Solution techniques for constraint satisfaction problems: Foundations

被引:10
|
作者
Miguel, I [1 ]
Shen, Q [1 ]
机构
[1] Univ Edinburgh, Sch Artificial Intelligence, Div Informat, Edinburgh EH1 1HN, Midlothian, Scotland
基金
英国工程与自然科学研究理事会;
关键词
Constraint Satisfaction Problems; constraint graph; tree search; pre-processing; consistency enforcing;
D O I
10.1023/A:1011039901653
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Constraint Satisfaction Problem (CSP) is ubiquitous in artificial intelligence. It has a wide applicability, ranging from machine vision and temporal reasoning to planning and logic programming. This paper attempts a systematic and coherent review of the foundations of the techniques for constraint satisfaction. It discusses in detail the fundamental principles and approaches. This includes an initial definition of the constraint satisfaction problem, a graphical means of problem representation, conventional tree search solution techniques, and pre-processing algorithms which are designed to make subsequent tree search significantly easier.
引用
收藏
页码:243 / 267
页数:25
相关论文
共 50 条
  • [41] Efficient algorithms for strong local consistencies and adaptive techniques in constraint satisfaction problems
    Anastasia Paparrizou
    Constraints, 2015, 20 (4) : 484 - 485
  • [42] Using a constraint satisfaction formulation and solution techniques for random test program generation
    Bin, E
    Emek, R
    Shurek, G
    Ziv, A
    IBM SYSTEMS JOURNAL, 2002, 41 (03) : 386 - 402
  • [43] GLOPTLAB: a configurable framework for the rigorous global solution of quadratic constraint satisfaction problems
    Domes, Ferenc
    OPTIMIZATION METHODS & SOFTWARE, 2009, 24 (4-5): : 727 - 747
  • [44] MUTUALLY LINKED HASPS - A SOLUTION FOR CONSTRAINT-SATISFACTION PROBLEMS BY ASSOCIATIVE PROCESSING
    HIRAI, Y
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (03): : 432 - 442
  • [45] CONSTRAINT DEFINITION TECHNIQUES IN SOLUTION OF DISCRETE BOUNDARY-VALUE PROBLEMS
    FELIPPA, CA
    SIAM REVIEW, 1976, 18 (04) : 802 - 803
  • [46] Nonuniform Boolean Constraint Satisfaction Problems with Cardinality Constraint
    Creignou, Nadia
    Schnoor, Henning
    Schnoor, Ilka
    ACM TRANSACTIONS ON COMPUTATIONAL LOGIC, 2010, 11 (04) : 1 - 32
  • [47] A Meta Constraint Satisfaction Optimization Problem for the Optimization of Regular Constraint Satisfaction Problems
    Loeffler, Sven
    Liu, Ke
    Hofstedt, Petra
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE (ICAART), VOL 2, 2019, : 435 - 442
  • [48] A constraint directed model for partial constraint satisfaction problems
    Nagarajan, S
    Goodwin, S
    Sattar, A
    ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2000, 1822 : 26 - 39
  • [49] Constraint satisfaction techniques in planning and scheduling
    Roman Barták
    Miguel A. Salido
    Francesca Rossi
    Journal of Intelligent Manufacturing, 2010, 21 : 5 - 15
  • [50] Constraint satisfaction techniques in planning and scheduling
    Bartak, Roman
    Salido, Miguel A.
    Rossi, Francesca
    JOURNAL OF INTELLIGENT MANUFACTURING, 2010, 21 (01) : 5 - 15