Decision making for multi-objective multi-agent search and rescue missions

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

4 Scopus citations

Abstract

In this paper we introduce a novel rewarding scheme for the classical POMDP formulation. The proposed scheme aims to reinforce preference of objectives. It ensures that a high-priority preferences get high accumulative rewards, solve ambiguities and it can be conducted before the low-priority-preference. In order to show conflicting of objectives, context of search and rescue has been selected for this paper. It involves heterogeneous team with potential conflicting multiobjective situations. Our rewarding scheme has been tested in simulated scenarios using multiple POMDP solvers. Results obtained from the simulated experiments show that the system is able to represent an impact on the human (first responder) through enforcing priority of objectives and iteratively optimize policies to better suit the first responder and the search and rescue mission goals.

Original languageBritish English
Title of host publication2017 International Conference on Electrical and Computing Technologies and Applications, ICECTA 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-4
Number of pages4
ISBN (Electronic)9781538608722
DOIs
StatePublished - 28 Jun 2017
Event2017 International Conference on Electrical and Computing Technologies and Applications, ICECTA 2017 - Ras Al Khaimah, United Arab Emirates
Duration: 21 Nov 201723 Nov 2017

Publication series

Name2017 International Conference on Electrical and Computing Technologies and Applications, ICECTA 2017
Volume2018-January

Conference

Conference2017 International Conference on Electrical and Computing Technologies and Applications, ICECTA 2017
Country/TerritoryUnited Arab Emirates
CityRas Al Khaimah
Period21/11/1723/11/17

Fingerprint

Dive into the research topics of 'Decision making for multi-objective multi-agent search and rescue missions'. Together they form a unique fingerprint.

Cite this