FOND planning for pure-past linear temporal logic goals

Recently, Pure-Past Temporal Logic (PPLTL) has proven highly effective in specifying temporally extended goals in deterministic planning domains. In this paper, we show its effectiveness also for fully observable nondeterministic (FOND) planning, both for strong and strong-cyclic plans. We present a...

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Main Authors: Bonassi, L, De Giacomo, G, Favorito, M, Fuggitti, F, Gerevini, AE, Scala, E
Format: Conference item
Language:English
Published: IOS Press 2023
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author Bonassi, L
De Giacomo, G
Favorito, M
Fuggitti, F
Gerevini, AE
Scala, E
author_facet Bonassi, L
De Giacomo, G
Favorito, M
Fuggitti, F
Gerevini, AE
Scala, E
author_sort Bonassi, L
collection OXFORD
description Recently, Pure-Past Temporal Logic (PPLTL) has proven highly effective in specifying temporally extended goals in deterministic planning domains. In this paper, we show its effectiveness also for fully observable nondeterministic (FOND) planning, both for strong and strong-cyclic plans. We present a notably simple encoding of FOND planning for PPLTL goals into standard FOND planning for final-state goals. The encoding only introduces few fluents (at most linear in the PPLTL goal) without adding any spurious action and allows planners to lazily build the relevant part of the deterministic automaton for the goal formula on-the-fly during the search. We formally prove its correctness, implement it in a tool called Plan4Past, and experimentally show its practical effectiveness.
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spelling oxford-uuid:99f2f506-f083-48db-9508-534a359a88bf2024-04-16T12:39:15ZFOND planning for pure-past linear temporal logic goalsConference itemhttp://purl.org/coar/resource_type/c_5794uuid:99f2f506-f083-48db-9508-534a359a88bfEnglishSymplectic ElementsIOS Press2023Bonassi, LDe Giacomo, GFavorito, MFuggitti, FGerevini, AEScala, ERecently, Pure-Past Temporal Logic (PPLTL) has proven highly effective in specifying temporally extended goals in deterministic planning domains. In this paper, we show its effectiveness also for fully observable nondeterministic (FOND) planning, both for strong and strong-cyclic plans. We present a notably simple encoding of FOND planning for PPLTL goals into standard FOND planning for final-state goals. The encoding only introduces few fluents (at most linear in the PPLTL goal) without adding any spurious action and allows planners to lazily build the relevant part of the deterministic automaton for the goal formula on-the-fly during the search. We formally prove its correctness, implement it in a tool called Plan4Past, and experimentally show its practical effectiveness.
spellingShingle Bonassi, L
De Giacomo, G
Favorito, M
Fuggitti, F
Gerevini, AE
Scala, E
FOND planning for pure-past linear temporal logic goals
title FOND planning for pure-past linear temporal logic goals
title_full FOND planning for pure-past linear temporal logic goals
title_fullStr FOND planning for pure-past linear temporal logic goals
title_full_unstemmed FOND planning for pure-past linear temporal logic goals
title_short FOND planning for pure-past linear temporal logic goals
title_sort fond planning for pure past linear temporal logic goals
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