LAPSE:2023.27348
Published Article
LAPSE:2023.27348
An Optimal Energy Optimization Strategy for Smart Grid Integrated with Renewable Energy Sources and Demand Response Programs
Kalim Ullah, Sajjad Ali, Taimoor Ahmad Khan, Imran Khan, Sadaqat Jan, Ibrar Ali Shah, Ghulam Hafeez
April 4, 2023
An energy optimization strategy is proposed to minimize operation cost and carbon emission with and without demand response programs (DRPs) in the smart grid (SG) integrated with renewable energy sources (RESs). To achieve optimized results, probability density function (PDF) is proposed to predict the behavior of wind and solar energy sources. To overcome uncertainty in power produced by wind and solar RESs, DRPs are proposed with the involvement of residential, commercial, and industrial consumers. In this model, to execute DRPs, we introduced incentive-based payment as price offered packages. Simulations are divided into three steps for optimization of operation cost and carbon emission: (i) solving optimization problem using multi-objective genetic algorithm (MOGA), (ii) optimization of operating cost and carbon emission without DRPs, and (iii) optimization of operating cost and carbon emission with DRPs. To endorse the applicability of the proposed optimization model based on MOGA, a smart sample grid is employed serving residential, commercial, and industrial consumers. In addition, the proposed optimization model based on MOGA is compared to the existing model based on multi-objective particle swarm optimization (MOPSO) algorithm in terms of operation cost and carbon emission. The proposed optimization model based on MOGA outperforms the existing model based on the MOPSO algorithm in terms of operation cost and carbon emission. Experimental results show that the operation cost and carbon emission are reduced by 24% and 28% through MOGA with and without the participation of DRPs, respectively.
Keywords
demand response programs, multi-objective energy optimization, photovoltaic, renewable energy sources, smart grid, Wind
Suggested Citation
Ullah K, Ali S, Khan TA, Khan I, Jan S, Shah IA, Hafeez G. An Optimal Energy Optimization Strategy for Smart Grid Integrated with Renewable Energy Sources and Demand Response Programs. (2023). LAPSE:2023.27348
Author Affiliations
Ullah K: Department of Electrical Engineering, University of Engineering and Technology, Mardan 23200, Pakistan
Ali S: Department of Telecommunication Engineering, University of Engineering and Technology, Mardan 23200, Pakistan
Khan TA: Department of Electrical Engineering, University of Engineering and Technology, Mardan 23200, Pakistan [ORCID]
Khan I: Department of Electrical Engineering, University of Engineering and Technology, Mardan 23200, Pakistan [ORCID]
Jan S: Department of Computer Software Engineering, University of Engineering and Technology, Mardan 23200, Pakistan
Shah IA: Department of Computer Software Engineering, University of Engineering and Technology, Mardan 23200, Pakistan
Hafeez G: Department of Electrical Engineering, University of Engineering and Technology, Mardan 23200, Pakistan; Department of Electrical and Computer Engineering, COMSATS University Islamabad, Islamabad Campus, Islamabad 44000, Pakistan
Journal Name
Energies
Volume
13
Issue
21
Article Number
E5718
Year
2020
Publication Date
2020-11-02
Published Version
ISSN
1996-1073
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Original Submission
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PII: en13215718, Publication Type: Journal Article
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LAPSE:2023.27348
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doi:10.3390/en13215718
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