Title :
Partitioning of temporal planning problems in mixed space using the theory of extended saddle points
Author :
Wah, Benjamin W. ; Chen, Yixin
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois, Urbana, IL, USA
Abstract :
We study the partitioning of temporal planning problems formulated as mixed-integer nonlinear programming problems, develop methods to reduce the search space of partitioned subproblems, and propose algorithms for resolving unsatisfied global constraints. The algorithms are based on the necessary and sufficient extended saddle-point condition for constrained local minimization developed in this paper. When compared with the MIPS planner in solving some PDDL2.1 planning problems, our distributed implementation of MIPS shows significant improvements in time and quality.
Keywords :
nonlinear programming; planning (artificial intelligence); search problems; temporal reasoning; MIPS planner; PDDL2.1 planning problem; distributed searching; extended saddle points; local minimization; mixed space; mixed-integer nonlinear programming; partitioning; search space; temporal planning problems; Aerodynamics; Artificial intelligence; Constraint theory; Minimization methods; Partitioning algorithms; Strips; Time factors; Urban planning;
Conference_Titel :
Tools with Artificial Intelligence, 2003. Proceedings. 15th IEEE International Conference on
Print_ISBN :
0-7695-2038-3
DOI :
10.1109/TAI.2003.1250200