Intelligence in Photovoltaic Fault Identification and Diagnosis: A Systematic Review
DOI:
https://doi.org/10.55927/fjst.v3i10.11552Keywords:
Photovoltaic Fault Detection, Artificial Intelligence, Machine Learning, Deep Learning, Fault DiagnosisAbstract
Undetected photovoltaic system faults can lead to significant energy losses, often exceeding 10%, necessitating efficient fault detection and diagnosis. Artificial intelligence, particularly machine learning and deep learning, offers promising solutions for real-time, high-volume fault detection and complex pattern recognition in PV systems. This research analyzes various PV fault detection studies, examining their objectives, methods, results, and the prevalence of ML/DL approaches. The analysis highlights the application of both classical ML algorithms, such as K-Nearest Neighbors and Random Forest, and advanced DL models, including Convolutional Neural Networks, for PV fault diagnosis.
Downloads
References
Ahaque@jmi.ac.in., S A J M I N D I S N H J M I N D I N B K J M I N D I M A K J M I N D I A H J M I N D I. (n.d). Fault Classification for Single Phase Photovoltaic Systems using Machine Learning Techniques. https://ieeexplore.ieee.org/document/8709463/
Fan, J., Rao, S., Muniraju, G., Tepedelenlioğlu, C., & Spanias, A. (2020, June 10). Fault Classification in Photovoltaic Arrays Using Graph Signal Processing. https://doi.org/10.1109/icps48405.2020.9274763
Wangbo@epri.sgcc.com.cn, X X W B I O T 1 B C L D B I O T 1 B C S Y L B I O T 1 B C Y H B I O T 1 B C B W C E P R I 1 B. (n.d). A Fault Classification Method of Photovoltaic Array Based on Probabilistic Neural Network. https://ieeexplore.ieee.org/document/8832338/
Zhao, X L P Y P J N J. (n.d). Fault diagnostic method for PV array based on improved wavelet neural network algorithm. https://ieeexplore.ieee.org/document/7052884/
Dalal, A. (2018). Cybersecurity And Artificial Intelligence: How AI Is Being Used in Cybersecurity To Improve Detection And Response To Cyber Threats. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 9(3), 1416-1423.
Dalal, A., & Roy, R. (2021). CYBERSECURITY AND PRIVACY: BALANCING SECURITY AND INDIVIDUAL RIGHTS IN THE DIGITAL AGE. JOURNAL OF BASIC SCIENCE AND ENGINEERING, 18(1).
Sattar, S. A., Abdul, S., Khan, S. M., & Ismail, B. I. (2022, December 31). Predicting And Fighting Cyber Threats Through AI-generated Threat Intelligence. https://redcrevistas.com/index.php/Revista/article/view/46
Juba, O. O., Olumide, A. O., Ochieng, J. O., & Aburo, N. A. (2022, August 30). Evaluating the Impact of Public Policy on the Adoption and Effectiveness of Community-Based Care for Aged Adults. https://ijmlrcai.com/index.php/Journal/article/view/59
Muhammad, S., Meerjat, F., Meerjat, A., & Dalal, A. (2023). Enhancing Cybersecurity Measures for Blockchain: Securing Transactions in Decentralized Systems. Unique Endeavor in Business & Social Sciences, 2(1), 120-141.
Muhammad, S., Meerjat, F., Meerjat, A., Naz, S., & Dalal, A. (2023). Strengthening Mobile Platform Cybersecurity in the United States: Strategies and Innovations. Revista de Inteligencia Artificial en Medicina, 14(1), 84-112.
Juba, O. O., Lawal, O., David, J. I., & Olumide, B. F. (2023). Developing and Assessing Care Strategies for Dementia Patients During Unsupervised Periods: Balancing Safety with Independence. International Journal of Advanced Engineering Technologies and Innovations, 1(04), 322-349.
