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首页> 外文期刊>International Journal of Intelligent Systems >Optimal control of distributed multiagent systems with finite-time group flocking
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Optimal control of distributed multiagent systems with finite-time group flocking

机译:有限时间组植绒分布式多读系统的最优控制

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摘要

The flocking of multiple intelligent agents, inspired by the swarm behavior of natural phenomena, has been widely used in the engineering fields such as in unmanned aerial vehicle (UAV) and robots system. However, the performance of the system (such as response time, network throughput, and resource utilization) may be greatly affected while the intelligent agents are engaged in cooperative work. Therefore, it is concerned to accomplish the distributed cooperation while ensuring the optimal performance of the intelligent system. In this paper, we investigated the optimal control problem of distributed multiagent systems (MASs) with finite-time group flocking movement. Specifically, we propose two optimal group flocking algorithms of MASs with single-integrator model and double-integrator model. Then, we study the group consensus of distributed MASs by using modern control theory and finite-time convergence theory, where the proposed optimal control algorithms can drive MASs to achieve the group convergence in finite-time while minimizing the performance index of the intelligence system. Finally, experimental simulation shows that MASs can keep the minimum energy function under the effect of optimal control algorithm, while the intelligent agents can follow the optimal trajectory to achieve group flocking in finite time.
机译:通过自然现象的群体行为的植入植物的植入,已经广泛用于工程领域,例如无人驾驶车辆(UAV)和机器人系统。然而,系统(例如响应时间,网络吞吐量和资源利用)的性能可能会受到大受影响,而智能代理正在从事合作工作。因此,它涉及完成分布式合作,同时确保智能系统的最佳性能。在本文中,我们研究了具有有限时间组植绒运动的分布式多层系统(质量)的最佳控制问题。具体而言,我们提出了具有单积分模型和双积分模型的两个最佳组植入算法。然后,我们使用现代控制理论和有限时间收敛理论研究分布式质量的组共识,其中提出的最佳控制算法可以驱动质量,以实现有限时间的组合收敛,同时最大限度地减少智能系统的性能指数。最后,实验模拟表明,质量可以使最小能量功能保持在最佳控制算法的影响下,而智能代理可以遵循最佳轨迹以实现有限时间的群植绒。

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