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Intelligent multi-objective receding horizon control for UCAV mission planning

机译:UCAV任务规划智能多目标后退地平衡控制

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Mission planning is the key capability of unmanned combat aerial vehicles (UCAV), especially when an UCAV performs penetration and attack mission in dynamic and adversarial environments. There are two challenges for automated mission planning. First, the environment and mission target maybe encounter dynamic change. Second, the several objectives are often conflicting and adjustable in different mission stages. Aim to conquer the difficulties, an intelligent and multi-objective receding horizon control framework is proposed. The framework integrates multi-objective optimization, receding horizon control, fuzzy inference system and expert knowledge together, which can online receding and adaptively adjust the objectives according to the environment and the state of the mission execution. For UCAV mission planning in adversarial environments, once the multi-objective optimization problem is solved at each sampling time and the non-inferior solutions belonging to the set of Pareto are obtained, the most satisfied one is selected by using the objectives weights inferred from the expert decision. Results are shown on typical examples of UCAV mission planning under dynamic environments, which illustrated the feasibility and applicability of the proposed method.
机译:特派团规划是无人战斗机(UCAV)的关键能力,特别是当UCAV在动态和对抗环境中进行渗透率和攻击使命时。自动化任务规划有两个挑战。首先,环境和使命目标可能会遇到动态变化。其次,在不同的任务阶段,若干目标往往是冲突和调整的。旨在征服困难,提出了一个智能和多目标后退地平线控制框架。该框架集成了多目标优化,后退地平线控制,模糊推理系统以及专业知识,可以在线退出并根据环境和任务执行的状态自适应地调整目标。对于对抗环境中的UCAV任务规划,一旦在每个采样时间内解决了多目标优化问题并且获得了属于该组帕罗托的非劣液解决方案,通过使用从中推断的目标权重选择最满意的专家决定。结果显示在动态环境下的UCAV任务规划典型示例上,这示出了所提出的方法的可行性和适用性。

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