Machine-learning-based model predictive control with instantaneous linearization - a case study on an air-conditioning and mechanical ventilation system

• Main Authors: Yang, Shiyu, Wan, Man Pun
• 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/10356/160301
• Institution: Nanyang Technological University

Machine-learning (ML) –based building models have been gaining popularity in constructing model predictive control (MPC) for building energy management applications. However, ML-based building models are usually nonlinear so to capture the building dynamics, leading to high computation load for MPC,...