Muhammad, S., Meerjat, F., Meerjat, A., Dalal, A., & Abdul, S. (2023, April 24). Enhancing Cybersecurity Measures for Blockchain: Securing Transactions in Decentralized Systems. https://unbss.com/index.php/unbss/article/view/53
Ismail, B. I., Abdul, S., Khan, S. M., Sattar, S. A., & Muhammad, S. (2023, April 10). AI for Cyber Security: Automated Incident Response Systems. https://jest.com.pk/index.php/jest/article/view/174
Juba, O. O., Olumide, A. O., & Azeez, O. (2023, November 14). The Influence of Family Involvement on the Quality of Care for Aged Adults: A Comparative Study. https://jest.com.pk/index.php/jest/article/view/177
Abdul, S., Ismail, B. I., Khan, S. M., Sattar, S. A., & Muhammad, S. (2023, August 31). Assessing AI-Based Threat Detection in the Cloud Security. https://ijmlrcai.com/index.php/Journal/article/view/52
Dalal, A., Venaik, U., Kumari, R., & Venaik, A. (2023). ChatGPT’s Role In Healthcare Education, Research, And Practice: A Systematic Review Of Promising Prospects And Legitimate Concerns. Educational Administration: Theory and Practice, 29(1), 337-344.
Muhammad, S., Meerjat, F., Meerjat, A., & Dalal, A. (2024). Integrating Artificial Intelligence and Machine Learning Algorithms to Enhance Cybersecurity for United States Online Banking Platforms. Journal Environmental Sciences And Technology, 3(1), 117-139.
Muhammad, S., Meerjat, F., Meerjat, A., & Dalal, A. (2024). Safeguarding Data Privacy: Enhancing Cybersecurity Measures for Protecting Personal Data in the United States. International Journal of Machine Learning Research in Cybersecurity and Artificial Intelligence, 15(1), 141-176.
Muhammad, S., Meerjat, F., Meerjat, A., Naz, S., & Dalal, A. (2024). Enhancing Cybersecurity Measures for Robust Fraud Detection and Prevention in US Online Banking. International Journal of Advanced Engineering Technologies and Innovations, 1(3), 510-541.
Omolara, J. Occupational Health and Safety Challenges Faced by Caregivers and the Respective Interventions to Improve their Wellbeing.
Phiri, A. K., Juba, O. O., Baladaniya, M., Regal, H. Y. A., & Nteziryayo, T. (2024). Strategies for Quality Health Standards. Cari Journals USA LLC.
Juba, O. O., Olumide, A. F., David, J. I., & Adekunle, K. A. (2024). The Role of Technology in Enhancing Domiciliary Care: A Strategy for Reducing Healthcare Costs and Improving Safety for Aged Adults and Carers. Unique Endeavor in Business & Social Sciences, 3(1), 213-230.
Juba, O. O., Olumide, B. F., David, J. I., Olumide, A. O., Ochieng, J. O., & Adekunle, K. A. (2024). Integrating Mental Health Support into Occupational Safety Programs: Reducing Healthcare Costs and Improving Well-Being of Healthcare Workers Post-COVID-19. Revista de Inteligencia Artificial en Medicina, 15(1), 365-397.
Omolara, J. Occupational Health and Safety Challenges Faced by Caregivers and the Respective Interventions to Improve their Wellbeing.
Abdul, S. (2024). AI innovations and financial performance: An examination of patent filings and revenue generation. International Journal of Science and Research Archive.
Khan, S. M., Ismail, B. I., Abdul, S., & Sattar, S. A. (2024). Investigate the use of natural language processing (NLP) techniques to extract relevant information from clinical notes and identify diseases. Unique Endeavor in Business & Social Sciences, 3(1), 189-212.
Abdul, S. Blockchain Technology: Transforming Accounting, Marketing, and Supply Chain Management.
Khan, S. M., Abdul, S., Prasanthi, M., Navaneethakrishnan, S. R., & Sakthi, S. Al And ML Applications in Supply Chain Management: A Review.
Abdul, S., Ismail, B. I., Khan, S. M., & Sattar, S. A. (2024, January 31). An Empirical Examination of the Novel Approach to Increase Supply Chain Resilience and Performance with a Disruption due to the Flowing Effect on Demand Using technology Platform Developed for Artificial Intelligence-driven Innovation. https://ijaeti.com/index.php/Journal/article/view/476
Dalal, A. (2018). Cybersecurity And Artificial Intelligence: How AI Is Being Used in Cybersecurity To Improve Detection And Response To Cyber Threats. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 9(3), 1416-1423.
