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arXiv:1908.00112cs.AI

Domain-Independent Cost-Optimal Planning in ASP

David Spies, Jia-Huai You, Ryan Hayward

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Abstract

We investigate the problem of cost-optimal planning in ASP. Current ASP planners can be trivially extended to a cost-optimal one by adding weak constraints, but only for a given makespan (number of steps). It is desirable to have a planner that guarantees global optimality. In this paper, we present two approaches to addressing this problem. First, we show how to engineer a cost-optimal planner composed of two ASP programs running in parallel. Using lessons learned from this, we then develop an entirely new approach to cost-optimal planning, stepless planning, which is completely free of makespan. Experiments to compare the two approaches with the only known cost-optimal planner in SAT reveal good potentials for stepless planning in ASP. The paper is under consideration for acceptance in TPLP.

arXiv comments
Paper presented at the 35th International Conference on Logic Programming (ICLP 2019), Las Cruces, New Mexico, USA, 20-25 September 2019, 16 pages
Journal reference
Theory and Practice of Logic Programming 19 (2019) 1124-1142
DOI
doi:10.1017/S1471068419000395
Subjects
cs.AIArtificial Intelligence

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