AI-Based Performance Analysis in Solar Energy Systems: From Monitoring to Fault Detection
Solar energy systems are designed to generate power consistently, but performance can decline due to factors such as soiling, shading, equipment degradation, and inverter issues. These losses do not always trigger immediate alerts and can go unnoticed, gradually reducing output.
Operators rely on monitoring systems to track generation and flag major deviations. While these systems provide visibility, they are designed to catch larger failures, not smaller performance losses that develop gradually and often go unreported across systems.
