Title :
Application of the variable weight combination model in aero-generator life prediction
Author :
Cui, Jianguo ; Shi, Jianqiang ; Li, Yuezhong ; Dong, Shiliang ; Cui, Xiao ; Huang, Tao
Author_Institution :
Sch. of Autom., Shenyang Aerosp. Univ., Shenyang, China
Abstract :
Aero-generator life prediction is an important problem to solve in aviation industry. This paper proposes a variable weight combination model, which is Based on MGM(1, n) model and LSSVM model, to predicts the life of aero-generator. By the use of special accelerating life test platform for a certain type of real aero-generator, test data of the input speed, fuel injection pressure, load, inlet oil temperature as well as other life characteristic parameters of generator are obtained. After an in-depth analysis of these parameters, the variable weight combination model is built, to solve the problem that the prediction accuracy of traditional single life prediction model is not satisfactory. Then use the combination model to predict the life parameters of aero-generator. Research results show the superiority of combination model that the prediction accuracy of the variable weight combination model is better than each single prediction model. The variable weight combination model may accurately achieve the purpose of aero-generator life prediction and has good practical engineering value.
Keywords :
aerospace industry; life testing; accelerating life test platform; aero-generator life prediction; aviation industry; life prediction model; variable weight combination model; Accuracy; Aircraft propulsion; Fuels; Mathematical model; Predictive models; Support vector machines; Aero-generator; LSSVM; Life Prediction; MGM(1, n); Variable Weight Combination Model;
Conference_Titel :
Control and Decision Conference (CCDC), 2011 Chinese
Conference_Location :
Mianyang
Print_ISBN :
978-1-4244-8737-0
DOI :
10.1109/CCDC.2011.5968761