Model predictive control with adaptive machine-learning-based model for building energy efficiency and comfort optimization

• Main Authors: Yang, Shiyu, Wan, Pun Man, Chen, Wanyu, Ng, Bing Feng, Dubey, Swapnil
• Other Authors: School of Mechanical and Aerospace Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Mechanical engineering; Artificial Neural Network; Model Predictive Control
• Online Access: https://hdl.handle.net/10356/155501
• Institution: Nanyang Technological University

A model predictive control system with adaptive machine-learning-based building models for building automation and control applications is proposed. The system features an adaptive machine-learning-based building dynamics modelling scheme that updates the building model regularly using online buildi...