Interior Point Algorithm for Multi-UAVs Formation Autonomous Reconfiguration

IF 1 Q4 AUTOMATION & CONTROL SYSTEMS
Wang Jian-hong, Rana Javed Masood
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引用次数: 2

Abstract

Here the problem of designing multi-UAVs formation autonomous reconfiguration is considered. Combined with three kinds of cost functions, nonlinear dynamic equations, and four inequality constraints, one nonlinear multiobjective optimization problem is constructed. After applying weighted sum method and separating all equality or inequality constraints, the former nonlinear multiobjective optimization problem can be converted into a standard nonlinear single objective optimization problem. Then the interior point algorithm is applied to solve it. Further some improvements are proposed to avoid rank deficiency of some matrices. The equivalence property between multiobjective optimization and single objective optimization through weighted sum method is proved. Finally the efficiency of the proposed strategy can be confirmed by the simulation example results.
多无人机编队自主重构的内点算法
本文研究了多无人机编队自主重构的设计问题。结合三种成本函数、非线性动力学方程和四种不等式约束,构造了一个非线性多目标优化问题。采用加权和法,分离所有的等式或不等式约束后,可以将原来的非线性多目标优化问题转化为标准的非线性单目标优化问题。然后用内点算法求解。为了避免某些矩阵的秩不足,进一步提出了一些改进方法。用加权和法证明了多目标优化与单目标优化的等价性。最后通过仿真算例结果验证了所提策略的有效性。
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来源期刊
Journal of Control Science and Engineering
Journal of Control Science and Engineering AUTOMATION & CONTROL SYSTEMS-
CiteScore
4.70
自引率
0.00%
发文量
54
审稿时长
19 weeks
期刊介绍: Journal of Control Science and Engineering is a peer-reviewed, open access journal that publishes original research articles as well as review articles in all areas of control science and engineering.
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