(2022)07-002-1933-08

Publish History

[2022-02-15] Accepted Paper
[2022-07-05] Printed Article

Cite This Article

谢志新, 王晓峰, 曹泽轩, 等. 求解可满足性问题的信息传播算法研究综述 [J]. 计算机应用研究, 2022, 39 (7): 1933-1940. (Xie Zhixin, Wang Xiaofeng, Cao Zexuan, et al. Overview of message propagation algorithm for satisfiability problems [J]. Application Research of Computers, 2022, 39 (7): 1933-1940. )

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  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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