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Reliability-based economic model predictive control for generalized flow-based networks including actuators' health-aware capabilities

机译:基于可靠性的经济模型预测控制,用于基于流量的广义网络,包括执行器的健康感知功能

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摘要

This paper proposes a reliability-based economic model predictive control (MPC) strategy for the management of generalized flow-based networks, integrating some ideas on network service reliability, dynamic safety stock planning, and degradation of equipment health. The proposed strategy is based on a single-layer economic optimisation problem with dynamic constraints, which includes two enhancements with respect to existing approaches. The first enhancement considers chance-constraint programming to compute an optimal inventory replenishment policy based on a desired risk acceptability level, leading to dynamically allocate safety stocks in flow-based networks to satisfy non-stationary flow demands. The second enhancement computes a smart distribution of the control effort and maximises actuators’ availability by estimating their degradation and reliability. The proposed approach is illustrated with an application of water transport networks using the Barcelona network as the considered case study.
机译:本文提出了一种基于可靠性的经济模型预测控制(MPC)策略,用于管理基于通用流的网络,并融合了有关网络服务可靠性,动态安全库存计划和设备运行状况恶化的一些想法。所提出的策略基于具有动态约束的单层经济优化问题,其中包括相对于现有方法的两项增强。第一项增强功能考虑了机会约束编程,可根据所需的风险可接受水平计算最佳库存补充策略,从而在基于流量的网络中动态分配安全库存,以满足非平稳的流量需求。第二项增强功能可计算控制工作量的智能分布,并通过估计执行器的降级和可靠性来最大化执行器的可用性。所建议的方法通过将水运网络应用巴塞罗那网络作为案例研究加以说明。

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