Optimization of the aero-engine thermal management system with intermediate cycle based on heat current method

被引:4
作者
Liu, Jun -ling [1 ]
Li, Mo-wen [2 ]
Zhang, Tian-Yi [2 ]
Wang, Yun-lei [2 ]
Cao, Zhuo-qun [3 ]
Shao, Wei [3 ,4 ]
Chen, Qun [5 ]
机构
[1] Shandong Univ, Inst Adv Technol, Jinan 250061, Peoples R China
[2] Beijing Power Machinery Inst, Beijing 100071, Peoples R China
[3] Shandong Inst Adv Technol, Jinan 250100, Peoples R China
[4] Shandong Univ, Inst Thermal Sci & Technol, Jinan 250061, Peoples R China
[5] Tsinghua Univ, Dept Engn Mech, Key Lab Thermal Sci & Power Engn, Minist Educ, Beijing 100084, Peoples R China
关键词
Thermal management; Aero-engine; Operation optimization; Design optimization; Heat current method; ARTIFICIAL NEURAL-NETWORK; EXCHANGER; PERFORMANCE; ENGINE; ENERGY; MODEL; PREDICTION; ENTRANSY;
D O I
10.1016/j.applthermaleng.2023.121793
中图分类号
O414.1 [热力学];
学科分类号
摘要
Reliability and efficiency of the aero-engine thermal management system (ATMS) is of great importance to ensure the required working condition. Conventional methods on modeling ATMS are complex and difficult to solve for optimizing the whole system under multiple conditions. This study combines the heat current method and artificial neural network (ANN) to develop the optimization models with the objectives of maximum heat transfer rate and minimum thermal conductivity respectively. The ATMS experimental platform with interme-diate cycle using water as the simulated medium is constructed to verify the optimization reliability. After optimization, the maximum heat transfer rate of ATMS is increased from 7740 W to 8402 W by 8.6%. The minimum thermal conductivity decreases from 1628 W/K to 1032 W/K by 36.6% comparing with the initial working condition. While considering the conditions of artificial control on the fuel oil side, the optimal thermal conductivity decreases from 1628 W/K to 1101 W/K by 32.3%. The optimal findings provide powerful guidance for improving the heat dissipation and reducing weight of the aircraft.
引用
收藏
页数:13
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