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Enabling BDI Agents to Reason on a Dynamic Action Repertoire in Hypermedia Environments

Danai Vachtsevanou, Bruno de Lima, Andrei Ciortea, Jomi Fred Hübner, Simon Mayer, Jérémy Lemée

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Autonomy requires adaptability and persistence in pursuing long-term objectives within evolving contexts. While BDI agents can cope with dynamic and uncertain environments, their adaptability is typically constrained by static action repertoires, known a priori by designers. Through Semantic Web and Web of Things technologies, machine-readable action descriptions can be discovered in hypermedia environments, and updated dynamically to mirror the evolving landscape of actions offered by real-world environments. This paper proposes the integration of action-oriented BDI reasoning with signifiers that reveal information about action possibilities that may appear, disappear, or be modified in a hypermedia environment at any time. We extend the means-end reasoning of BDI agents with a mechanism for resolving signifiers discovered at run time into actions, which enables agents to adjust their decision-making based on action possibilities advertised in the environment. We evaluate our approach through experiments, where Jason agents discover signifiers expressed with available Web ontologies. The results demonstrate that our signifier resolution mechanism enhances action reasoning at run time towards effective goal achievement in dynamic and unknown environments.
Original languageEnglish
Title of host publicationAAMAS '24
Subtitle of host publicationProceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems
PublisherAssociation for Computing Machinery (ACM)
Pages1856-1864
Number of pages9
ISBN (Print)9798400704864
Publication statusPublished - 6 May 2024
Externally publishedYes
Event23rd International Conference on Autonomous Agents and Multiagent Systems - Auckland , New Zealand
Duration: 6 May 202410 May 2024
https://www.aamas2024-conference.auckland.ac.nz/

Conference

Conference23rd International Conference on Autonomous Agents and Multiagent Systems
Abbreviated titleAAMAS 2024
Country/TerritoryNew Zealand
CityAuckland
Period6/05/2410/05/24
Internet address

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