An Empirical Model of a Multiphase Reactor Based on Artificial Neural Network

被引:1
|
作者
Zakrzewska, Barbara [1 ]
Jaworski, Zdzislaw [1 ]
机构
[1] W Pomeranian Univ Technol, Chem Engn Fac, PL-71065 Szczecin, Poland
关键词
D O I
10.3303/CET0917207
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
An empirical model of a multiphase reactor based on artificial neural network has been developed. The multilayer feedforward network with one hidden layer has been used. The effect of the number of neurons in the hidden layer on the process parameters has also been examined. The model determines the system response to changes in the inlet variables. An optimum network architecture possessing good generalization ability has been determined in this study. The reactor model obtained from the network training process can be used in industrial practice for controlling the reactor in real time.
引用
收藏
页码:1239 / 1244
页数:6
相关论文
共 50 条
  • [31] Study on the Model of Demand Forecasting Based on Artificial Neural Network
    Zhu Ying
    Xiao Hanbin
    PROCEEDINGS OF THE NINTH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING AND SCIENCE (DCABES 2010), 2010, : 382 - 386
  • [32] Study of artificial neural network model based on fuzzy clustering
    Wang, Gang
    Huang, Lihua
    Zhang, Chenghong
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2713 - +
  • [33] Artificial Neural Network Based Solution of Fractional Vibration Model
    Mall, Susmita
    Chakraverty, S.
    RECENT TRENDS IN WAVE MECHANICS AND VIBRATIONS, WMVC 2018, 2020, : 393 - 406
  • [34] Psychology Predictive Model Research based on Artificial Neural Network
    Cai Zhongxi
    2015 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA AND SMART CITY (ICITBS), 2016, : 571 - 574
  • [35] A New Transformer Protection Based on the Artificial Neural Network Model
    Chen, MingJie
    Zeng, Xin
    Li, GongHua
    Luo, Jian
    2008 WORLD AUTOMATION CONGRESS PROCEEDINGS, VOLS 1-3, 2008, : 1539 - +
  • [36] An Artificial Neural Network Classification Model Based on DNA Computing
    Zang, Wenke
    Liu, Xiyu
    Bi, Wei
    HUMAN CENTERED COMPUTING, HCC 2014, 2015, 8944 : 880 - 889
  • [37] Kick Prediction Method Based on Artificial Neural Network Model
    Zhao, Yulai
    Huang, Zhiqiang
    Xin, Fubin
    Qi, Guilin
    Huang, Hao
    ENERGIES, 2022, 15 (16)
  • [38] Research and application of unified model based on Artificial neural network
    Hao, Jishan
    Jin, Changlin
    Hu, Zhuofei
    Zhang, Qingfeng
    2017 IEEE ELECTRICAL DESIGN OF ADVANCED PACKAGING AND SYSTEMS SYMPOSIUM (EDAPS), 2017,
  • [39] Prediction Model Based on an Artificial Neural Network for Rock Porosity
    Hany Gamal
    Salaheldin Elkatatny
    Arabian Journal for Science and Engineering, 2022, 47 : 11211 - 11221
  • [40] Artificial Neural Network Based Model for Forecasting of Inflation in India
    Thakur, Gour Sundar Mitra
    Bhattacharyya, Rupak
    Mondal, Seema Sarkar
    FUZZY INFORMATION AND ENGINEERING, 2016, 8 (01) : 87 - 100