Energy efficiency analysis based on DEA integrated ISM: A case study for Chinese ethylene industries

被引:34
作者
Han, Yongming [1 ,2 ]
Geng, Zhiqiang [1 ,2 ]
Gu, Xiangbai [1 ,2 ,3 ]
Zhu, Qunxiong [1 ,2 ]
机构
[1] Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China
[2] Minist Educ China, Engn Res Ctr Intelligent PSE, Beijing 100029, Peoples R China
[3] Sinopec Engn Grp Co Ltd, Beijing 100101, Peoples R China
基金
中国国家自然科学基金;
关键词
Chinese ethylene industry; Energy efficiency; Data envelopment analysis; Interpretative structural model; NON-ARCHIMEDEAN-EPSILON; ENVIRONMENTAL ASSESSMENT; PERFORMANCE; BARRIERS; STRATEGY; MODELS; PLANTS;
D O I
10.1016/j.engappai.2015.06.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The petrochemical industry evaluation is affected by numerous factors. Many previous studies proposed a use of data envelopment analysis (DEA) as a methodology for energy efficiency analysis in the petrochemical industry. However, excessive decision-making units (DMUs) of DEA model result in difficulties in evaluation and comparison of the different DMUs. In this paper, a new energy analysis framework of petrochemical industrial processes based on DEA integrated interpretative structural model (ISM) is proposed. The ISM method is brought up based on the partial correlation coefficient method to find the main factors and basic reasons that affect the energy consumption of the ethylene production system, which serve as the inputs of the DEA. Meanwhile, ethylene, propylene and C4 productions of the ethylene production system sever as the outputs of the DEA. Then the fractional DEA model is solved by using the linear programming method. The proposed evaluation method can overcome the shortcomings of the DEA model mentioned above, and also is able to reflect the effectiveness of the DMUs and guide the improvement directions of the ineffective DMUs based on slack variables. Our approach is applied in the energy efficiency analysis of Chinese ethylene industry in the petrochemical field. The empirical results show that the proposed energy consumption analysis method is valid and efficient in improvements of energy efficiency in ethylene production systems. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:80 / 89
页数:10
相关论文
共 50 条
[1]   Recognizing the efficiency, weak efficiency and inefficiency of DMUs with an epsilon independent linear program [J].
Alirezaee, Mohammad R. ;
Khalih, Masoud .
APPLIED MATHEMATICS AND COMPUTATION, 2006, 183 (02) :1323-1327
[2]   The overall assurance interval for the non-Archimedean Epsilon in DEA models; a partition base algorithm [J].
Alirezaee, MR .
APPLIED MATHEMATICS AND COMPUTATION, 2005, 164 (03) :667-674
[3]  
[Anonymous], 2006, DEA SOLVER SOFTWARE
[4]  
Attri R., 2013, Research Journal of Management Sciences, V2, P3
[5]   Energy conservation on Nova Scotia farms: Baseline energy data [J].
Bailey, J. A. ;
Gordon, R. ;
Burton, D. ;
Yiridoe, E. K. .
ENERGY, 2008, 33 (07) :1144-1154
[6]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[7]  
Bergsma W., 2011, NOTE DISTRIBUTION PA
[8]   Does environmental regulation affect energy efficiency in China's thermal power generation? Empirical evidence from a slacks-based DEA model [J].
Bi, Gong-Bing ;
Song, Wen ;
Zhou, P. ;
Liang, Liang .
ENERGY POLICY, 2014, 66 :537-546
[9]   Analysis of barriers to development in landfill communities using interpretive structural modeling [J].
Chandramowli, Shankar ;
Transue, Morghan ;
Felder, Frank A. .
HABITAT INTERNATIONAL, 2011, 35 (02) :246-253
[10]  
[陈雨 Chen Yu], 2014, [化工学报, CIESC Journal], V65, P4503