Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production

doi:10.1016/j.cjche.2016.10.023

›› 2017, Vol. 25 ›› Issue (6): 793-799.DOI: 10.1016/j.cjche.2016.10.023

• Process Systems Engineering and Process Safety • 上一篇下一篇

Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production

Shixin Gong, Cheng Shao, Li Zhu

Institute of Advanced Control Technology, Dalian University of Technology, Dalian 116024, China

收稿日期:2016-05-24 修回日期:2016-05-24 出版日期:2017-06-28 发布日期:2017-08-02
通讯作者: Li Zhu,E-mail address:zhuli@dlut.edu.cn
基金资助:
Supported by the High-tech Research and Development Program of China (2014AA041802) and Fundamental Research Funds for the Central Universities (DUT15RC(3)007).

Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production

Shixin Gong, Cheng Shao, Li Zhu

Institute of Advanced Control Technology, Dalian University of Technology, Dalian 116024, China

Received:2016-05-24 Revised:2016-05-24 Online:2017-06-28 Published:2017-08-02
Supported by:
Supported by the High-tech Research and Development Program of China (2014AA041802) and Fundamental Research Funds for the Central Universities (DUT15RC(3)007).

摘要/Abstract

摘要： Energy efficiency evaluation plays an important role in energy efficiency improvement of the ethylene production. It is observed from the actual production data that the ethylene production energy efficiency often varies with the complex production working conditions. In the favored methods for energy efficiency evaluation, DEA models may show poor resolution when directly used to evaluate the efficiency values. Therefore, a new energy efficiency evaluation method for ethylene production is proposed based on DEA integrated factor analysis with respect to operation classification. Three key factors, including raw material composition, cracking depth and load rate, are taken into account in determining the production working conditions by means of k-means algorithm. Based on the multi-working conditions mode the energy efficiency evaluation of the ethylene production is made by using DEA model, where the most related energy data are screened by factor analysis. Furthermore, the supporting decision of energy efficiency improvement is provided to the operators. The accuracy and effectiveness of the proposed method are illustrated by applying in a practical ethylene production, which gives more effective energy efficiency evaluation in the complicated working conditions of ethylene production with declined dimension of input indicators.

关键词: Energy efficiency evaluation, DEA, k-means, Factor Analysis Production, Working condition

Abstract: Energy efficiency evaluation plays an important role in energy efficiency improvement of the ethylene production. It is observed from the actual production data that the ethylene production energy efficiency often varies with the complex production working conditions. In the favored methods for energy efficiency evaluation, DEA models may show poor resolution when directly used to evaluate the efficiency values. Therefore, a new energy efficiency evaluation method for ethylene production is proposed based on DEA integrated factor analysis with respect to operation classification. Three key factors, including raw material composition, cracking depth and load rate, are taken into account in determining the production working conditions by means of k-means algorithm. Based on the multi-working conditions mode the energy efficiency evaluation of the ethylene production is made by using DEA model, where the most related energy data are screened by factor analysis. Furthermore, the supporting decision of energy efficiency improvement is provided to the operators. The accuracy and effectiveness of the proposed method are illustrated by applying in a practical ethylene production, which gives more effective energy efficiency evaluation in the complicated working conditions of ethylene production with declined dimension of input indicators.

Key words: Energy efficiency evaluation, DEA, k-means, Factor Analysis Production, Working condition

Shixin Gong, Cheng Shao, Li Zhu. Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production[J]. , 2017, 25(6): 793-799.

