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2025, Vol: 3, Issue: 1
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Review Article 


A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective

Lambe Mutalub Adesina, Joseph Ibrahim Joshua Kuta, Olalekan Ogunbiyi, Abdulwaheed Musa, Muhammad Isah.


Abstract
Maintenance is crucial in electrical power systems, as equipment failure leads to financial losses and power outages. Traditional routine maintenance, although essential, is time consuming and expensive. To minimize downtime, there is a need for a proactive approach to identify equipment requiring maintenance. This paper review and proposes the application of machine learning, a subset of artificial intelligence, to automate traditional routine maintenance. By developing a predictive maintenance model, machine learning can help identify potential equipment failures, reducing downtime and associated costs. This review paper highlights the challenges associated with traditional routine maintenance, including high expenses and lengthy downtime. It then presents a machine learning approach as a solution to these challenges. The proposed method leverages machine learning algorithms to analyze equipment data and predict potential failures, enabling proactive maintenance and minimizing downtime. By adopting this approach, electrical power systems can optimize maintenance operations, reduce costs, and ensure reliable power supply. The paper aims to provide a comprehensive overview of the benefits and applications of machine learning in predictive maintenance for electrical power systems.

Key words: Power reliability, Traditional Maintenance strategies, Predictove Maintenance,Power System Infractsructure and Machine Learning.


 
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How to Cite this Article
Pubmed Style

Adesina LM, Kuta JIJ, Ogunbiyi O, Musa A, Isah M. A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. NJEAS. 2025; 3(1): 535-547. doi:10.5455/NJEAS.286049

Web Style

Adesina LM, Kuta JIJ, Ogunbiyi O, Musa A, Isah M. A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. https://www.nilejeas.com/?mno=286049 [Access: June 24, 2026]. doi:10.5455/NJEAS.286049

AMA (American Medical Association) Style

Adesina LM, Kuta JIJ, Ogunbiyi O, Musa A, Isah M. A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. NJEAS. 2025; 3(1): 535-547. doi:10.5455/NJEAS.286049


Vancouver/ICMJE Style

Adesina LM, Kuta JIJ, Ogunbiyi O, Musa A, Isah M. A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. NJEAS. (2025), [cited June 24, 2026]; 3(1): 535-547. doi:10.5455/NJEAS.286049


Harvard Style

Adesina, L. M., Kuta, . J. I. J., Ogunbiyi, . O., Musa, . A. & Isah, . M. (2025) A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. NJEAS, 3 (1), 535-547. doi:10.5455/NJEAS.286049


Turabian Style

Adesina, Lambe Mutalub, Joseph Ibrahim Joshua Kuta, Olalekan Ogunbiyi, Abdulwaheed Musa, and Muhammad Isah. 2025. A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. Nile Journal of Engineering and Applied Science, 3 (1), 535-547. doi:10.5455/NJEAS.286049


Chicago Style

Adesina, Lambe Mutalub, Joseph Ibrahim Joshua Kuta, Olalekan Ogunbiyi, Abdulwaheed Musa, and Muhammad Isah. "A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective." Nile Journal of Engineering and Applied Science 3 (2025), 535-547. doi:10.5455/NJEAS.286049


MLA (The Modern Language Association) Style

Adesina, Lambe Mutalub, Joseph Ibrahim Joshua Kuta, Olalekan Ogunbiyi, Abdulwaheed Musa, and Muhammad Isah. "A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective." Nile Journal of Engineering and Applied Science 3.1 (2025), 535-547. Print. doi:10.5455/NJEAS.286049


APA (American Psychological Association) Style

Adesina, L. M., Kuta, . J. I. J., Ogunbiyi, . O., Musa, . A. & Isah, . M. (2025) A Review on Advances in Predictive Maintenance of Power Transmission Equipment: A Machine Learning Perspective. Nile Journal of Engineering and Applied Science, 3 (1), 535-547. doi:10.5455/NJEAS.286049


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1. Prof. Abdulhameed Danjuma Mambo
   Editor-in-Chief
abdulhameed.mambo@nileuniversity.edu.ng
2. Dr. Adekunle Adeleke
    Associate Editor-in-Chief
    adekunle.adeleke@nileuniversity.edu.ng
3. Dr. Ifeyinwa Obianyo
Managing Editor
ifeyinwa.obianyo@nileuniversity.edu.ng