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基于支持向量机的直升机建模
引用本文:王书舟,伞冶. 基于支持向量机的直升机建模[J]. 计算机集成制造系统, 2008, 14(3): 470-476
作者姓名:王书舟  伞冶
作者单位:哈尔滨工业大学 航天学院,黑龙江,哈尔滨,150001;哈尔滨工业大学 航天学院,黑龙江,哈尔滨,150001
摘    要:为建立高精度的直升机仿真模型,首次把支持向量机方法引入直升机智能化建模领域。对实际飞行数据进行野值剔除、高频滤波和微分平滑等预处理。在此基础上,利用支持向量机建立了直升机自转着陆过程的旋翼转速模型。与神经网络模型相比,该模型具有结构简单、运算速度快、泛化能力高等特点。理论分析和仿真结果表明,用支持向量机建立直升机的仿真模型是切实可行的。

关 键 词:支持向量机  直升机  仿真模型  泛化能力
文章编号:1006-5911(2008)03-0470-07
修稿时间:2007-10-15

Modeling for helicopter based on support vector machine
WANG Shu-zhou,SAN Ye. Modeling for helicopter based on support vector machine[J]. Computer Integrated Manufacturing Systems, 2008, 14(3): 470-476
Authors:WANG Shu-zhou  SAN Ye
Affiliation:WANG Shu-zhou,SAN Ye (School of Astronautics,Harbin Institute of Technology,Harbin 150001,China)
Abstract:To construct simulation model of a helicopter with high precision,the Support Vector Machine(SVM) method was introduced to the field of intelligent modeling of a helicopter.Based on pretreatment of practical flight data,such as eliminating outliers,filtering of high frequency noise,and differential smooth,the rotator speed model for landing process of a helicopter with rotator self-rotating was built up.Compared to the neural network model,the SVM simulation model of the helicopter was characterized by its ...
Keywords:support vector machine  helicopter  simulation model  generalization ability  
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