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Adaptive event-triggered distributed model predictive control for multi-agent systems

机译:用于多代理系统的自适应事件触发分布式模型预测控制

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Event-triggered control is an effective control approach with control update instants determined by pre-defined event-triggering conditions, and the triggering conditions are usually required to be tested continuously. In this paper, we present an adaptive event-triggered distributed model predictive control algorithm for nonlinear continuous-time multi-agent systems. All the agents are able to adaptively determine when to check the triggering conditions, which means the triggering conditions are tested intermittently with intervals determined adaptively. We prove the feasibility of the proposed algorithm, and also prove that the multi-agent system under the algorithm will converge to an invariant set in finite time by utilizing variable prediction horizon approach instead of the Lyapunov function method, such that the event-triggering conditions are less conservative. Finally, we provide numerical examples to verify the effectiveness and superiority of the proposed algorithm, revealing that the proposed algorithm can efficiently reduce the communication and computation cost as well as the sensing load. (C) 2019 Elsevier B.V. All rights reserved.
机译:事件触发控制是一种有效的控制方法,该方法通过预定义的事件触发条件确定的控制更新瞬间,并且通常需要连续测试触发条件。在本文中,我们提出了一种自适应事件触发的非线性连续时间多代理系统的分布式模型预测控制算法。所有代理能够自适应地确定何时检查触发条件,这意味着触发条件是间歇地通过自适应确定的间隔测试的。我们证明了所提出的算法的可行性,并且还证明,通过利用可变预测地平线方法而不是Lyapunov函数方法,可以将算法下的多代理系统收敛到有限时间内的不变集,而是事件触发条件不太保守。最后,我们提供了数字示例以验证所提出的算法的有效性和优越性,揭示所提出的算法可以有效地降低通信和计算成本以及传感负荷。 (c)2019年Elsevier B.V.保留所有权利。

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