Spectral Graph Theoretic analysis of process systems: an application to distillation columns

被引:3
作者
Ghosh, Sambit [1 ]
Bequette, B. Wayne [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Chem & Biol Engn, Troy, NY 12180 USA
关键词
Smart manufacturing; Process Systems Engineering; Spectral Graph Theory; Distillation; Differential-Algebraic Equations;
D O I
10.1016/j.compchemeng.2022.107748
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The wide-spread implementation of Smart Manufacturing goals has given rise to increased use of highperformance computation. However, this has also created the need to understand complicated, large-scale hierarchical processes with a fresh perspective. To explore this, the paper presents a novel interpretation of process models as a graph of the underlying variables using Graph Theory and Graph Signal Processing. The construction of variable graphs is demonstrated using a distillation column model, and the associated network features are presented. Filtering properties of this variable graph using Graph Signal Processing is also demonstrated followed by a discussion of how the graph filters can be designed. The clustering properties of large-scale variable graphs arising out of a sequence of three distillation tray variable graphs is demonstrated, highlighting how the information is embedded. The article concludes with possible future applications and usefulness in achieving Smart Manufacturing goals.
引用
收藏
页数:9
相关论文
共 25 条
[1]   110th Anniversary: Commentary: The Smart Human in Smart Manufacturing [J].
Bequette, B. Wayne .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2019, 58 (42) :19317-19321
[2]  
Chung F.R.K., 1997, CBMS REGIONAL C SERI, V92, DOI DOI 10.1090/CBMS/092
[3]   Thirty years of graph matching in pattern recognition [J].
Conte, D ;
Foggia, P ;
Sansone, C ;
Vento, M .
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2004, 18 (03) :265-298
[4]  
Cvetkovic D.M., 2011, Zb. Rad. (Beogr.), V14, P9
[5]  
Davis JF, 2010, DESIGN FOR ENERGY AND THE ENVIRONMENT, P149
[6]   Smart manufacturing, manufacturing intelligence and demand-dynamic performance [J].
Davis, Jim ;
Edgar, Thomas ;
Porter, James ;
Bernaden, John ;
Sarli, Michael .
COMPUTERS & CHEMICAL ENGINEERING, 2012, 47 :145-156
[7]   A graph spectral-based scoring scheme for network comparison [J].
Gadiyaram V. ;
Ghosh S. ;
Vishveshwara S. .
Journal of Complex Networks, 2017, 5 (02) :219-244
[8]   On the Shift Operator, Graph Frequency, and Optimal Filtering in Graph Signal Processing [J].
Gavili, Adnan ;
Zhang, Xiao-Ping .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2017, 65 (23) :6303-6318
[9]  
Ghosh S., 2018, COMPUTER AIDED CHEM, P649, DOI [10.1016/B978-0-444-64241-7.50103-8, DOI 10.1016/B978-0-444-64241-7.50103-8]
[10]   Process Systems Engineering and the Human-in-The-Loop: The Smart Control Room [J].
Ghosh, Sambit ;
Bequette, B. Wayne .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2020, 59 (06) :2422-2429