Multi-objective terminal trajectory optimization based on hybrid genetic algorithm pseudospectral method

IF 0.7 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Electronics Letters Pub Date : 2024-07-23 DOI:10.1049/ell2.13281
Jiaduo Qiu, Shaoqiu Xiao
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Abstract

During terminal guidance, the attack platform is provided with a high-resolution image of the target area through the application of synthetic aperture radar. Additionally, the stealth trajectory with low observability can significantly impact mission success. This paper considers both the performance of missile-borne synthetic aperture radar imaging and stealth performance as influencing factors for terminal trajectory optimization, which is modelled as a constrained multi-objective optimization problem. The application of the pseudospectral method in the solution of optimal control problems has led to the proposal of the hybrid genetic algorithm pseudospectral optimization framework. The problem is decomposed into several single-objective optimal control problems, which can generate a specific initial population for the genetic algorithm to obtain a set of Pareto-optimal solutions. Finally, the numerical simulations demonstrate the effectiveness of the proposed optimization approach compared with the benchmark scheme.

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基于混合遗传算法伪谱法的多目标终点轨迹优化
在终端制导过程中,攻击平台可通过合成孔径雷达获得目标区域的高分辨率图像。此外,可观测性低的隐身弹道也会极大地影响任务的成功率。本文将导弹机载合成孔径雷达成像性能和隐身性能作为末端弹道优化的影响因素,并将其模拟为一个受约束的多目标优化问题。在最优控制问题的求解中应用伪谱方法,提出了混合遗传算法伪谱优化框架。问题被分解成多个单目标最优控制问题,这些问题可以为遗传算法生成特定的初始种群,从而获得一组帕累托最优解。最后,数值模拟证明了所提出的优化方法与基准方案相比的有效性。
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来源期刊
Electronics Letters
Electronics Letters 工程技术-工程:电子与电气
CiteScore
2.70
自引率
0.00%
发文量
268
审稿时长
3.6 months
期刊介绍: Electronics Letters is an internationally renowned peer-reviewed rapid-communication journal that publishes short original research papers every two weeks. Its broad and interdisciplinary scope covers the latest developments in all electronic engineering related fields including communication, biomedical, optical and device technologies. Electronics Letters also provides further insight into some of the latest developments through special features and interviews. Scope As a journal at the forefront of its field, Electronics Letters publishes papers covering all themes of electronic and electrical engineering. The major themes of the journal are listed below. Antennas and Propagation Biomedical and Bioinspired Technologies, Signal Processing and Applications Control Engineering Electromagnetism: Theory, Materials and Devices Electronic Circuits and Systems Image, Video and Vision Processing and Applications Information, Computing and Communications Instrumentation and Measurement Microwave Technology Optical Communications Photonics and Opto-Electronics Power Electronics, Energy and Sustainability Radar, Sonar and Navigation Semiconductor Technology Signal Processing MIMO
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