Neuro-fuzzy modelling of power plant flue-gas emissions

被引:29
|
作者
Ikonen, E
Najim, K
Kortela, U
机构
[1] Univ Oulu, Infotech Oulu, Oulu 90014, Finland
[2] Dept Proc Engn, Syst Engn Lab, Oulu 90014, Finland
[3] Ecole Natl Super Ingn Genie Chim, Proc Control Lab, F-31078 Toulouse, France
基金
芬兰科学院;
关键词
fluidised-bed; fuzzy systems; neural nets; process models; thermal plants;
D O I
10.1016/S0952-1976(00)00054-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper concerns process modelling using fuzzy neural networks. In distributed logic processors (DLP) the rule base is parameterised. The DLP derivatives required by gradient-based training methods are given, and the recursive prediction error method is used to adjust the model parameters. The power of the approach is illustrated with a modelling example where NO, emission data from a full-scale fluidised-bed combustion district heating plant are used. The method presented in this paper is general, and can be applied to other complex processes as well. (C) 2000 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:705 / 717
页数:13
相关论文
共 50 条
  • [1] FLUE-GAS MONITORING OF FIRING PLANT EMISSIONS
    GUSE, W
    [J]. STAUB REINHALTUNG DER LUFT, 1986, 46 (02): : 66 - 71
  • [2] Detailed modelling of a flue-gas desulfurisation plant
    Gomez, Antonio
    Fueyo, Norberto
    Tomas, Alfredo
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2007, 31 (11) : 1419 - 1431
  • [3] Neuro-fuzzy model of flue gas oxygen content
    Hímer, Z
    Wertz, V
    Kovács, J
    Kortela, U
    [J]. Proceedings of the 23rd IASTED International Conference on Modelling, Identification, and Control, 2004, : 98 - 102
  • [4] MINIMIZATION OF FLUE-GAS EMISSIONS
    DELABY, O
    SMITH, R
    [J]. PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 1995, 73 (B1) : 21 - 32
  • [5] TARGETING FLUE-GAS EMISSIONS
    SMITH, R
    DELABY, O
    [J]. CHEMICAL ENGINEERING RESEARCH & DESIGN, 1991, 69 (A6): : 492 - 505
  • [6] FLUE-GAS REHEATING FOR SCR-PLANT AFTER FLUE-GAS DESULFURIZATION PLANT
    BURMEISTER, H
    ZWAHR, H
    [J]. BRENNSTOFF-WARME-KRAFT, 1986, 38 (05): : 206 - 210
  • [7] Flue-Gas Desulfurization Fire at the Thermal Power Plant
    Chen, Yi-Feng
    Shu, Chi-Min
    [J]. BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2019, 124 : 233 - 234
  • [8] STACKLESS POWER-PLANT WITH FLUE-GAS DESULFURIZATION
    PETZEL, HK
    IGELBUSCHER, H
    ESCHE, M
    LEIVO, C
    [J]. JOURNAL OF THE AIR POLLUTION CONTROL ASSOCIATION, 1986, 36 (05): : 658 - 660
  • [9] PULSE POWER ELECTROSTATIC TECHNOLOGIES FOR THE CONTROL OF FLUE-GAS EMISSIONS
    DINELLI, G
    REA, M
    [J]. JOURNAL OF ELECTROSTATICS, 1990, 25 (01) : 23 - 40
  • [10] NEURO-FUZZY MODELLING OF BLENDING PROCESS IN CEMENT PLANT
    Araromi, Dauda Olarotimi
    Odewale, Stephen Ayodele
    Hamed, Jimoh Olugbenga
    [J]. ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2015, 9 (28): : 27 - 33