Alternative approach in performance analysis of organic rankine cycle (ORC)

被引:8
|
作者
Kilic, Bayram [1 ]
Arabaci, Emre [1 ]
机构
[1] Mehmet Akif Ersoy Univ, Bucak Emin Gulmez Tech Sci Vocat Sch, Burdur, Turkey
关键词
organic rankine cycle; artificial neural network; neuro-fuzzy; gas turbine; energy efficiency; SYSTEM; FLUIDS;
D O I
10.1002/ep.12901
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, artificial neural networks (ANNs) and adaptive neuro-fuzzy (ANFIS) have been used for performance analysis of organic rankine cycle (ORC) using refrigerants R123, R125, R227, R365mfc, SES36. It is well known that the steam generator temperature, condenser temperature, subcooling temperature, and superheating temperature affect the efficiency ratio of ORC. Therefore, efficiency ratio is forecasted depending on variable system parameters values. The results of ANN are compared with ANFIS in which the same data sets are used. Furthermore, new formulations derived from ANN for five refrigerants are presented for the determination of the efficiency ratio. The R-2 values obtained from the networks were 0.99917, 0.99670, 0.99870, 0.99928, and 0.99911 for the R123, R125, R227, R365mfc, SES36 respectively which is very satisfactory. (c) 2018 American Institute of Chemical Engineers Environ Prog, 38: 254-259, 2019
引用
收藏
页码:254 / 259
页数:6
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