Thermal Modeling with Surrogate Model-Based Optimization of Direct Oil Cooling Heat Transfer Coefficient for HEV Motor

被引：2
|
作者：
Im, So-Yeon [1 ]
Lee, Tae-Gun [1 ]
Kim, Ki-Won [1 ]
Park, Jin-Cheol [2 ]
Chin, Jun-Woo [3 ]
Lim, Myung-Seop [2 ]
机构：
[1] Hanyang Univ, Dept Automot Engn Automot Comp Convergence, Seoul, South Korea
[2] Hanyang Univ, Dept Automot Engn, Seoul, South Korea
[3] Korea Automot Technol Inst, Adv Powertrain R&D Ctr, Cheonan, South Korea
来源：
2022 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE) | 2022年
基金：
新加坡国家研究基金会;
关键词：
hybrid electric vehicle motor; kriging surrogate model; oil cooling system; optimization; thermal modeling;
D O I：
10.1109/ECCE50734.2022.9947410
中图分类号：
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号：
0807 ; 0820 ;
摘要：
The oil cooling system using automatic transmission fluid applied to the traction motor for driving the P2 hybrid electric vehicle prevents deterioration of the motor performance due to temperature rise. Predicting the nonlinear behavior of automatic transmission fluid scattered through the motor shaft is complicated to approach mathematically. Therefore, in this study, the correlation process of oil cooling heat transfer coefficient by automatic transmission fluid under specific load conditions is proposed, and kriging surrogate model-based optimizations are performed to predict the motor temperature through a direct oil-cooled lumped parameter thermal network. The configured oil-cooled thermal model has high accuracy for temperature prediction but requires expansion.
引用
收藏
页数：7
相关论文
共 50 条
  • [31] A supercritical carbon dioxide cooling heat transfer machine learning prediction model based on direct numerical simulation
    Wu, Dingchen
    Wei, Mingshan
    Tian, Ran
    Zhao, Yihang
    Guo, Jianshe
    INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER, 2025, 163
  • [32] Heat transfer research on the cooling process of waxy crude oil storage in the vault tank based on VOF model
    Dong, Hang
    Zhang, Shunke
    Zhao, Jian
    Cheng, Qinglin
    Liu, Xiaoyan
    APPLIED THERMAL ENGINEERING, 2025, 258
  • [33] Hierarchical thermal modeling and surrogate-model-based design optimization framework for cold plates used in battery thermal management systems
    Ebbs-Picken, Takiah
    Da Silva, Carlos M.
    Amon, Cristina H.
    APPLIED THERMAL ENGINEERING, 2024, 253
  • [34] Study on dynamic thermal control performance of positive temperature coefficient (PTC) material based on a novel heat transfer model considering internal heat transfer
    Wang, Ruo-Jiang
    Pan, Yu-Hui
    Nian, Yong-Le
    Cheng, Wen-Long
    APPLIED THERMAL ENGINEERING, 2020, 165
  • [35] Stress Optimization of High-speed Permanent Magnet Motor Based on Few-shot Transfer Learning Surrogate Model
    Xie B.
    Zhang Y.
    Liu G.
    Zhang F.
    Li Y.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2024, 44 (13): : 5362 - 5373
  • [36] A model-based design optimization strategy for ground source heat pump systems with integrated photovoltaic thermal collectors
    Xia, Lei
    Ma, Zhenjun
    Kokogiannakis, Georgios
    Wang, Zhihua
    Wang, Shugang
    APPLIED ENERGY, 2018, 214 : 178 - 190
  • [37] ROBUST MODEL FOR PREDICTING THE AVERAGE FILM COOLING HEAT TRANSFER COEFFICIENT OVER A TURBINE BLADE BASED ON THE FINITE VOLUME STUDY
    Payandehdoost, M.
    Amanifard, N.
    Naghashnejad, M.
    Deylami, H. M.
    HEAT TRANSFER RESEARCH, 2014, 45 (07) : 643 - 657
  • [38] Preventing thermal runaway propagation in lithium-ion batteries: Model-based optimization of interstitial heat-absorbing thermal barriers
    Menz, Fabian
    Bausch, Bruno
    Barillas, Joaquin Klee
    Boese, Olaf
    Danzer, Michael A.
    Hoelzle, Markus
    JOURNAL OF POWER SOURCES, 2023, 584
  • [39] Model-Based Design and Optimization of the Microscale Mass Transfer Structure in the Anode Catalyst Layer for Direct Methanol Fuel Cell
    Cai, Weiwei
    Yan, Liang
    Liang, Liang
    Xing, Wei
    Liu, Changpeng
    AICHE JOURNAL, 2013, 59 (03) : 780 - 786
  • [40] Optimization by Means of an Analytical Heat Transfer Model of a Thermal Insulation for CSP Applications Based on Radiative Shields
    Gaetano, A.
    Roncolato, J.
    Montorfano, D.
    Barbato, M. C.
    Ambrosetti, G.
    Pedretti, A.
    SOLARPACES 2015: INTERNATIONAL CONFERENCE ON CONCENTRATING SOLAR POWER AND CHEMICAL ENERGY SYSTEMS, 2016, 1734
12345