Dalal, A., & Roy, R. (2021). CYBERSECURITY AND PRIVACY: BALANCING SECURITY AND INDIVIDUAL RIGHTS IN THE DIGITAL AGE. JOURNAL OF BASIC SCIENCE AND ENGINEERING, 18(1).
Sattar, S. A., Abdul, S., Khan, S. M., & Ismail, B. I. (2022, December 31). Predicting And Fighting Cyber Threats Through AI-generated Threat Intelligence. https://redcrevistas.com/index.php/Revista/article/view/46
Juba, O. O., Olumide, A. O., Ochieng, J. O., & Aburo, N. A. (2022, August 30). Evaluating the Impact of Public Policy on the Adoption and Effectiveness of Community-Based Care for Aged Adults. https://ijmlrcai.com/index.php/Journal/article/view/59
Muhammad, S., Meerjat, F., Meerjat, A., & Dalal, A. (2023). Enhancing Cybersecurity Measures for Blockchain: Securing Transactions in Decentralized Systems. Unique Endeavor in Business & Social Sciences, 2(1), 120-141.
Muhammad, S., Meerjat, F., Meerjat, A., Naz, S., & Dalal, A. (2023). Strengthening Mobile Platform Cybersecurity in the United States: Strategies and Innovations. Revista de Inteligencia Artificial en Medicina, 14(1), 84-112.
Juba, O. O., Lawal, O., David, J. I., & Olumide, B. F. (2023). Developing and Assessing Care Strategies for Dementia Patients During Unsupervised Periods: Balancing Safety with Independence. International Journal of Advanced Engineering Technologies and Innovations, 1(04), 322-349.
Muhammad, S., Meerjat, F., Meerjat, A., Dalal, A., & Abdul, S. (2023, April 24). Enhancing Cybersecurity Measures for Blockchain: Securing Transactions in Decentralized Systems. https://unbss.com/index.php/unbss/article/view/53
Ismail, B. I., Abdul, S., Khan, S. M., Sattar, S. A., & Muhammad, S. (2023, April 10). AI for Cyber Security: Automated Incident Response Systems. https://jest.com.pk/index.php/jest/article/view/174
Juba, O. O., Olumide, A. O., & Azeez, O. (2023, November 14). The Influence of Family Involvement on the Quality of Care for Aged Adults: A Comparative Study. https://jest.com.pk/index.php/jest/article/view/177
Abdul, S., Ismail, B. I., Khan, S. M., Sattar, S. A., & Muhammad, S. (2023, August 31). Assessing AI-Based Threat Detection in the Cloud Security. https://ijmlrcai.com/index.php/Journal/article/view/52
Dalal, A., Venaik, U., Kumari, R., & Venaik, A. (2023). ChatGPT’s Role In Healthcare Education, Research, And Practice: A Systematic Review Of Promising Prospects And Legitimate Concerns. Educational Administration: Theory and Practice, 29(1), 337-344.
Haque, A., Kholilullah, I., Sharma, A., Mohammad, A., & Khan, S. I. (2024). Analysis of Different Control Approaches for a Local Microgrid: A Comparative Study. Control Systems and Optimization Letters, 2(1), 94-102.
Mohammad, A., Shovon, R. B., Hasan, M. M., Das, R., Munayem, N. M. A., & Arif, A. (2024). Perovskite Solar Cell Materials Development for Enhanced Efficiency and Stability. Power System Technology, 48(1), 119-135.
Ibrahim, A. S. M., Mohammad, A., Nuruzzamal, M., & Shams, S. N. (2024). Fruit Waste Management through Vermicomposting: the Case of PRAN, Bangladesh. Formosa Journal of Applied Sciences, 3(3), 925-938.
Ibrahim, A. S. M., Mohammad, A., Khalil, M. I., & Shams, S. N. (2024). Viability of Medium-Scale Vermicompost Plant: a Case Study in Kushtia, Bangladesh. Formosa Journal of Applied Sciences, 3(3), 787-796.
