Direct neural discrete control of hypersonic flight vehicle

This paper investigates the discrete neural control for flight path angle and velocity of a generic hypersonic flight vehicle (HFV). First, strict-feedback form is set up for the attitude subsystem considering flight path angle, pitch angle, and pitch rate by altitude-flight path angle transformatio...

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Main Authors: Xu, Bin, Wang, Danwei, Sun, Fuchun, Shi, Zhongke
其他作者: School of Electrical and Electronic Engineering
格式: Article
語言:English
出版: 2013
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在線閱讀:https://hdl.handle.net/10356/98203
http://hdl.handle.net/10220/17651
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機構: Nanyang Technological University
語言: English
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spelling sg-ntu-dr.10356-982032020-03-07T14:00:29Z Direct neural discrete control of hypersonic flight vehicle Xu, Bin Wang, Danwei Sun, Fuchun Shi, Zhongke School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering This paper investigates the discrete neural control for flight path angle and velocity of a generic hypersonic flight vehicle (HFV). First, strict-feedback form is set up for the attitude subsystem considering flight path angle, pitch angle, and pitch rate by altitude-flight path angle transformation. Secondly, the direct Neural Network (NN) control is proposed for attitude subsystem via back-stepping scheme. The direct design is employed for system uncertainty approximation with less online tuned NN parameters and there is no need to know the information of the upper bound of control gain during the controller design. Thirdly, with error feedback and NN design, the semiglobal uniform ultimate boundedness (SGUUB) stability is guaranteed of the closed-loop system. Similar NN control is applied on velocity subsystem. Finally, the feasibility of the proposed controller is verified by a simulation example. 2013-11-15T02:35:33Z 2019-12-06T19:52:02Z 2013-11-15T02:35:33Z 2019-12-06T19:52:02Z 2012 2012 Journal Article Xu, B., Wang, D., Sun, F., & Shi, Z. (2012). Direct neural discrete control of hypersonic flight vehicle. Nonlinear dynamics, 70(1), 269-278. https://hdl.handle.net/10356/98203 http://hdl.handle.net/10220/17651 10.1007/s11071-012-0451-x en Nonlinear dynamics
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Xu, Bin
Wang, Danwei
Sun, Fuchun
Shi, Zhongke
Direct neural discrete control of hypersonic flight vehicle
description This paper investigates the discrete neural control for flight path angle and velocity of a generic hypersonic flight vehicle (HFV). First, strict-feedback form is set up for the attitude subsystem considering flight path angle, pitch angle, and pitch rate by altitude-flight path angle transformation. Secondly, the direct Neural Network (NN) control is proposed for attitude subsystem via back-stepping scheme. The direct design is employed for system uncertainty approximation with less online tuned NN parameters and there is no need to know the information of the upper bound of control gain during the controller design. Thirdly, with error feedback and NN design, the semiglobal uniform ultimate boundedness (SGUUB) stability is guaranteed of the closed-loop system. Similar NN control is applied on velocity subsystem. Finally, the feasibility of the proposed controller is verified by a simulation example.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Xu, Bin
Wang, Danwei
Sun, Fuchun
Shi, Zhongke
format Article
author Xu, Bin
Wang, Danwei
Sun, Fuchun
Shi, Zhongke
author_sort Xu, Bin
title Direct neural discrete control of hypersonic flight vehicle
title_short Direct neural discrete control of hypersonic flight vehicle
title_full Direct neural discrete control of hypersonic flight vehicle
title_fullStr Direct neural discrete control of hypersonic flight vehicle
title_full_unstemmed Direct neural discrete control of hypersonic flight vehicle
title_sort direct neural discrete control of hypersonic flight vehicle
publishDate 2013
url https://hdl.handle.net/10356/98203
http://hdl.handle.net/10220/17651
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