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Coalition Formation among the Cooperative Agents for Efficient Energy Consumption

Authors :
Maha M. A. Lashin
Daniyal M. Alghazzawi
Areej Malibari
Source :
Sustainability, Vol 13, Iss 8662, p 8662 (2021), Sustainability, Volume 13, Issue 15
Publication Year :
2021
Publisher :
MDPI AG, 2021.

Abstract

Energy saving is a significant research area in Saudi Arabia<br />however, significant problems have emerged related to its distribution and consumption. Use of an agent is assumed to combat these problems by forming efficient coalitions to control the energy consumption and energy distribution process. This study presents a novel algorithm for distributing the value calculation among the cooperative agents. This is likely to reduce the consumption of energy and extend the coalition lifetime used. The developed algorithm is compared with the basic modified coalition formation algorithm for evaluating its effectiveness. The results showed a reduction in cooling consumption by 20% after applying optimization algorithms. The amount of reduction in the cooling consumption reflects a 31% reduction in expected cooling costs, without affecting the household comfort. Therefore, the study concludes that DNsys provided better performance than the NNsys.

Details

Language :
English
ISSN :
20711050
Volume :
13
Issue :
8662
Database :
OpenAIRE
Journal :
Sustainability
Accession number :
edsair.doi.dedup.....150244c938372d341cd141513a9c6f13