Prediction of Cracking Gas Compressor Performance and Its Application in Process Optimization

被引:5
作者
Li Shaojun [1 ]
Li Feng [1 ]
机构
[1] E China Univ Sci & Technol, Minist Educ, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
基金
中国国家自然科学基金;
关键词
compressor; characteristic curve; neural-network; modeling; MAP GENERATION;
D O I
10.1016/S1004-9541(12)60591-6
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Cracking gas compressor is usually a centrifugal compressor. The information on the performance of a centrifugal compressor under all conditions is not available, which restricts the operation optimization for compressor. To solve this problem, two back propagation (BP) neural networks were introduced to model the performance of a compressor by using the data provided by manufacturer. The input data of the model under other conditions should be corrected according to the similarity theory. The method was used to optimize the system of a cracking gas compressor by embedding the compressor performance model into the ASPEN PLUS model of compressor. The result shows that it is an effective method to optimize the compressor system.
引用
收藏
页码:1089 / 1093
页数:5
相关论文
共 50 条
[21]   Coal and gas outburst risk level prediction model based on Bayesian theory and its application [J].
Peng, Yujie ;
Song, Dazhao ;
Guo, Minggong ;
Qiu, Liming ;
Yang, Gang ;
Liu, Lin ;
Quan, Junjun ;
Liu, Qiang .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2025, 36 (07)
[22]   Structure optimization of BiLinear Recurrent Neural Networks and its application to Ethernet network traffic prediction [J].
Park, Dong-Chul .
INFORMATION SCIENCES, 2013, 237 :18-28
[23]   Review of Prediction of Stress Corrosion Cracking in Gas Pipelines Using Machine Learning [J].
Hussain, Muhammad ;
Zhang, Tieling ;
Chaudhry, Muzaffar ;
Jamil, Ishrat ;
Kausar, Shazia ;
Hussain, Intizar .
MACHINES, 2024, 12 (01)
[24]   A Homotopic Algorithm of NN and its Application for the End-Point Prediction Model of BOF Process [J].
Feng, Mingxia ;
Chen, Ren ;
Li, Qiang .
APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 :431-434
[25]   A modified global optimization method based on surrogate model and its application in packing profile optimization of injection molding process [J].
Li, Chuang ;
Wang, Fu-Li ;
Chang, Yu-Qing ;
Liu, Yang .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2010, 48 (5-8) :505-511
[26]   Simulation and optimization of the operation of gas compensating compressor in refrigerator working on double circuit cycle [J].
Chen, Y ;
Zhu, YQ ;
Geng, W ;
Zhang, Y .
ENERGY CONVERSION AND APPLICATION, VOL I AND II, 2001, :1108-1113
[27]   Thermal performance analysis of gas turbine engines based on different compressor configurations [J].
Almutairi, Abdulrahman ;
Zedan, Mohamed ;
Alhajeri, Hamad M. ;
Alenezi, Abdulrahman .
HEAT TRANSFER, 2020, 49 (05) :2717-2745
[28]   Adaptive flow optimization of a turbocharger compressor to improve engine low speed performance [J].
Zhang, Yangjun ;
Wang, Chenfang ;
Zheng Xinqian ;
Zhuge, Weilin ;
Wu, Yulin ;
Xu, Jianzhong .
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2013, 27 (06) :1581-1587
[29]   Adaptive flow optimization of a turbocharger compressor to improve engine low speed performance [J].
Yangjun Zhang ;
Chenfang Wang ;
Zheng Xinqian ;
Weilin Zhuge ;
Yulin Wu ;
Jianzhong Xu .
Journal of Mechanical Science and Technology, 2013, 27 :1581-1587
[30]   Automatic Design Optimization of a Transonic Compressor Rotor for Improving Aeroacoustic and Aerodynamic Performance [J].
Wu, Long ;
Kim, Jae-Wook ;
Wilson, Alexander George ;
Shahpar, Shahrokh .
JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME, 2022, 144 (08)