Domain-Independent Cost-Optimal Planning in ASP

July 31, 2019 Β· Declared Dead Β· πŸ› Theory and Practice of Logic Programming

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Authors David Spies, Jia-Huai You, Ryan Hayward arXiv ID 1908.00112 Category cs.AI: Artificial Intelligence Citations 2 Venue Theory and Practice of Logic Programming Last Checked 4 months ago
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.
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