Machine Learning-Based Power Quality Improvement System For Micro-Grid

... "MACHINE LEARNING BASED POWER QUALITY IMPROVEMENT SYSTEM FOR MICRO-GRID " Exemplary aspects of the present disclosure are directed towards the Machine Learning Based Power Quality Improvement System for Micro-Grid consists of the plurality of Smart Line Monitoring & Control System (SMCS) 101 connected to Central Monitoring & Control System (CMCS) 103 through Communication-Network 102. SMCS 101 is an integration of microcontroller 101a with advanced power-management chip 101b, Six potential-transformers 101d, Six current-sensors 101c, Circuitry for Circuit-Breaker 10le control, and Capacitor-Banks 101f. SMCS 101 uses the Random Forest-based Machine-Learning (ML) algorithm to predict power quality issues and operates respective Capacitor-Banks 101f for mitigating voltage and frequency profiles. All the power data received by CMCS 103 is normalized and fed to relevant ML algorithm to identify and predict, load, line stress and power quality issues and mitigate the problems. Based on mitigation ...