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승용차용 히터 코어 및 증발기의 성능 개선을 위한 메타모델 기반 최적화 연구

A Study on Metamodel-based Optimization to Improve the Performance of a Heater Core and an Evaporator for Passenger Car

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주제분류기계공학

초록

In this study, optimizations were carried out for a heater core and an evaporator installed in a passenger car. The main geometric parameters of each component were selected as design variables, and the main performances examined were the outlet temperature and the pressure drop. In addition, the sensitivity analysis was performed to grasp the dominant design variable. The thermal flow analysis for each component was performed using the commercial program STAR CCM+. On the other hand, EasyDesign, a commercial program based on DOE and metamodel-based optimization, was used as an optimization tool. The optimized performances of the heater core were compared with performance target, and finally, the improved designs of the heater and the evaporator were presented.

Abstract

In this study, optimizations were carried out for a heater core and an evaporator installed in a passenger car. The main geometric parameters of each component were selected as design variables, and the main performances examined were the outlet temperature and the pressure drop. In addition, the sensitivity analysis was performed to grasp the dominant design variable. The thermal flow analysis for each component was performed using the commercial program STAR CCM+. On the other hand, EasyDesign, a commercial program based on DOE and metamodel-based optimization, was used as an optimization tool. The optimized performances of the heater core were compared with performance target, and finally, the improved designs of the heater and the evaporator were presented.

참고문헌 (7)

  1. J. Y. Shi, "Effect of inlet manifold structure on the performance of the heater core in the automobile air-conditioning systems", Applied Thermal Engineering, 30(8, pp.9) (2010), 1016~1021
  2. I. Bayraktar, "Computational simulation methods for vehicle thermal management", Applied Thermal Engineering, 36, pp.325~329 (2012)
  3. 이동렬, "차량용 HVAC 콘덴서 내의 열유동 해석", 한국기계기술학회지, 15(4), pp.485~490 (2013), 한국기계기술학회[DOI]
  4. S. P. Praveen Kumar, "Optimum design of finned tube feat exchanger using DOE", Proceedings of Asian Conference on Intelligent Information and Database Systems 2015(Lecture Notes in Computer Science), 9012, pp.569~576 (2015), Springer
  5. 정복주, "공공기관 고객만족지수를 이용한 대학의 고객만족 측정도구 개발", 한국콘텐츠학회 논문지, 18(12), pp.25~34 (2018), 한국콘텐츠학회[DOI]
  6. 노대경, "유압 드리프터의 동적성능 최적화 사례", 한국시뮬레이션학회 논문지, 28(2), pp.35~48 (2019), 한국시뮬레이션학회[DOI]
  7. M. S. Kim, "User's Guide for EasyDesign", Institute of Design Optimization, Inc, ~ (2011)

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