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随机正则3-(d,k)-SAT问题的可满足性相变

王晓峰 唐傲 彭庆媛 颜冬 华盈盈 何飞 王军霞

华中科技大学学报(自然科学版)2025,Vol.53Issue(10):42-48,83,8.
华中科技大学学报(自然科学版)2025,Vol.53Issue(10):42-48,83,8.DOI:10.13245/j.hust.251098

随机正则3-(d,k)-SAT问题的可满足性相变

Satisfiable phase transition in random regular 3-(d,k)-SAT problem

王晓峰 1唐傲 2彭庆媛 2颜冬 2华盈盈 2何飞 2王军霞2

作者信息

  • 1. 北方民族大学计算机科学与工程学院,宁夏银川 750021||北方民族大学图像图形智能处理国家民委重点实验室,宁夏银川 750021
  • 2. 北方民族大学计算机科学与工程学院,宁夏银川 750021
  • 折叠

摘要

Abstract

Let d denote the variable occurrence count and k denote the clause length.Inspired by the characteristics of the random regular exact(d,k)-SAT problem,the random regular 3-(d,k)-SAT problem was proposed.First,an instance generation model for the random regular 3-(d,k)-SAT problem was introduced to generate random regular(d,k)-CNF formulas.The model employed perfect matching mechanism,where each random perfect matching corresponded to a random regular 3-(d,k)-SAT instance.Then,combined with the first moment method,the second moment method,and the solution space structure of the regular(d,k)-CNF formula,the satisfiability phase transition point dk in the random regular 3-(d,k)-SAT problem was given for k>3.When d>dk,the random regular(d,k)-CNF instance formulas were 3-exactly unsatisfiable with high probability;when d<dk,the random regular(d,k)-CNF instance formulas were 3-exactly satisfiable with high probability.Finally,the experiments were conducted on two datasets with n=10,k=6 and n=15,k=10.Experimental results show that the random regular 3-(d,k)-SAT problem exhibits phase transition phenomenon,which occurs around d6=1.407 4 and d10=1.962 4,respectively,verifying the correctness of the phase transition points obtained from the theoretical proofs.

关键词

相变现象/随机正则3-(d,k)-SAT问题/矩方法/正则(d,k)-CNF公式/生成模型

Key words

phase transition phenomena/random regular 3-(d,k)-SAT problem/moment method/regular(d,k)-CNF formula/generation model

分类

计算机与自动化

引用本文复制引用

王晓峰,唐傲,彭庆媛,颜冬,华盈盈,何飞,王军霞..随机正则3-(d,k)-SAT问题的可满足性相变[J].华中科技大学学报(自然科学版),2025,53(10):42-48,83,8.

基金项目

国家自然科学基金资助项目(62062001) (62062001)

宁夏自然科学基金资助项目(2024AAC03165,2024AAC03169) (2024AAC03165,2024AAC03169)

宁夏青年拔尖人才资助项目 ()

北方民族大学研究生创新项目(YCX24121). (YCX24121)

华中科技大学学报(自然科学版)

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