Handbook of Constraint Programming: Foundations of Artificial Intelligence

Part I: Foundations

Chapter List

Chapter 1: Introduction
Chapter 2: Constraint Satisfaction An Emerging Paradigm
Chapter 3: Constraint Propagation
Chapter 4: Backtracking Search Algorithms
Chapter 5: Local Search Methods
Chapter 6: Global Constraints
Chapter 7: Tractable Structures for Constraint Satisfaction Problems
Chapter 8: The Complexity of Constraint Languages
Chapter 9: Soft Constraints
Chapter 10: Symmetry in Constraint Programming
Chapter 11: Modelling

Francesca Rossi, Peter van Beek, Toby Walsh

Overview

Constraint programming is a powerful paradigm for solving combinatorial search problems that draws on a wide range of techniques from artificial intelligence, computer science, databases, programming languages, and operations research. Constraint programming is currently applied with success to many domains, such as scheduling, planning, vehicle routing, configuration, networks, and bioinformatics. The basic idea in constraint programming is that the user states the constraints and a general purpose constraint solver is used to solve them. Constraints are just relations, and a constraint satisfaction problem (CSP) states which relations should hold among the given decision variables. For example, in scheduling activities in a company, the decision variables might be the starting times and the durations of the activities and the resources needed to perform them, and the constraints might be on the availability of the resources and on their use for a limited number of activities at a time.

Constraint solvers take a real-world problem like this, represented in terms of decision variables and constraints, and find an assignment to all the variables that satisfies the constraints. Constraint solvers search the solution space either systematically, as with...

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