A survey of industrial model predictive control technology
A survey of industrial model predictive control technology
复制标题
DOI：
10.1016/s0967-0661(02)00186-7
复制
发表时间：
2003-07-01
影响因子：
4.9
通讯作者：
Badgwell, TA
中科院分区：
文献类型：
--
作者：
Qin, SJ;Badgwell, TA
本文主要根据模型预测控制供应商提供的数据，概述了商业上可用的模型预测控制(MPC)技术，包括线性和非线性。首先介绍了工业MPC技术的简要历史，然后是我们对MPC控制和识别技术的供应商调查结果。给出了一种通用的MPC控制算法，并描述了各厂商针对计算的不同方面所采取的方法。对识别技术进行了回顾，以确定各种方法之间的异同。每个供应商执行的MPC应用程序按应用领域进行了总结。最后一部分介绍了对下一代MPC技术的展望，重点是潜在的商业和研究机会。(C)2002爱思唯尔科学有限公司。保留所有权利。
This paper provides an overview of commercially available model predictive control (MPC) technology, both linear and nonlinear, based primarily on data provided by MPC vendors. A brief history of industrial MPC technology is presented first, followed by results of our vendor survey of MPC control and identification technology. A general MPC control algorithm is presented, and approaches taken by each vendor for the different aspects of the calculation are described. Identification technology is reviewed to determine similarities and differences between the various approaches. MPC applications performed by each vendor are summarized by application area. The final section presents a vision of the next generation of MPC technology, with an emphasis on potential business and research opportunities. (C) 2002 Elsevier Science Ltd. All rights reserved.