Ibrahim, A. S. M., Rahman, M., Dipu, D. K., Mohammad, A., Mazumder, G. C., & Shams, S. N. (2024). Bi-Facial Solar Tower for Telecom Base Stations. Power System Technology, 48(1), 351-365.
Mohammad, A., Mahjabeen, F., Bahadur, S., & Das, R. (2022). Photovoltaic Power plants: A Possible Solution for Growing Energy Needs of Remote Bangladesh. NeuroQuantology, 20(15), 5503.
Mohammad, A., & Mahjabeen, F. (2023). Promises and challenges of perovskite solar cells: a comprehensive review. BULLET: Jurnal Multidisiplin Ilmu, 2(5), 1147-1157.
Bahadur, S., Mondol, K., Mohammad, A., Mahjabeen, F., Al-Alam, T., & Bulbul Ahammed, M. (2022). Design and Implementation of Low Cost MPPT Solar Charge Controller.
Mohammad, A., & Mahjabeen, F. (2023). From silicon to sunlight: exploring the evolution of solar cell materials. JURIHUM: Jurnal Inovasi dan Humaniora, 1(2), 316-330.
Mohammad, A., Das, R., & Mahjabeen, F. (2023). Synergies and Challenges: Exploring the Intersection of Embedded Systems and Computer Architecture in the Era of Smart Technologies. Asian Journal of Mechatronics and Electrical Engineering, 2(2), 105-120.
Mohammad, A., Das, R., Islam, M. A., & Mahjabeen, F. (2023). AI in VLSI Design Advances and Challenges: Living in the Complex Nature of Integrated Devices. Asian Journal of Mechatronics and Electrical Engineering, 2(2), 121-132.
Maizana, D., Situmorang, C., Satria, H., Yahya, Y. B., Ayyoub, M., Bhalerao, M. V., & Mohammad, A. (2023). The Influence of Hot Point on MTU CB Condition at the Pgeli-Giugur 1 Bay Line (PT. PLN Paya Geli Substation). Journal of Renewable Energy, Electrical, and Computer Engineering, 3(2), 37-43.
Islam, M. F., Debnath, S., Das, H., Hasan, F., Sultana, S., Datta, R., Mallik, B., & Halimuzzaman, M. (2024). Impact of Rapid Economic Development with Rising Carbon Emissions on Public Health and Healthcare Costs in Bangladesh. Journal of Angiotherapy, 8(7), 1–9. https://doi.org/10.25163/angiotherapy.879828
Halimuzzaman, Md., Sharma, Dr. J., Bhattacharjee, T., Mallik, B., Rahman, R., Rezaul Karim, M., Masrur Ikram, M., & Fokhrul Islam, M. (2024). Blockchain Technology for Integrating Electronic Records of Digital Healthcare System. Journal of Angiotherapy, 8(7). http://publishing.emanresearch.org/Journal/Abstarct/angiotherapy.879740
Islam, M. F., Eity, S. B., Barua, P., & Halimuzzaman, M. (2023). Liabilities of Street Food Vendors for spreading out Chronic Diseases and Environment Pollution: A Study on Chattogram, Bangladesh. JETIR, 10(11), Article 11. https://www.jetir.org/view?paper=JETIR2311233
Islam, M. T., Islam, Md. F., & Sawda, J. (2022). E-commerce and Cyber Vulnerabilities in Bangladesh: A Policy Paper. International Journal of Law and Society (IJLS), 1(3), 184-202.
Islam, M.F., Hasan, Fuad, Islam, S.M.S. and Sajbir, S.I. (2022). Is Export-led Economic Growth Significant in LDCs?: Evidence from Bangladesh. AIUB Journal of Business and Economics, 19(2), pp.93–108.
Banik, B., Banik, S., & Annee, R. R. (2024, August 25). The role of AI in enhancing customer engagement and loyalty. https://redcrevistas.com/index.php/Revista/article/view/107
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Farhana Mahjabeen
This work is licensed under a Creative Commons Attribution 4.0 International License.