参考文献

[1] Siyu Yang, Qingchun Yang, Qian Yu, A composite efficiency metrics for evaluation of resource and energy utilization, Energy 61(2013) 455-462.
[2] National Bureau of Statistics, Annual Research and Consultation Report of Panorama Survey and Investment Strategy on China Industry, Zero Power Intelligence Group, Shenzhen, 2015.
[3] Chenxi Song, Mingjia Li, et al., Research on energy efficiency evaluation based on indicators for industry sectors in China, Appl. Energy 134(2014) 550-562.
[4] Zhanxin Ma, Data Envelopment Analysis Model and Application, Science Press, Beijing (in Chinese), 2013.
[5] Cui Peichong, Xuelei Wang, Zengliang Ma, An energy efficiency analysis system for ethylene production based on DEA, Comput. Appl. Chem. 27(9) (2010) 1183-1186.
[6] Qunxiong Zhu, Chen Xi, Yanlin He, Lin Xiaoyong Gu Xiangbai, Energy efficiency analysis for ethylene plant based on PCA-DEA, CIESC J. 01(2015) 278-283(in Chinese).
[7] Han Yongming, Geng Zhiqiang, Qunxiong Zhu, Qu Yixin, Energy efficiency analysis method based on fuzzy DEA cross-model for ethylene production systems in chemical industry, Energy 83(2015) 685-695.
[8] Han Yongming, Zhiqiang Geng, Gu Xiangbai, Qunxiong Zhu, Energy efficiency analysis based on DEA integrated ISM:A case study for Chinese ethylene industries, Eng. Appl. Artif. Intell. 45(2015) 80-89.
[9] Geng Zhiqiang, Zhu Qunxiong, Gu Xiangbai, Dependent function analytic hierarchy process model for energy efficiency virtual benchmark and its applications in ethylene equipment, CIESC J. 62(8) (2011) 2372-2377(in Chinese).
[10] Chen Liang, Guozhu Jia, Environmental efficiency analysis of China's regional industry:A data envelopment analysis (DEA) based approach, J. Clean. Prod. 1(45) (2016) 1-8.
[11] Chenxi Song, Mingjia Li, et al., A data envelopment analysis for energy efficiency of coal-fired power, Energy Convers. Manag. 102(2015) 121-130.
[12] Zhanxin Ma, Data Envelopment Analysis Model and Method, Science Press, Beijing, 2010(in Chinese).
[13] Han Yongming, Geng Zhiqiang, Liu Qiyu, Energy efficiency evaluation based on data envelopment analysis integrated analytic hierarchy process in ethylene production, Chin. J. Chem. Eng. 22(2014) 1279-1284.
[14] Zhao Zhonggai, Liu Fei, Factor analysis and its application to process monitoring, CIESC J. 58(4) (2007) 970-974.
[15] Kim Jae-On, W. Mueller Charles, Factor Analysis:Statistical Methods and Practical Issues, Truth and Wisdom Press, Shanghai, 2012(in Chinese).
[16] Qunxiong Zhu, Shi Xiaoyun, Gu Xiangbai, Tian Qing, Time-series data fusion and its application to energy efficiency value for ethylene plants, CIESC J. 61(10) (2010) 2620-2626(in Chinese).
[17] Anil K. Jain, Data clustering:50 years beyond K-means, Pattern Recogn. Lett. 31(8) (2010) 651-666.
[18] Rehab Duwairi, Mohammed Abu-Rahmeh, A novel approach for initializing the spherical K-means clustering algorithm, Simul. Model. Pract. Theory 54(2015) 49-63.
[19] Yuehua Xu, Chemical Plant Energy Saving Technology and the Case Analysis, China Petrochemical Press, Beijing, 2009(in Chinese).
[20] Geng Zhiqiang, Han Yongming, Zhang Yuanyuan, Shi Xiaoyun, Data fusion-based extraction method of energy consumption index for the ethylene industry, Lect. Notes Comput. 63(29) (2010) 84-92.
[21] General principles for calculation of the comprehensive energy consumption GB/T 2589-2008, Committee of National Standardization Management of China, 2008(in Chinese).
[22] Han Yongming, Energy Efficiency Evaluation Method and Application in Ethylene Industry, PhD Thesis, Beijing University of Chemical Technology, 2014(in Chinese).
[23] Qunfeng Niu, Li Wang, Working condition recognition of screw compressor using wavelets theory, Proceedings of the 7th World Congress on Intelligent Control and Automation. Chongqing, 2008.
[24] Xuelei Wang, The dynamic benchmarking method for energy consumption of ethylene production process, Comput. Appl. Chem. 27(2010) 1165-1170.
[25] Mian Yang, Dalia Patiño-Echeverri, Fuxia Yang, Eric Williams, Industrial energy efficiency in China:Achievements, challenges and opportunities, Energ. Strat. Rev. 6(2015) 20-29.
[26] Yin Yang, Ethylene Energy Efficiency Management Expert System, PhD Thesis, Beijing University of Chemical Technology, 2015(in Chinese).
[27] Yu Chenping, Gu Xiangbai, Geng Zhiqiang, Ethylene industry efficiency analysis based on EPI, CIESC J. 09(2012) 2931-2935(in Chinese).

Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production

Energy efficiency evaluation based on DEA integrated factor analysis in ethylene production

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