An-Tao Ren

Practical Applications of Machine Learning in Manufacturing: Virtual Power Plants and Coordinated Computing and Power Management

This paper uses publicly available UCI electricity consumption data to examine how machine learning affects day-ahead load forecasting and energy storage dispatch. Hourly loads from 20 large electricity users are aggregated to simulate a virtual power plant. The experiments compare naive baselines with direct regressio...