Action selection and coordination of autonomous agents for UAV surveillance


Action selection and coordination of autonomous agents for UAV surveillance

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dc.contributor.advisor Barber, K. Suzanne
dc.creator Han, David Ching-Wey 2012-02-01T18:59:15Z 2012-02-01T18:59:15Z 2011-12 2012-02-01 December 2011
dc.description.abstract Agents, by definition, (1) are situated in an environment upon which their actions affect changes and (2) have some level of autonomy from the control of humans or other agents. Being situated requires that the agent have a mechanism for sensing the environment as well as actuators for changing the environment. Autonomy implies that each agent has the freedom to make their own decisions. Rational agents are those agents that decide to execute actions that are in their “best interests” according to their desires, using a model of those desires on which they make those decisions. Action selection is complicated due to uncertainty when operating in a dynamic environment or where other actors (agents) can also influence the environment. This dissertation presents an action selection framework and algorithms that are (1) rational with respect to multiple desires and (2) responsive with respect to changing desires. Agents can use the concept of commitments, and the subsequent communication of those commitments, to coordinate their actions and reduce their uncertainty. Coordination is layered on top of this framework by describing and analyzing how commitments affect the agents’ desires in their action selection models. This research uses the domain of UAV surveillance to experimentally explore the balance between under-commitment and over-commitment. Where previous approaches concentrate on the semantics of commitment, this research concentrates on the pragmatics of commitment, describing how to use utility calculations to enable an agent to decide when making a commitment is in its best interests.
dc.format.mimetype application/pdf
dc.language.iso eng
dc.subject Autonomous agents
dc.subject Action selection
dc.subject Commitment
dc.subject UAV
dc.title Action selection and coordination of autonomous agents for UAV surveillance 2012-02-01T18:59:22Z
dc.identifier.slug 2152/ETD-UT-2011-12-4486
dc.contributor.committeeMember Arapostathis, Aristotle
dc.contributor.committeeMember Aziz, Adnan
dc.contributor.committeeMember Lifschitz, Vladimir
dc.contributor.committeeMember Stone, Peter
dc.description.department Electrical and Computer Engineering
dc.type.genre thesis
dc.type.material text Electrical and Computer Engineering Electrical and Computer Engineering University of Texas at Austin Doctoral Doctor of Philosophy

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