Kriging 기법을 활용한 공랭식 외전형 인휠 구동 모터의 최적 설계 연구

A Study on the Optimal Design of the Air-cooled Outer Rotor In-Wheel Traction SPMSM using Kriging Surrogate Model
  • 김재현
  • 성무현
  • 박관태
  • 정승현
  • 임명섭

초록

Outer rotor surface-mounted permanent magnet synchronous motor(SPMSM) is one of the topologies of radial flux permanent magnet(RFPM) motor that can produce relatively large torque because of its large outer diameter. In-wheel motors driven by direct drive system increasing driving efficiency by minimizing powertrain. In-wheel motors are being studied a lot as outer rotor SPMSM. In the case of outer rotor PMSM, there are some disadvantages to apply the forced cooling system such as water cooling or oil cooling due to the stator located inside. In addition, various problems occur such as vibration and acceleration performance because In-wheel motor increases unsprung mass. Therefore, air-cooled, to reduce unsprung mass keeping advantages of direct drive system, outer rotor SPMSM In-wheel motor optimal design is performed. This study presents an optimal design method that maximizes the efficiency of the air-cooled In-wheel motor using the Kriging method, which creates an surrogate model based on the analysis results of experiments.

키워드

Current density(전류 밀도)Copper loss(동손)Iron loss(걸손)Mechanical loss(기계손)Optimal design(최적설계)Kriging surrogate model(크리깅 대체 모델)
제목
Kriging 기법을 활용한 공랭식 외전형 인휠 구동 모터의 최적 설계 연구
제목 (타언어)
A Study on the Optimal Design of the Air-cooled Outer Rotor In-Wheel Traction SPMSM using Kriging Surrogate Model
저자
김재현성무현박관태정승현임명섭
발행일
2023-05
유형
Proceeding
저널명
2023 한국자동차공학회 춘계학술대회 논문집
페이지
755 ~ 759