Version 1
: Received: 29 October 2024 / Approved: 4 November 2024 / Online: 4 November 2024 (03:44:24 CET)
How to cite:
A.Wahab ALI, M.; Alghamdi, T. A. H.; Alenezi, M.; Hatatah, M. DRL-PSO Powered Optimization for Efficiency Enhancement and Reliability Improvement in Smart Grids. Preprints2024, 2024110132. https://doi.org/10.20944/preprints202411.0132.v1
A.Wahab ALI, M.; Alghamdi, T. A. H.; Alenezi, M.; Hatatah, M. DRL-PSO Powered Optimization for Efficiency Enhancement and Reliability Improvement in Smart Grids. Preprints 2024, 2024110132. https://doi.org/10.20944/preprints202411.0132.v1
A.Wahab ALI, M.; Alghamdi, T. A. H.; Alenezi, M.; Hatatah, M. DRL-PSO Powered Optimization for Efficiency Enhancement and Reliability Improvement in Smart Grids. Preprints2024, 2024110132. https://doi.org/10.20944/preprints202411.0132.v1
APA Style
A.Wahab ALI, M., Alghamdi, T. A. H., Alenezi, M., & Hatatah, M. (2024). DRL-PSO Powered Optimization for Efficiency Enhancement and Reliability Improvement in Smart Grids. Preprints. https://doi.org/10.20944/preprints202411.0132.v1
Chicago/Turabian Style
A.Wahab ALI, M., Mohamed Alenezi and Mohammed Hatatah. 2024 "DRL-PSO Powered Optimization for Efficiency Enhancement and Reliability Improvement in Smart Grids" Preprints. https://doi.org/10.20944/preprints202411.0132.v1
Abstract
The increasing complexity of modern power systems, driven by the integration of renewable energy sources and growing electricity demand, has led to a need for optimizing smart grids. Traditional grid management approaches are often insufficient in addressing the challenges of efficiency, reliability, and minimizing losses. In this paper, we propose a novel AI-based optimization framework for smart grids, designed to reduce transmission and distribution losses, enhance system efficiency, and improve grid reliability. We conduct a comparative analysis of traditional optimization techniques and state-of-the-art AI algorithms and demonstrate the superiority of the proposed method using the IEEE 33-bus benchmark system. Results show a significant reduction in power losses and an improvement in voltage profile, leading to a more efficient and reliable grid.
Keywords
Smart grids; AI optimization; power losses; grid reliability; IEEE 33-bus system
Subject
Engineering, Electrical and Electronic Engineering
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
