Taking inspiration from both Constraint Programming (CP) and Logic Programming (LP), the iLoC domain-independent planning system is a timeline-based planner that allows to model both planning and scheduling problems according to a uniform schema. This paper presents a complete description of the planner and describes two domain independent heuristics aiming at improving the planner ability to solve classical planning problems. An experimental evaluation demonstrates the iLoC strength in solving temporally expressive problems and its improved ability to address the causal reasoning capability which is a dominant feature of classical planning. Furthermore the experimentation produces some observations for new directions to synthesize effective general purpose solving abilities.

Investigating domain independent heuristics in a timeline-based planner

De Benedictis Riccardo;Cesta Amedeo
2016

Abstract

Taking inspiration from both Constraint Programming (CP) and Logic Programming (LP), the iLoC domain-independent planning system is a timeline-based planner that allows to model both planning and scheduling problems according to a uniform schema. This paper presents a complete description of the planner and describes two domain independent heuristics aiming at improving the planner ability to solve classical planning problems. An experimental evaluation demonstrates the iLoC strength in solving temporally expressive problems and its improved ability to address the causal reasoning capability which is a dominant feature of classical planning. Furthermore the experimentation produces some observations for new directions to synthesize effective general purpose solving abilities.
2016
Istituto di Scienze e Tecnologie della Cognizione - ISTC
Heuristics
timelines
planning
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/329540
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact