JOURNAL ARTICLE

Constrained Adaptive Neural Control for Air-Breathing Hypersonic Vehicles without Backstepping

Shili TanHumin LeiPengfei Wang

Year: 2018 Journal:   Mathematical Problems in Engineering Vol: 2018 Pages: 1-13   Publisher: Hindawi Publishing Corporation

Abstract

An adaptive neural control scheme without backstepping is proposed for the air-breathing hypersonic vehicle subject to input constraints. To estimate the unknown nonlinearity of velocity subsystem and altitude subsystem, two radial basis function neural networks (RBFNNs) are constructed. Since the complex backstepping design steps are not needed, the proposed control structure is quite concise and the problem of “explosion of terms” is avoided. Moreover, a novel nonlinear auxiliary system is constructed to solve the problem of input constraints. The advantage of the proposed auxiliary system is that its high-order form has good performance and the parameter tuning is relatively easy. Simulation results show that the designed controllers achieve stable tracking of reference commands with good performance.

Keywords:
Backstepping Control theory (sociology) Artificial neural network Hypersonic speed Nonlinear system Computer science Tracking (education) Scheme (mathematics) Control engineering Control (management) Adaptive control Engineering Mathematics Artificial intelligence Aerospace engineering Physics

Metrics

3
Cited By
0.38
FWCI (Field Weighted Citation Impact)
33
Refs
0.60
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Adaptive Control of Nonlinear Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
Adaptive Dynamic Programming Control
Physical Sciences →  Computer Science →  Computational Theory and Mathematics

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