Co-Design of USV Control System Based on Fuzzy Satisfactory Optimization for Automatic Target Arriving and Berthing

计算机科学 模糊控制系统 模糊逻辑 控制(管理) 人工智能
作者
Taoyi Chen,Huixiang Peng,Chang Xiaoyu,Xiaonan Zhang,Didi Wang
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:12: 102449-102460 被引量:2
标识
DOI:10.1109/access.2024.3432868
摘要

Most of the previous research about unmanned surface vehicle (USV) control system just focuses on reaching the target but not considers berthing. Moreover, computation cost is rarely concerned. For automatic target arriving and berthing of USV in presence of multi-shape convex obstacles and disturbances, this paper designs a composite control system including trajectory optimization and trajectory tracking. In order to generate a smooth and optimal trajectory, two objectives including minimum running time and energy consumption are proposed, and their priority requirement is presented. Fuzzy satisfactory optimization is introduced to reformulate the objective functions, and the membership degree difference is used to model priority between two objectives. The obstacle avoidance constraint is developed based on the improved P-criterion. The comprehensive optimization model is established to obtain the maximum membership degree. Further, the priority optimization model is proposed to expand the feasible domain by relaxing the comprehensive optimization result. Two models are discretized by Gaussian pseudospectral method to find the optimal solution. To achieve good trajectory tracking under disturbances, two first-order active disturbance rejection control (ADRC) controllers are designed to follow the desired longitudinal velocity and course angular velocity. All the velocities of USV can converge. The simulation proves the effectiveness of the proposed co-designed system by comparing with other methods.
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