Use of Neural Networks for Dynamic Heat Exchanger Modeling

被引:0
|
作者
N. A. Lavrov
S. I. Khutsieva
V. A. Shananin
机构
[1] Bauman Moscow State Technical University,
[2] Moscow State University of Civil Engineering,undefined
来源
关键词
heat exchangers; neuronal networks; dynamic flow conditions;
D O I
暂无
中图分类号
学科分类号
摘要
Use of neural networks for calculating flow temperatures of dynamic dual-flow countercurrent heat exchanger is investigated. The optimum neural network architecture for the problem of dynamic heat exchanger modeling is chosen and the optimum numbers of neurons and layers in the network for minimizing standard error are obtained.
引用
收藏
页码:917 / 924
页数:7
相关论文
共 50 条
  • [1] Use of Neural Networks for Dynamic Heat Exchanger Modeling
    Lavrov, N. A.
    Khutsieva, S. I.
    Shananin, V. A.
    [J]. CHEMICAL AND PETROLEUM ENGINEERING, 2023, 58 (11-12) : 917 - 924
  • [2] Modeling Heat Exchanger Using Neural Networks
    Biyanto, Totok R.
    Ramasamy, M.
    Zabiri, H.
    [J]. ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, 2007, : 120 - 124
  • [3] The Dynamic Properties Modeling of a Heat Exchanger based on Improved Elman Neural Network
    Zhao, Youen
    Ji, Xiuhua
    Yan, Hua
    Zhou, Shoujun
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 8211 - +
  • [4] Use of neural networks as a tuning method for an adaptive PID - Application in a heat exchanger
    Riverol, C
    Napolitan, V
    [J]. CHEMICAL ENGINEERING RESEARCH & DESIGN, 2000, 78 (A8): : 1115 - 1119
  • [5] Artificial neural networks: Heat exchanger design
    Prakasam, Jagdeesh
    [J]. Chemical Engineering World, 2002, 37 (01): : 69 - 70
  • [6] Dynamic Modeling and Control of a Plate Heat Exchanger
    Bastida, Hector
    Ugalde-Loo, Carlos E.
    Abeysekera, Muditha
    Qadrdan, Meysam
    [J]. 2017 IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2017,
  • [7] Heat exchanger performance prediction modeling using NARX-type neural networks
    Ramasamy, M.
    Zabiri, H.
    Ha, N. T. Thanh
    Ramli, N. M.
    [J]. LECTURE NOTES ON ENERGY AND ENVIRONMENT, 2007, : 202 - +
  • [8] Dynamic modeling and control of plate heat exchanger
    Al-Dawery, Salam K.
    Alrahawi, Ayham M.
    Al-Zobai, Khalid M.
    [J]. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2012, 55 (23-24) : 6873 - 6880
  • [9] Simulation of heat exchanger performance by artificial neural networks
    Díaz, Gerardo
    Sen, Mihir
    Yang, K.T.
    McClain, Rodney L.
    [J]. HVAC and R Research, 1999, 5 (03): : 195 - 208
  • [10] Simulation of heat exchanger performance by artificial neural networks
    Díaz, G
    Sen, M
    Yang, KT
    McClain, RL
    [J]. HVAC&R RESEARCH, 1999, 5 (03): : 195 - 208