Approximately Optimal Monitoring of Plan Preconditions

Monitoring plan preconditions can allow for replanning when a precondition fails, generally far in advance of the point in the plan where the precondition is relevant. However, monitoring is generally costly, and some precondition failures have a very small impact on plan quality. We formulate a model for optimal precondition monitoring, using partially-observable Markov decisions processes, and describe methods for solving this model effectively, though approximately. Specifically, we show that the single-precondition monitoring problem is generally tractable, and the multiple-precondition monitoring policies can be effectively approximated using single-precondition solutions.

• Type: Conference
• Year: 2000
• Where: UAI
• Authors: Craig Boutilier
• Keywords: Optimal Precondition, Precondition, Precondition Failures, UAI 2000, UAI 2008