Multi-Scale Aggregation with Self-Attention Network for Modeling Electrical Motor Dynamics

Kuan-Chih Huang,Hao-Hsiang Yang,Wei-Ting Chen,Kuan-Chih Huang,Hao-Hsiang Yang,Wei-Ting Chen

Modeling induction motor dynamics is a crucial problem in the industry. The previous works mainly model the dynamics based on the physical model assumption and state equation. However, due to the complex internal structure of motors, the traditional methods cannot estimate dynamics precisely. To address this issue, we adopt a deep learning-based approach that takes the time-series motor data measu...