Summary of algorithms for solving RB model instances in constraint satisfiability

Yang Yia
Wang Xiaofenga,b
Mo Chunhuia
Pang Lichaoa
Yang Lana
Zhao Xingyua
a. School of Computer Science & Engineering, b. Key Laboratory of Images & Graphics Intelligent Processing of State Ethnic Affairs Commission, North Minzu University, Yinchuan 750021, China

Abstract

Constraint satisfaction problem is one of the most basic NP-complete problems in artificial intelligence. Over the years, with the in-depth study of constraint satisfaction problem, scholars at home and abroad have proposed a variety of case models. RB model is an example of growth domain constraint satisfaction problem with precise phase transition, which is very challenging to solve. In order to find a new efficient algorithm and promote the research of RB model algorithm for constraint satisfiability problem, firstly, this paper analyzed the model development and solving techniques of constraint satisfaction problem. Secondly, it sorted out various examples of RB model solving algorithms, and divided the solving algorithm literature into backtracking heuristic, information propagation and meta-heuristic related improved algorithms. This paper compared and summarized the algorithm principles, improved strategies, convergence and accuracy. Finally, it gave the research trend and development direction of solving RB model example algorithm.

Foundation Support

国家自然科学基金资助项目(62062001)
宁夏青年拔尖人才资助项目(2021)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.11.0567
Publish at: Application Research of Computers Printed Article, Vol. 40, 2023 No. 7
Section: Survey
Pages: 1929-1936,1946
Serial Number: 1001-3695(2023)07-002-1929-08

Publish History

[2023-01-18] Accepted Paper
[2023-07-05] Printed Article

Cite This Article

杨易, 王晓峰, 莫淳惠, 等. 约束可满足性中求解RB模型实例的算法综述 [J]. 计算机应用研究, 2023, 40 (7): 1929-1936,1946. (Yang Yi, Wang Xiaofeng, Mo Chunhui, et al. Summary of algorithms for solving RB model instances in constraint satisfiability [J]. Application Research of Computers, 2023, 40 (7): 1929-1936,1946. )

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