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引用次数: 0
摘要
本文提出了一种自适应安全控制方法,适用于具有部分输入延迟的非线性系统的多人混合零和博弈(MZS)。首先,本文引入了一个涉及 N 个玩家的框架,其中玩家 1 和玩家 N 组成零和(ZS)博弈,玩家 1 和玩家 2 至 N-1 组成非零和(NZS)博弈,部分玩家会出现时间延迟。随后,用控制障碍函数(CBF)增强系统的价值函数,以确保系统状态保持在安全区域内。其次,为了逼近纳什均衡解,该研究采用了自适应动态编程(ADP),并利用纯批判神经网络(NN)来逼近最优解。与传统的时间触发方法不同,本研究通过引入与状态相关的事件触发条件来减少计算和通信负荷。然后,利用李雅普诺夫定理对系统的稳定性进行了细致分析。最后,为了验证所提方法的有效性,本研究提供了一个仿真实例来演示其性能。总之,本研究介绍了一种高效的自适应安全控制方法,该方法结合了 CBF、ADP 和状态相关事件触发,可用于处理具有部分输入延迟的多人 MZS 游戏。
Adaptive event-triggered safety control for multiplayer mixed zero-sum game with partial inputs delay
This paper proposes an adaptive safety control method applicable to a multiplayer mixed zero-sum (MZS) game of nonlinear systems with partial inputs delay. Firstly, a framework is introduced involving N players, where player 1 and player N form a zero-sum (ZS) game, and player 1 and players 2 to N-1 form nonzero-sum (NZS) games, with some players experiencing time delays. Subsequently, the system's value function is augmented with a control barrier function (CBF) to ensure that the system's state remains within a safe region. Secondly, to approximate Nash equilibrium solutions, the study employs adaptive dynamic programming (ADP) and utilizes a critic-only neural network (NN) to approximate optimal solutions. Diverging from traditional time-trigger methods, computational and communication load reduction is achieved by introducing a state-related event trigger condition. The stability of the system is then meticulously analyzed using the Lyapunov theorem. Finally, to validate the effectiveness of the proposed method, the study provides a simulation example demonstrating its performance. In summary, this research introduces an efficient adaptive safety control method for addressing multiplayer MZS games with partial inputs delay, incorporating CBFs, ADP, and state-related event triggering.
期刊介绍:
The Asian Journal of Control, an Asian Control Association (ACA) and Chinese Automatic Control Society (CACS) affiliated journal, is the first international journal originating from the Asia Pacific region. The Asian Journal of Control publishes papers on original theoretical and practical research and developments in the areas of control, involving all facets of control theory and its application.
Published six times a year, the Journal aims to be a key platform for control communities throughout the world.
The Journal provides a forum where control researchers and practitioners can exchange knowledge and experiences on the latest advances in the control areas, and plays an educational role for students and experienced researchers in other disciplines interested in this continually growing field. The scope of the journal is extensive.
Topics include:
The theory and design of control systems and components, encompassing:
Robust and distributed control using geometric, optimal, stochastic and nonlinear methods
Game theory and state estimation
Adaptive control, including neural networks, learning, parameter estimation
and system fault detection
Artificial intelligence, fuzzy and expert systems
Hierarchical and man-machine systems
All parts of systems engineering which consider the reliability of components and systems
Emerging application areas, such as:
Robotics
Mechatronics
Computers for computer-aided design, manufacturing, and control of
various industrial processes
Space vehicles and aircraft, ships, and traffic
Biomedical systems
National economies
Power systems
Agriculture
Natural resources.