Data-Enabled Finite State Predictive Control for Power Converters via Adaline Neural Network

• Published in: IEEE transactions on industrial electronics (1982) Vol. 72; no. 3; pp. 2244 - 2253
• Main Authors: Wu, Wenjie, Qiu, Lin, Liu, Xing, Ma, Jien, Rodriguez, Jose, Fang, Youtong
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.03.2025; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Adaline; Adaptation models; Capacitors; Data models; Dynamic models; dynamic-linearization; Electric potential; Inverters; model predictive control (MPC); Neural networks; Parameters; Power converters; Predictive control; Predictive models; robustness; Simulation; Switches; Voltage; Voltage control

Finite control-set model predictive control (FCS-MPC) has been found as a promising alternative in the control of power converters and motor drives, albeit with model dependence issues. This inherent defect of the FCS-MPC controller triggered the widespread of model-free or data-driven control schem...