Photovoltaic Systems

7 Deep Learning–Based Predictive Maintenance of Photovoltaic Panels

T. Yuvaraj

Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, India

DOI: 10.1201/9781003202288-7

Contents

1. 7.1 Introduction
2. 7.2 PV Panel Maintenance
   • 7.2.1 Need for PV Panel Maintenance
   • 7.2.2 Various PV Maintenance Methods
3. 7.3 Predictive Maintenance
   • 7.3.1 Necessity
   • 7.3.2 Current Approaches and Opportunities
   • 7.3.3 Comparison and Suitability of Deep Learning in Predictive Maintenance
   • 7.3.4 Predictive Maintenance Process Using Deep Learning
   • 7.3.5 Hazards in Predictive Maintenance
   • 7.3.6 Advantages of Preventive Maintenance
   • 7.3.7 Recommendations and Future Direction
4. 7.4 Conclusion
5. References

Learning Outcomes

1. To study the need and challenges for ...