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Economic model predictive control designs for input rate-of-change constraint handling and guaranteed economic performance

机译:用于输入变化率约束处理和保证经济性能的经济模型预测控制设计

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摘要

Economic model predictive control (EMPC) has been a popular topic in the recent chemical process control literature due to its potential to improve process profit by operating a system in a time-varying manner. However, time-varying operation may cause excessive wear of the process components such as valves and pumps. To address this issue, input magnitude constraints and input rate-of-change constraints can be added to the EMPC optimization problem to prevent possible frequent and extreme changes in the requested inputs. Specifically, we develop input rate-of-change constraints that can be incorporated in Lyapunov-based EMPC (LEMPC) that ensure controller feasibility and closed-loop stability. Furthermore, we develop a terminal equality constraint for LEMPC that can ensure that the performance of LEMPC is at least as good as that of a Lyapunov-based controller in finite-time and in infinite-time. Chemical process examples demonstrate the incorporation of input rate-of-change constraints and terminal state constraints in EMPC.
机译:经济模型预测控制(EMPC)已成为近期化学过程控制文献中的热门话题,因为它具有通过以时变方式运行系统来提高过程利润的潜力。但是,随时间变化的操作可能会导致过程组件(如阀门和泵)的过度磨损。为了解决这个问题,可以将输入幅度约束和输入变化率约束添加到EMPC优化问题中,以防止请求的输入中可能出现的频繁和极端变化。具体来说,我们开发了输入变化率约束,可以将其结合到基于Lyapunov的EMPC(LEMPC)中,以确保控制器的可行性和闭环稳定性。此外,我们开发了LEMPC的终端相等约束,可以确保LEMPC在有限时间和无限时间内的性能至少与基于Lyapunov的控制器的性能相同。化学过程示例演示了在EMPC中结合了输入变化率约束和终端状态约束。

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