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Towards Collaborative Adaptive Autonomous Agents
Mälardalens högskola, Akademin för innovation, design och teknik, Inbyggda system.ORCID-id: 0000-0001-7852-4582
Mälardalens högskola, Akademin för innovation, design och teknik, Inbyggda system.ORCID-id: 0000-0002-5224-8302
Mälardalens högskola, Akademin för innovation, design och teknik, Inbyggda system.ORCID-id: 0000-0002-5832-5452
2017 (engelsk)Inngår i: ICAART: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1, 2017, s. 78-87Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

Adaptive autonomy enables agents operating in an environment to change, or adapt, their autonomy levels by relying on tasks executed by others. Moreover, tasks could be delegated between agents, and as a result decision-making concerning them could also be delegated. In this work, adaptive autonomy is modeled through the willingness of agents to cooperate in order to complete abstract tasks, the latter with varying levels of dependencies between them. Furthermore, it is sustained that adaptive autonomy should be considered at an agent's architectural level. Thus the aim of this paper is two-fold. Firstly, the initial concept of an agent architecture is proposed and discussed from an agent interaction perspective. Secondly, the relations between static values of willingness to help, dependencies between tasks and overall usefulness of the agents' population are analysed. The results show that a unselfish population will complete more tasks than a selfish one for low dependency degrees. However, as the latter increases more tasks are dropped, and consequently the utility of the population degrades. Utility is measured by the number of tasks that the population completes during run-time. Finally, it is shown that agents are able to finish more tasks by dynamically changing their willingness to cooperate.

sted, utgiver, år, opplag, sider
2017. s. 78-87
HSV kategori
Identifikatorer
URN: urn:nbn:se:mdh:diva-34097DOI: 10.5220/0006195500780087ISI: 000413243500007Scopus ID: 2-s2.0-85068377042OAI: oai:DiVA.org:mdh-34097DiVA, id: diva2:1056453
Konferanse
9th International Conference on Agents and Artificial Intelligence 2017 ICAART, 24 Feb 2017, Porto, Portugal
Prosjekter
EUROWEB - European Resaerch and Education Collaboration with Western BalkanDPAC - Dependable Platforms for Autonomous systems and ControlTilgjengelig fra: 2016-12-14 Laget: 2016-12-13 Sist oppdatert: 2025-10-10bibliografisk kontrollert
Inngår i avhandling
1. Collaborative Adaptive Autonomous Agents
Åpne denne publikasjonen i ny fane eller vindu >>Collaborative Adaptive Autonomous Agents
2018 (engelsk)Licentiatavhandling, med artikler (Annet vitenskapelig)
sted, utgiver, år, opplag, sider
Mälardalen University Press, 2018
Serie
Mälardalen University Press Licentiate Theses, ISSN 1651-9256 ; 271
HSV kategori
Identifikatorer
urn:nbn:se:mdh:diva-40255 (URN)978-91-7485-399-5 (ISBN)
Presentation
2018-09-14, Gamma, Mälardalens högskola, Västerås, 09:15 (engelsk)
Opponent
Veileder
Tilgjengelig fra: 2018-07-19 Laget: 2018-07-18 Sist oppdatert: 2025-10-10bibliografisk kontrollert

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Frasheri, MirgitaCürüklü, BaranEkström, Mikael

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