A COMPARATIVE COMPUTATIONAL INTELLIGENCE APPROACH FOR HEAT TRANSFER ANALYSIS OF CORRUGATED PLATE HEAT EXCHANGERS

被引:2
|
作者
Kilic, Bayram [1 ]
Ipek, Osman [2 ]
Sahin, Arzu Sencan [3 ]
机构
[1] Mehmet Akif Ersoy Univ, Bucak Emin Gulmez Vocat Sch, Burdur, Turkey
[2] Suleyman Demirel Univ, Engn Fac, TR-32260 Isparta, Turkey
[3] Suleyman Demirel Univ, Technol Fac, TR-32260 Isparta, Turkey
来源
关键词
ANFIS; ANN; corrugated plate; heat exchanger; heat transfer; NEURAL-NETWORKS; OPTIMAL-DESIGN; OPTIMIZATION; PREDICTION;
D O I
10.30638/eemj.2018.182
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 paper, an application artificial neural network (ANN) and adaptive neuro-fuzzy inference system (ANFIS) are presented to predict the heat transfer rate and effectiveness in the corrugated plate heat exchangers. First, the thermal performances of the corrugated plate heat exchangers were evaluated experimentally. Experimental data were used for training and testing network. The results of the ANN are compared with the ANFIS in which the same data sets are used. The ANN model is slightly better than ANFIS. The coefficient of multiple determination (R-2) values obtained when unknown data were used to the networks were 0,999636 for heat transfer rate and 0,999565 for effectiveness, which is very satisfactory. This demonstrates that the neural network presented can help the engineers and manufacturers predict the thermal characteristics of corrugated plate heat exchangers under various operating conditions.
引用
收藏
页码:1831 / 1840
页数:10
相关论文
共 50 条
  • [1] Dimensional analysis for the heat transfer characteristics in the corrugated channels of plate heat exchangers
    Lin, J. H.
    Huang, C. Y.
    Su, C. C.
    [J]. INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER, 2007, 34 (03) : 304 - 312
  • [2] Heat transfer during condensation in corrugated plate heat exchangers
    Shah, Mirza M.
    [J]. INTERNATIONAL JOURNAL OF REFRIGERATION, 2021, 127 : 180 - 193
  • [3] Heat Transfer and Fluid Flow Analysis of Nanofluids in Corrugated Plate Heat Exchangers Using Computational Fluid Dynamics Simulation
    Jokar, Amir
    O'Halloran, Steven P.
    [J]. JOURNAL OF THERMAL SCIENCE AND ENGINEERING APPLICATIONS, 2013, 5 (01)
  • [4] Heat transfer analysis of carbon fiber-reinforced corrugated polymer plate heat exchangers
    Zheng, Xiru
    Kim, Byung Ryeon
    Hong, Sung Joo
    Lee, Jung-Gil
    Park, Chan Woo
    [J]. APPLIED THERMAL ENGINEERING, 2024, 244
  • [5] Investigation of flow and heat transfer in corrugated-undulated plate heat exchangers
    M. Ciofalo
    I. Di Piazza
    J. A. Stasiek
    [J]. Heat and Mass Transfer, 2000, 36 : 449 - 462
  • [6] Investigation of flow and heat transfer in corrugated-undulated plate heat exchangers
    Ciofalo, M
    Di Piazza, I
    Stasiek, JA
    [J]. HEAT AND MASS TRANSFER, 2000, 36 (05) : 449 - 462
  • [7] ANALYSIS OF COMPOSITE FOULING IN CORRUGATED PLATE HEAT EXCHANGERS
    Zhang, Guanmin
    Li, Guanqiu
    Li, Wei
    [J]. PROCEEDINGS OF THE ASME SUMMER HEAT TRANSFER CONFERENCE - 2013, VOL 2, 2014,
  • [8] Surface temperature and heat transfer measurements in cross-corrugated plate heat exchangers
    Hessami, MA
    [J]. IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY, 2000, 24 (03): : 283 - 297
  • [9] (PLATE HEAT EXCHANGERS) - HEAT TRANSFER
    MCKILLOP, AA
    DUNKLEY, WL
    [J]. INDUSTRIAL AND ENGINEERING CHEMISTRY, 1960, 52 (09): : 740 - 744
  • [10] Computational heat transfer in heat exchangers
    Sunden, Bengt
    [J]. HEAT TRANSFER ENGINEERING, 2007, 28 (11) : 895 - 897