An Architecture for Resource Bounded Agents

Forskningsoutput: Kapitel i bok/rapport/Conference proceedingKonferenspaper i proceeding

Abstract

We study agents situated in partially observable environments, who do not have sufficient resources to create conformant (complete) plans. Instead, they create plans which are conditional and partial, execute or simulate them, and learn from experience to evaluate their quality. Our agents employ an incomplete symbolic deduction system based on Active Logic and Situation Calculus for reasoning about actions and their consequences. An Inductive Logic Programming algorithm generalises observations and deduced knowledge so that the agents can choose the best plan for execution.
We describe an architecture which allows ideas and solutions from several subfields of Artificial Intelligence to be joined together in a controlled and manageable way. In our opinion, no situated agent can achieve true rationality without using at least logical reasoning and learning. In practice, it is clear that pure logic is not able to cope with all the requirements put on reasoning, thus more domain- specific solutions, like planners, are also necessary. Finally, any realistic agent needs a reactive module to meet demands of dynamic environments.
Our architecture is designed in such a way that those three elements interact in order to complement each other’s weaknesses and reinforce each other’s strengths.

Detaljer

Författare
Forskningsområden

Ämnesklassifikation (UKÄ) – OBLIGATORISK

  • Datavetenskap (datalogi)
Originalspråkengelska
Titel på värdpublikationProceedings of the International Multiconference on Computer Science and Information Technology
RedaktörerM. Ganzha, M. Paprzycki, T. Pełech-Pilichowski
FörlagPolskie Towarzystwo Informatyczne
Sidor59-69
Volym2
StatusPublished - 2007
PublikationskategoriForskning
Peer review utfördJa
EvenemangInternational Multiconference on Computer Science and Information Technology - Wisła, Polen
Varaktighet: 2007 okt 152007 okt 17

Publikationsserier

Namn
Volym2
ISSN (tryckt)1896-7094

Konferens

KonferensInternational Multiconference on Computer Science and Information Technology
LandPolen
OrtWisła
Period2007/10/152007/10/17

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