Hybrid Optimization focuses on the application of artificial intelligence and operations research techniques to constraint programming for solving combinatorial optimization problems. This book covers the most relevant topics investigated in the last ten years by leading experts in the field, and speculates about future directions for research.
This book includes contributions by experts from different but related areas of research including constraint programming, decision theory, operations research, SAT, artificial intelligence, as well as others. These diverse perspectives are actively combined and contrasted in order to evaluate their relative advantages.
This volume presents techniques for hybrid modeling, integrated solving strategies including global constraints, decomposition techniques, use of relaxations, and search strategies including tree search local search and metaheuristics. Various applications of the techniques presented as well as supplementary computational tools are also discussed.
ISBN: | 9781441916433 |
Publication date: | 8th November 2010 |
Author: | Michela Milano, Pascal Van Hentenryck, International Conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimisation Problems |
Publisher: | Springer an imprint of Springer New York |
Format: | Hardback |
Pagination: | 558 pages |
Series: | Springer Optimization and Its Applications |
Genres: |
Optimization Artificial intelligence Operational research |