Optimizing model complexity with application to fuel cell based power systems

被引:17
作者
Subramanyan, Karthik [1 ]
Diwekar, Urmila M. [1 ]
机构
[1] Vishwamitra Res Inst, Ctr Uncertain Syst Tools Optimizat & Management, Westmont, IL 60607 USA
关键词
reduced order model; optimal model complexity; SOFC; PEMFC; fuel cell based power system;
D O I
10.1016/j.cep.2007.02.032
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Chemical process simulators employ two levels of models: (1) a forest level description of models and (2) a more detailed tree level description. Reducing model order is beneficial for reducing computational complexity. However, this increases uncertainties in model prediction. This paper presents a methodology based on multi-objective optimization to find optimal model complexity in the face of model uncertainties. A case study of fuel cell power plant is presented where different level models for SOFC and PEMFC are evaluated. (c) 2007 Elsevier B. V. All rights reserved.
引用
收藏
页码:1116 / 1128
页数:13
相关论文
共 23 条
[1]   Modelling of an indirect internal reforming solid oxide fuel cell [J].
Aguiar, P ;
Chadwick, D ;
Kershenbaum, L .
CHEMICAL ENGINEERING SCIENCE, 2002, 57 (10) :1665-1677
[2]   A novel design for solid oxide fuel cell stacks [J].
Al-Qattan, AM ;
Chmielewski, DJ ;
Al-Hallaj, S ;
Selman, JR .
CHEMICAL ENGINEERING SCIENCE, 2004, 59 (01) :131-137
[3]  
ARTHUR DL, 2001, CONCEPTUAL DESIGN PO
[4]  
*ASPENTECH, 2002, ASP PLUS DOC VERS 11
[5]  
*ASPENTECH, 2003, ASP PLUS DOC VERS 12
[6]   Thermodynamic model and parametric analysis of a tubular SOFC module [J].
Campanari, S .
JOURNAL OF POWER SOURCES, 2001, 92 (1-2) :26-34
[7]   A complete polarization model of a solid oxide fuel cell and its sensitivity to the change of cell component thickness [J].
Chan, SH ;
Khor, KA ;
Xia, ZT .
JOURNAL OF POWER SOURCES, 2001, 93 (1-2) :130-140
[8]   Modelling and analysis of a solid polymer fuel cell system for transportation applications [J].
Cownden, R ;
Nahon, M ;
Rosen, MA .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2001, 26 (06) :615-623
[9]  
Diwekar U., 2003, INTRO APPL OPTIMIZAT
[10]   Optimal design of advanced power systems under uncertainty [J].
Diwekar, UM ;
Rubin, ES ;
Frey, HC .
ENERGY CONVERSION AND MANAGEMENT, 1997, 38 (15-17) :1725-1735