ALIFE: A multiagent computing paradigm for constraint satisfaction problems

被引:6
作者
Liu, JM [1 ]
Jing, H
机构
[1] Hong Kong Baptist Univ, Dept Comp Sci, Kowloon Tong, Hong Kong, Peoples R China
[2] Univ Sci & Technol China, Dept Comp Sci, Hefei, Peoples R China
关键词
self-organized intelligence; artificial life; constraint satisfaction; N-queen problems; multiagent systems;
D O I
10.1142/S0218001401000988
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new approach to solving N-queen problems, which involves a model of distributed autonomous agents with artificial life (ALIFE) and a method of representing N-queen constraints in an agent environment. The distributed agents locally interact with their living environment, i.e, a chessboard, and execute their reactive behaviors by applying their behavioral rules for randomized motion, least-conflict position searching, and cooperating with other agents, etc. The agent-based N-queen problem solving system evolves through selection and contest, in which some agents will die or be eaten if their moving strategies are less effective than others. The experimental results have shown that this system is capable of solving large-scale N-queen problems. This paper also provides a model of ALIFE agents for solving general CSPs.
引用
收藏
页码:475 / 491
页数:17
相关论文
共 30 条
[1]  
[Anonymous], P 3 INT C MULT SYST
[2]  
[Anonymous], THESIS CARNEGIE MELL
[3]  
Bartak R., 2018, On-line guide to constraint programming
[4]   BACKTRACK PROGRAMMING TECHNIQUES [J].
BITNER, JR ;
REINGOLD, EM .
COMMUNICATIONS OF THE ACM, 1975, 18 (11) :651-656
[5]   SOLVING COMBINATORIAL SEARCH PROBLEMS BY INTELLIGENT BACKTRACKING [J].
BRUYNOOGHE, M .
INFORMATION PROCESSING LETTERS, 1981, 12 (01) :36-39
[6]  
CLEMENT B, 1998, P 3 INT C MULT SYST
[7]   AN OPTIMAL KAPPA-CONSISTENCY ALGORITHM [J].
COOPER, MC .
ARTIFICIAL INTELLIGENCE, 1989, 41 (01) :89-95
[8]  
Galinier P, 1997, LECT NOTES COMPUT SC, V1330, P196, DOI 10.1007/BFb0017440
[9]  
Gu J, 1992, SIGART Bulletin, V3, P8
[10]   A HIERARCHICAL-CLASSIFICATION OF CELLULAR AUTOMATA [J].
GUTOWITZ, HA .
PHYSICA D, 1990, 45 (1-3) :136-156