Title :
Using directed acyclic graphs to coordinate propagation and search for numerical constraint satisfaction problems
Author :
Vu, Xuan-Ha ; Schichl, Hermann ; Sam-Haroud, Djamila
Author_Institution :
AI Lab., Swiss Fed. Inst. of Technol., Lausanne, Switzerland
Abstract :
The paper of H. Schichl & A. Neumaier has given the fundamentals of interval analysis on DAGs for global optimization and constraint propagation. We show in This work how constraint propagation on DAGs can be made efficient and practical by: (i) working on partial DAG representations; and (ii) enabling the flexible choice of the interval inclusion functions during propagation. We then propose a new simple algorithm, which coordinates constraint propagation and exhaustive search for solving numerical constraint satisfaction problems. The experiments carried out on different problems show that the new approach outperforms previously available propagation techniques by an order of magnitude or more in speed, while being roughly the same quality w.r.t. enclosure properties.
Keywords :
constraint handling; constraint theory; directed graphs; optimisation; problem solving; search problems; constraint propagation; directed acyclic graphs; exhaustive search problem; global optimization; numerical constraint satisfaction problems; Artificial intelligence; Books; Constraint optimization; Floating-point arithmetic; Forward contracts; Mathematical programming; Mathematics; Paper technology; Testing; Tree graphs;
Conference_Titel :
Tools with Artificial Intelligence, 2004. ICTAI 2004. 16th IEEE International Conference on
Print_ISBN :
0-7695-2236-X
DOI :
10.1109/ICTAI.2004.118