“…The traditional PI control strategy has the problems of poor system stability and low control precision, which can't meet the requirements of PMSM high-performance control. At present, the research on PMSM control strategy mainly includes: neural network method [1,2,3,4]; Model reference adaptive method [5,6,7]; State observer [8,9,11]; High frequency injection signal method [12,13,14,15,16], etc [17,18,19]. However, the traditional MRAS has some problems, such as large parameter perturbation, slow reaction speed and poor tracking accuracy, which have triggered a large number of scholars at home and abroad.…”