Linear dynamic operability analysis with state-space projection for the online construction of achievable output funnels

IF 3.9 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
San Dinh , Fernando V. Lima
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引用次数: 0

Abstract

This study presents the development of a dynamic operability analysis approach to determine an operable output funnel for linear time-invariant dynamic systems. Traditional operability mapping approaches are computationally expensive, limiting their application for online control. To address this challenge, a novel two-step calculation procedure is proposed in this article. The first step involves offline computation of the nominal funnel through convex hull construction of manipulated variable projections. The second step involves an online update that adapts the nominal funnel to an operable region based on current state information. The proposed method results in a dynamic funnel that can accommodate process disturbances and measurement noises in the form of transient output constraints. The obtained funnel can be effectively used for model predictive control applications. To demonstrate the effectiveness of the proposed framework, the cyber–physical fuel cell-gas turbine hybrid power system in the HYbrid PERformance (HYPER) process from NETL is used as an example in this study. The dynamic operability funnel constructed with the novel method requires a significantly smaller number of dynamic simulations when compared to the conventional operability mapping method, while maintaining similar accuracy. The results obtained using the proposed approach demonstrate its potential for improving the online control of dynamic systems.
基于状态空间投影的可实现输出通道在线构建的线性动态可操作性分析
本研究提出了一种动态可操作性分析方法的发展,以确定线性时不变动态系统的可操作输出漏斗。传统的可操作性映射方法计算成本高,限制了其在在线控制中的应用。为了解决这一挑战,本文提出了一种新的两步计算方法。第一步是通过操纵变量投影的凸包构造来进行名义漏斗的离线计算。第二步涉及在线更新,根据当前状态信息将名义漏斗调整为可操作区域。所提出的方法产生了一个动态漏斗,该漏斗可以以瞬态输出约束的形式容纳过程干扰和测量噪声。得到的漏斗可以有效地用于模型预测控制。为了证明所提出框架的有效性,本研究以NETL的混合动力性能(HYPER)过程中的网络物理燃料电池-燃气轮机混合动力系统为例。与传统的可操作性映射方法相比,该方法构建的动态可操作性漏斗所需的动态模拟次数明显减少,同时保持了相似的精度。利用该方法获得的结果表明,它具有改善动态系统在线控制的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computers & Chemical Engineering
Computers & Chemical Engineering 工程技术-工程:化工
CiteScore
8.70
自引率
14.00%
发文量
374
审稿时长
70 days
期刊介绍: Computers & Chemical Engineering is primarily a journal of record for new developments in the application of computing and systems technology to chemical engineering problems.
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