Improving a Planner's Performance through Online Heuristic Configuration of Domain Models

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F17%3A00313916" target="_blank" >RIV/68407700:21230/17:00313916 - isvavai.cz</a>

Result on the web

<a href="https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15783" target="_blank" >https://aaai.org/ocs/index.php/SOCS/SOCS17/paper/view/15783</a>

DOI - Digital Object Identifier

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Result language

angličtina

Original language name

Improving a Planner's Performance through Online Heuristic Configuration of Domain Models

Original language description

The separation of planner logic from domain knowledge supports the use of reformulation and configuration techniques, such as macro-actions and entanglements, which transform the model representation in order to improve a planner's performance. One drawback of such an approach is that it may require a potentially expensive training phase. In this paper, we introduce heuristic approaches for the online configuration of planning domain models. The proposed heuristics consider different aspects of PDDL-encoded operators for reordering such operators in the domain model, relying on the assumption that the way in which operators are encoded carries useful information about their expected use.

Czech name

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Czech description

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Type

O - Miscellaneous

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

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Continuities

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year

2017

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů