Direct Torque Control of Induction Motor Using ConvLSTM Based on Gaussian Pillbox Surface

This article introduces long short-term memory (LSTM)-enabled direct torque control (DTC) for induction motor under a wide range of operation. Low-power applications industrial drives are more as compared to high-power applications. The main objective this paper is address high torque, poor dynamic response, and flux ripple problems observed in low-power drives. voltage selector switching table replaced by LSTM encoder embedding layer with hysteresis comparator. will ensure robust against disturbances at the same time enhance stator trajectory prediction DTC. Most studies describe DTC higher speed. In article, has been applied lower speed IM, typically 100 RPM. Different models have also presented terms response time. A detailed comparative analysis between fuzzy ANFIS-based carried out using MATLAB/Simulink model. performance evaluated steady transient conditions well.