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An Efficient Optimization of Battery-Drone-Based Transportation Systems for Monitoring Solar Power Plant

Jemmali, Mahdi; Bashir, Ali Kashif; Boulila, Wadii; Melhim, Loai Kayed B.; Jhaveri, Rutvij H.; Ahmad, Jawad

Authors

Mahdi Jemmali

Ali Kashif Bashir

Wadii Boulila

Loai Kayed B. Melhim

Rutvij H. Jhaveri



Abstract

Nowadays, developing environmental solutions to ensure the preservation and sustainability of natural resources is one of the core research topics for providing a better life quality. Using renewable energy sources, such as solar energy, is one of the solutions that can reduce the overuse of natural resources. This research aims to boost the efficiency of solar energy plants by proposing a novel approach to optimize the total flying time of battery-based drone systems to enhance the performance of solar plant systems. The contribution of the proposed approach is to solve scheduling problems based on timing constraints to monitor the solar plant. The main objective of the proposed approach is to maximize the drone’s minimum total flying time, which will increase the availability and reliability of the solar plant monitoring system. Time to empty values is calculated based on battery degradation rates. This problem is proven to be NP-hard. Four categories of enhanced algorithms were developed to solve drones’ scheduling problems in handling various tasks within multiple errands in the extent of solar parks in the monitored power plant to achieve the desired objective. Experimental results of the presented algorithms showed that the M2S algorithm has a stable performance behavior in all conducted experiments.

Journal Article Type Article
Acceptance Date Oct 14, 2022
Online Publication Date Nov 21, 2022
Publication Date 2023-12
Deposit Date Dec 15, 2022
Journal IEEE Transactions on Intelligent Transportation Systems
Print ISSN 1524-9050
Electronic ISSN 1558-0016
Publisher Institute of Electrical and Electronics Engineers
Peer Reviewed Peer Reviewed
Volume 24
Issue 12
Pages 15633 - 15641
DOI https://doi.org/10.1109/tits.2022.3219568
Keywords Sustainable transport, decision-making, drone, information processing, solar power surveillance, zero-carbon, energy management
Public URL http://researchrepository.napier.ac.uk/Output/2965304