Experiment study of machine-learning-based approximate model predictive control for energy-efficient building control

• Main Authors: Yang, Shiyu, Wan, Man Pun, 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; Model Predictive Control; Machine-Learning
• Online Access: https://hdl.handle.net/10356/160297
• Institution: Nanyang Technological University

The adoption of model predictive control (MPC) for building automation and control applications is challenged by the high hardware and software requirements to solve its optimization problem. This study proposes an approximate MPC that mimics the dynamic behaviours of MPC using the recurrent neural...