This invention discloses a rapid electromagnetic-
thermal coupling optimization method for permanent
magnet motors considering demagnetization. Specifically, it involves finding an
initial topology for the
permanent magnet motor that satisfies the temperature rise condition after electromagnetic-
thermal coupling calculations, and obtaining the average temperature rise of each component of the motor. This temperature rise is then fixed in the parametric
electromagnetic model of the motor, and the
motor efficiency is calculated using LHS sampling and
finite element method. or With the degree of demagnetization D m Furthermore, a demagnetization penalty term is introduced into the efficiency calculation. D m Mapped to a 01 array, denoted as D m_01 Using efficiency data and demagnetization data D m_01 The
Kriging response surface and the
decision tree response surface were trained separately. Using demagnetization as a constraint, the
motor efficiency was optimized and validated using NAGA-II. If the accuracy of the efficiency response surface was insufficient, it was trained and optimized again to enhance its predictive ability in the high-efficiency region of the motor. Electromagnetic-
thermal coupling calculations were performed using the highest-efficiency topology predicted by the efficiency response surface to obtain the efficiency. or re .like or re If the requirements are met, the optimization ends; if not, a new round of optimization begins, and this cycle continues.