Optimal design of pma-synrm for e-bike traction motor using adaptive interpolation robustness optimization algorithm

This paper proposes an adaptive interpolation robustness optimization algorithm (AIROA) for the robust optimal design of a permanent magnet assisted synchronous reluctance motor for electric bicycle (EB) traction. The AIROA can drastically reduce the number of function calls to converge to an optima...

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Veröffentlicht in:International journal of automotive technology Jg. 25; H. 1; S. 37 - 46
Hauptverfasser: Son, Ji-Chang, Lim, Dong-Kuk
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Seoul The Korean Society of Automotive Engineers 01.02.2024
Springer Nature B.V
한국자동차공학회
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ISSN:1229-9138, 1976-3832
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Abstract This paper proposes an adaptive interpolation robustness optimization algorithm (AIROA) for the robust optimal design of a permanent magnet assisted synchronous reluctance motor for electric bicycle (EB) traction. The AIROA can drastically reduce the number of function calls to converge to an optimal solution by interpolating the problem regions. Especially, the AIROA effectively adjusts the number of generated samples using the diversification strategy with novel initial sampling strategy. Moreover, in the intensive searching strategy, the calculation time for generating a surrogate model and the accuracy of the solutions of the surrogate model can be enhanced as the AIROA adjusts the resolution of the interpolation near the roughly found solutions. At the end of the algorithm, a robustness test strategy is conducted, and a robust optimal solution is determined considering the accuracy of the interpolated uncertainty band of both global and local solutions. The superior performance of the AIROA was verified by two mathematical test functions. The applicability of the practical motor design was verified by applying the AIROA to the optimal design of the EB traction motor and successfully deriving the robust optimum design. The prototype motor was manufactured, and further validation was conducted by comparing the experimental results.
AbstractList This paper proposes an adaptive interpolation robustness optimization algorithm (AIROA) for the robust optimal design of a permanent magnet assisted synchronous reluctance motor for electric bicycle (EB) traction. The AIROA can drastically reduce the number of function calls to converge to an optimal solution by interpolating the problem regions. Especially, the AIROA eff ectively adjusts the number of generated samples using the diversifi cation strategy with novel initial sampling strategy. Moreover, in the intensive searching strategy, the calculation time for generating a surrogate model and the accuracy of the solutions of the surrogate model can be enhanced as the AIROA adjusts the resolution of the interpolation near the roughly found solutions. At the end of the algorithm, a robustness test strategy is conducted, and a robust optimal solution is determined considering the accuracy of the interpolated uncertainty band of both global and local solutions. The superior performance of the AIROA was verifi ed by two mathematical test functions. The applicability of the practical motor design was verifi ed by applying the AIROA to the optimal design of the EB traction motor and successfully deriving the robust optimum design. The prototype motor was manufactured, and further validation was conducted by comparing the experimental results. KCI Citation Count: 0
This paper proposes an adaptive interpolation robustness optimization algorithm (AIROA) for the robust optimal design of a permanent magnet assisted synchronous reluctance motor for electric bicycle (EB) traction. The AIROA can drastically reduce the number of function calls to converge to an optimal solution by interpolating the problem regions. Especially, the AIROA effectively adjusts the number of generated samples using the diversification strategy with novel initial sampling strategy. Moreover, in the intensive searching strategy, the calculation time for generating a surrogate model and the accuracy of the solutions of the surrogate model can be enhanced as the AIROA adjusts the resolution of the interpolation near the roughly found solutions. At the end of the algorithm, a robustness test strategy is conducted, and a robust optimal solution is determined considering the accuracy of the interpolated uncertainty band of both global and local solutions. The superior performance of the AIROA was verified by two mathematical test functions. The applicability of the practical motor design was verified by applying the AIROA to the optimal design of the EB traction motor and successfully deriving the robust optimum design. The prototype motor was manufactured, and further validation was conducted by comparing the experimental results.
Author Lim, Dong-Kuk
Son, Ji-Chang
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  surname: Son
  fullname: Son, Ji-Chang
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  givenname: Dong-Kuk
  surname: Lim
  fullname: Lim, Dong-Kuk
  email: ldk8745@ulsan.ac.kr
  organization: Department of Electrical, Electronic and Computer Engineering, University of Ulsan
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Issue 1
Keywords Interpolation
Permanent magnet motors
Traction motors
Robustness
Design optimization
Language English
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한국자동차공학회
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Snippet This paper proposes an adaptive interpolation robustness optimization algorithm (AIROA) for the robust optimal design of a permanent magnet assisted...
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SubjectTerms Algorithms
Automotive Engineering
Computer programming
Design optimization
Electric
Electric bicycles
Electric motors
Electrical and Electronics
Engineering
Fuel Cell
Hybrid Vehicle
Interpolation
Model accuracy
Optimization algorithms
Permanent magnets
Robustness (mathematics)
Sampling
자동차공학
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Title Optimal design of pma-synrm for e-bike traction motor using adaptive interpolation robustness optimization algorithm
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