Construction of a Power Communication Supervision System Based on WOA Fusion Fault Detection from the Perspective of Sustainable Development
DOI:
https://doi.org/10.13052/dgaej2156-3306.4026Keywords:
WOA, fault detection, distribution network, supervision, sustainable developmentAbstract
This paper focuses on the problems of poor fault localization and easy leakage and false alarms of power communication monitoring system for distribution network segments. A new improved method based on whale optimization algorithm (WOA) is proposed to counter poor fault localization. The new method uses a feeder unit system for power grid data feedback, and enhance the adaptability of the model. The study also conducts iterative performance tests of the model in several distribution network segments. It also compares the performance of the improved WOA model with traditional genetic algorithm (GA), particle swarm optimization (PSO) and other algorithms, and conducts simulation analyses of voltage deviation and fault location time, as well as evaluation of fault location accuracy at different grid nodes. The results show that the improved WOA model is significantly better than the traditional algorithms in terms of iteration speed, and its longest time to reach the optimal solution is 3.12 ms after 6 iterations; this is 3.73 ms less than when compared to the GA. In the comparison test of different sections of the grid, the new proposed model is able to achieve a better objective function value in fewer iterations, and the smallest deviation value in grid Node 3 is only 0.05 pu, the localization time is shortened by 0.10 s compared with the GA, and the localization accuracy is improved by 7.9%. The new proposed algorithm offers better advantages in fault localization, communication monitoring and provides effective technical support for fault monitoring in a power communication monitoring system.
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References
He Y. Multi-modal information analysis for fault diagnosis with time-series data from power transformer. International Journal of Electrical Power & Energy Systems. 2023, 144(1):108567–108568.
Souza BJ, Stefenon SF, Singh G, Freire RZ. Hybrid-YOLO for classification of insulators defects in transmission lines based on UAV. International Journal of Electrical Power & Energy Systems. 2023, 148(2):108982–108983.
Kumar K, Pande SV, Kumar TC, Saini P, Chaturvedi A, Reddy PC, Shah KB. Intelligent controller design and fault prediction using machine learning model. International Transactions on Electrical Energy Systems. 2023, 2023(1):1056387–1056388.
Borousan F, Hamidan MA. Distributed power generation planning for distribution network using chimp optimization algorithm in order to reliability improvement. Electric Power Systems Research. 2023, 217(1):109–110.
Sun Y, Zhu D, Li Y, Wang R, Ma R. Spatial modelling the location choice of large-scale solar photovoltaic power plants: Application of interpretable machine learning techniques and the national inventory. Energy Conversion and Management. 2023, 289(1):117198–117199.
Wu Z, Lu X. Microgrid Fault Diagnosis Based on Whale Algorithm Optimizing Extreme Learning Machine. Journal of Electrical Engineering & Technology. 2024, 19(3):1827–1836.
Yang P, Wang T, Yang H, Meng C, Zhang H, Cheng L. The performance of electronic current transformer fault diagnosis model: Using an improved whale optimization algorithm and RBF neural network. Electronics. 2023, 12(4):1066–1067.
Nayak PC, Mishra S, Prusty RC, Panda S. Hybrid whale optimization algorithm with simulated annealing for load frequency controller design of hybrid power system. Soft Computing. 2023, 16(6):1–24.
Men Z, Hu C, Li YH, Bai X. A hybrid intelligent gearbox fault diagnosis method based on EWCEEMD and whale optimization algorithm-optimized SVM. International Journal of Structural Integrity. 2023, 14(2):322–36.
Chen X, Cheng L, Liu C, Liu Q, Liu J, Mao Y, Murphy J. A WOA-based optimization approach for task scheduling in cloud computing systems. IEEE Systems journal. 2020, 14(3):3117–3128.
Presekal A, Ştefanov A, Rajkumar VS, Palensky P. Attack graph model for cyber-physical power systems using hybrid deep learning. IEEE Transactions on Smart Grid. 2023, 14(5):4007–4020.
Hasan MK, Habib AA, Shukur Z, Ibrahim F, Islam S, Razzaque MA. Review on cyber-physical and cyber-security system in smart grid: Standards, protocols, constraints, and recommendations. Journal of Network and Computer Applications. 2023, 209(1):103540–103541.
Wagle R, Sharma P, Sharma C, Amin M, Rueda JL, Gonzalez-Longatt F. Optimal power flow-based reactive power control in smart distribution network using real-time cyber-physical co-simulation framework. IET Generation, Transmission & Distribution. 2023, 17(20):4489–4502.
Fernandez JH, Omri A, Di Pietro R. Power grid surveillance: Topology change detection system using power line communications. International Journal of Electrical Power & Energy Systems. 2023, 145(10):108634–108635.
Chakraborty S, Saha AK, Chhabra A. Improving whale optimization algorithm with elite strategy and its application to engineering-design and cloud task scheduling problems. Cognitive Computation. 2023 Sep;15(5):1497–1525.
Singh H, Rai V, Kumar N, Dadheech P, Kotecha K, Selvachandran G, Abraham A. An enhanced whale optimization algorithm for clustering. Multimedia tools and applications. 2023, 82(3):4599–4618.
Yu H, Sun L, Wu B. Microgrid fault diagnosis based on whale optimization algorithm optimizing BP neural network. In Eighth International Conference on Energy System, Electricity, and Power (ESEP 2023) 2024, 13159(5):2130–2135.
Nayak PC, Mishra S, Prusty RC, Panda S. Hybrid whale optimization algorithm with simulated annealing for load frequency controller design of hybrid power system. Soft Computing. 2023, 16(6):1–24.
Hocine T, Saliha C. Hybrid improved whales and sine cosine optimization algorithms for the optimal configuration of distribution networks in the presence of dispersed generation systems before, during, and after short circuit current propagation case study: overhead and underground networks in the laghouat region of Algeria. Electrical Engineering. 2024, 106(1):755–771.
Mahmoud MM, Atia BS, Esmail YM, Ardjoun SA, Anwer N, Omar AI, Alsaif F, Alsulamy S, Mohamed SA. Application of whale optimization algorithm based FOPI controllers for STATCOM and UPQC to mitigate harmonics and voltage instability in modern distribution power grids. Axioms. 2023, 12(5):420–421.
J. Morales Pedraza. The Role of Renewable Energy in the Transition to Green, Low-Carbon Power Generation in Asia, GLCE, 2023,1(2):68–84.
Rana AS, Jnaneswar K, Gadhiraju MK, Kumar N, Wani SA, Thomas MS. Design and Implementation of Low-Cost PMU for Off-Nominal Frequency and DDC in Compliance with IEEE C37. 118 Standard. Distributed Generation & Alternative Energy Journal. 2023, 3(1):519–546.
Nethravathi S, Murali V. A Novel Knapsack Algorithm-Based Energy Routing in a Microgrid. Distributed Generation & Alternative Energy Journal. 2023, 3(1):641–668.

