Local Search Heuristsics for Generative Planning

Local-search approaches promise very interesting features for planning, such as an anytime computation and an uncomplicated handling of the environment's dynamics. However, most local-search approaches require the availability of maximal structures what causes problems of scalability. Local search within a generative planning process is rarely looked into. This article presents some basic heuristics for generative planning, and demonstrates the approaches' capabilities by way of solving variations of combined planning and scheduling in the Logistics

[1]  Alexander Nareyek Beyond the Plan-Length Criterion , 2000, Local Search for Planning and Scheduling.

[2]  Ivan Serina,et al.  Fast Planning through Greedy Action Graphs , 1999, AAAI/IAAI.

[3]  Alexander Nareyek Using global constraints for local search , 1998, Constraint Programming and Large Scale Discrete Optimization.

[4]  Jörg Hoffmann A Heuristic for Domain Independent Planning and its Use in an Enforced Hill-climbing Algorithm , 2000, PuK.

[5]  Richard E. Korf,et al.  Recent Progress in the Design and Analysis of Admissible Heuristic Functions , 2000, AAAI/IAAI.

[6]  Eithan Ephrati,et al.  A Cost-Directed Planner: Preliminary Report , 1996, AAAI/IAAI, Vol. 2.

[7]  Bart Selman,et al.  Pushing the Envelope: Planning, Propositional Logic and Stochastic Search , 1996, AAAI/IAAI, Vol. 2.

[8]  Alexander Nareyek,et al.  An Empirical Analysis of Weight-Adaptation Strategies for Neighborhoods of Heuristics , 2001 .

[9]  Monte Zweben,et al.  Scheduling and rescheduling with iterative repair , 1993, IEEE Trans. Syst. Man Cybern..

[10]  Richard J. Wallace,et al.  Constraint Programming and Large Scale Discrete Optimization , 2001 .

[11]  Alex Fukunaga,et al.  Iterative Repair Planning for Spacecraft Operations Using the Aspen System , 2000 .

[12]  Jj Org Hoomann A Heuristic for Domain Independent Planning and its Use in an Enforced Hill-climbing Algorithm , 2000 .

[13]  Blai Bonet,et al.  A Robust and Fast Action Selection Mechanism for Planning , 1997, AAAI/IAAI.

[14]  Alexander Nareyek,et al.  Open World Planning as SCSP , 2000 .