Decomposing complex plants for distributed control: Perspectives from network theory

被引:43
作者
Daoutidis, Prodromos [1 ]
Tang, Wentao [1 ]
Jogwar, Sujit S. [2 ]
机构
[1] Univ Minnesota, Dept Chem Engn & Mat Sci, Minneapolis, MN 55455 USA
[2] Indian Inst Technol, Dept Chem Engn, Bombay 400076, Maharashtra, India
关键词
Control architecture; Network decomposition; Community detection; Distributed control; MODEL-PREDICTIVE CONTROL; CONTROL CONFIGURATIONS; INTERCONNECTED SYSTEMS; COMMUNITY STRUCTURE; STABILITY; ARCHITECTURES; MODULARITY; SELECTION; TOPOLOGY; DESIGN;
D O I
10.1016/j.compchemeng.2017.10.015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper reviews recent research on the application of methods from the theory of networks for developing distributed control architectures for complex plants. The problem is defined as one of decomposing process networks into constituent subnetworks with strong intra-subnetwork and weak inter-subnetwork interactions. These interactions are quantified based on connectivity and response sensitivity information. This perspective is inspired by the community detection problem in networks. Several approaches are discussed based on hierarchical clustering and modularity optimization. The concepts and potential of these methods for developing control architectures for complex plants are illustrated through a case study. Future research directions are also discussed. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:43 / 51
页数:9
相关论文
共 73 条
[1]  
[Anonymous], 2012, Dynamics and Nonlinear Control of Integrated Process Systems
[2]   A general analysis and control framework for process systems with inventory recycling [J].
Baldea, M. ;
Daoutidis, P. .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2014, 24 (17) :2852-2866
[3]   Modularity and community detection in bipartite networks [J].
Barber, Michael J. .
PHYSICAL REVIEW E, 2007, 76 (06)
[4]  
Bichot C.-E., 2013, Graph Partitioning
[5]   New Nonlinear Programming Paradigms for the Future of Process Optimization [J].
Biegler, Lorenz T. .
AICHE JOURNAL, 2017, 63 (04) :1178-1193
[6]   Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
[7]  
Boem Francesca, 2015, IFAC - Papers Online, V48, P60, DOI 10.1016/j.ifacol.2015.09.505
[8]   Extremal optimization for graph partitioning [J].
Boettcher, S ;
Percus, AG .
PHYSICAL REVIEW E, 2001, 64 (02) :13
[9]   INPUT-OUTPUT STABILITY THEORY OF INTERCONNECTED SYSTEMS USING DECOMPOSITION TECHNIQUES [J].
CALLIER, FM ;
CHAN, WS ;
DESOER, CA .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1976, 23 (12) :714-729
[10]   Distributed model predictive control: A tutorial review and future research directions [J].
Christofides, Panagiotis D. ;
Scattolini, Riccardo ;
Munoz de la Pena, David ;
Liu, Jinfeng .
COMPUTERS & CHEMICAL ENGINEERING, 2013, 51 :21-41