Model predictive coordinated cooperative control mechanism for multiagent systems based on priority negotiation
Aiming at the control requirements in complex industrial processes and the problem of poor decision-making flexibility of agents in state/output difference-based consensus strategies, a novel model predictive coordinated cooperative control mechanism is proposed using multiagent systems as the compu...
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Veröffentlicht in: | Journal of process control 2024-04, Vol.136, p.103182, Article 103182 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Aiming at the control requirements in complex industrial processes and the problem of poor decision-making flexibility of agents in state/output difference-based consensus strategies, a novel model predictive coordinated cooperative control mechanism is proposed using multiagent systems as the computational paradigm. The proposed mechanism considers the global state of the system, the interaction of control actions among agents, the constraints of the process, and energy consumption. According to the proposed coordinated cooperative control mechanism, each agent must accomplish three tasks at each time step. First, each agent proposes its own “winner-takes-all” control scheme and calculates its payoff. Then, adjacent agents determine their own priorities at the current time step according to the payoffs of the “winner-takes-all” scheme by using a designed pairwise game mechanism. Next, each agent, in order of priority, calculates its sequence of actual optimal control input increments by applying the dynamic predictive control approach based on the dynamic model of the system. Finally, the effectiveness of the proposed coordinated cooperative control mechanism is verified by comparing it with the networked coordination-based distributed model predictive control approach and the centralized model predictive control approach based on the temperature control process of heating an alumina ceramic block in a high-power microwave reactor with six microwave sources.
•A novel model predictive coordinated cooperative control mechanism is proposed.•A multiagent priority negotiation mechanism based on a pairwise game is proposed.•A sequential game-based dynamic predictive control strategy is designed.•The proposed control mechanism can effectively reduce energy consumption. |
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ISSN: | 0959-1524 1873-2771 |
DOI: | 10.1016/j.jprocont.2024.103182 |