Backstepping-based adaptive control of underactuated AUV subject to unknown dynamics and zero tracking errors

This paper introduces a zero-error tracking control solution for underactuated autonomous underwater vehicle (AUV) facing unknown dynamic and environmental disturbances. The proposed approach integrates the backstepping method with adaptive techniques and neural networks to effectively address the c...

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Published in:Ocean engineering Vol. 302; p. 117640
Main Authors: Zhang, Xuxi, Jiang, Kun
Format: Journal Article
Language:English
Published: Elsevier Ltd 15.06.2024
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ISSN:0029-8018, 1873-5258
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Abstract This paper introduces a zero-error tracking control solution for underactuated autonomous underwater vehicle (AUV) facing unknown dynamic and environmental disturbances. The proposed approach integrates the backstepping method with adaptive techniques and neural networks to effectively address the challenges posed by uncertainties and external disturbances, thereby enhancing the robustness and adaptability of AUV. Subsequently, a boundary estimation method is employed to dynamically update a single adaptive parameter online, leading to a significant reduction in computational workload. To achieve superior asymptotic tracking performance, a different coordinate transformation of fusion scalar function is designed. Moreover, a rigorous analysis of the proposed control scheme is conducted using the Lyapunov-based method, establishing that the tracking error converges asymptotically to zero. Simulation experiments are executed to illustrate the efficacy of the proposed control scheme. •An adaptive backstepping control was developed based on coordinate transformations that integrates scalar functions for underactuated AUV subject to external disturbance and unknown dynamics.•An advantage of the control scheme is that it only contains one adaptive law.•A class of underactuated dynamic models was considered, which makes the controller design more challenging to guarantee the robustness of the system.
AbstractList This paper introduces a zero-error tracking control solution for underactuated autonomous underwater vehicle (AUV) facing unknown dynamic and environmental disturbances. The proposed approach integrates the backstepping method with adaptive techniques and neural networks to effectively address the challenges posed by uncertainties and external disturbances, thereby enhancing the robustness and adaptability of AUV. Subsequently, a boundary estimation method is employed to dynamically update a single adaptive parameter online, leading to a significant reduction in computational workload. To achieve superior asymptotic tracking performance, a different coordinate transformation of fusion scalar function is designed. Moreover, a rigorous analysis of the proposed control scheme is conducted using the Lyapunov-based method, establishing that the tracking error converges asymptotically to zero. Simulation experiments are executed to illustrate the efficacy of the proposed control scheme. •An adaptive backstepping control was developed based on coordinate transformations that integrates scalar functions for underactuated AUV subject to external disturbance and unknown dynamics.•An advantage of the control scheme is that it only contains one adaptive law.•A class of underactuated dynamic models was considered, which makes the controller design more challenging to guarantee the robustness of the system.
ArticleNumber 117640
Author Zhang, Xuxi
Jiang, Kun
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  surname: Jiang
  fullname: Jiang, Kun
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Keywords Autonomous underwater vehicles
Backstepping
Zero-error tracking control
Neural networks
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  ident: 10.1016/j.oceaneng.2024.117640_b9
  article-title: Neural adaptive output feedback tracking control of underactuated AUVs
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2021.109211
– volume: 27
  start-page: 2655
  issue: 6
  year: 2018
  ident: 10.1016/j.oceaneng.2024.117640_b14
  article-title: Design and experimental validation of an adaptive sliding mode observer-based fault-tolerant control for underwater vehicles
  publication-title: IEEE Trans. Control Syst. Technol.
  doi: 10.1109/TCST.2018.2870829
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Snippet This paper introduces a zero-error tracking control solution for underactuated autonomous underwater vehicle (AUV) facing unknown dynamic and environmental...
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SubjectTerms Autonomous underwater vehicles
Backstepping
Neural networks
Zero-error tracking control
Title Backstepping-based adaptive control of underactuated AUV subject to unknown dynamics and zero tracking errors
URI https://dx.doi.org/10.1016/j.oceaneng.2024.117640
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