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Thrust estimator design based on least squares support vector regression machine

本站小编 哈尔滨工业大学/2019-10-23

Thrust estimator design based on least squares support vector regression machine

ZHAO Yong-ping1,2, SUN Jian-guo2

1.Intelligent Ammunition Tecnology Laboratory of National Defence,Nanjing University of Science & Technology,Nanjing 210094,China;2.College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China



Abstract:

In order to realize direct thrust control instead of traditional sensor-based control for aero-engines,it is indispensable to design a thrust estimator with high accuracy,so a scheme for thrust estimator design based on the least square support vector regression machine is proposed to solve this problem. Furthermore,numerical simulations confirm the effectiveness of our presented scheme. During the process of estimator design,a wrapper criterion that can not only reduce the computational complexity but also enhance the generalization performance is proposed to select variables as input variables for estimator.

Key words:  least squares  support vector machine  direct thrust control  wrapper criterion

DOI:10.11916/j.issn.1005-9113.2010.04.027

Clc Number:V231

Fund:


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