Modelling and prediction of NOx emission in a coal-fired power generation plant

被引:65
|
作者
Li, K
Thompson, S
Peng, JX
机构
[1] Queens Univ Belfast, Sch Elect & Elect Engn, Intelligent Syst & Control Grp, Belfast BT9 5AH, Antrim, North Ireland
[2] Queens Univ Belfast, Sch Mech & Mfg Engn, Belfast BT9 5AH, Antrim, North Ireland
关键词
NOx emission; power generation; modelling; identification; grey-box model;
D O I
10.1016/S0967-0661(03)00171-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper NOx emissions modelling for real-time operation and control of a 200 MWe coal-fired power generation plant is studied. Three model types are compared. For the first model the fundamentals governing the NOx formation mechanisms and a system identification technique are used to develop a grey-box model. Then a linear AutoRegressive model with eXogenous inputs (ARX) model and a non-linear ARX model (NARX) are built. Operation plant data is used for modelling and validation. Model cross-validation tests show that the developed grey-box model is able to consistently produce better overall long-term prediction performance than the other two models. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:707 / 723
页数:17
相关论文
共 50 条
  • [1] Nonlinear modeling of NOx emission in a coal-fired power generation plant
    Spinelli, W
    Piroddi, L
    Kang, L
    [J]. 2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, : 3850 - 3855
  • [2] Prediction of SOx-NOx Emission in Coal-Fired Power Plant Using Deep Neural Network
    So, Min Seop
    Kibet, Duncan
    Woo, Tae Kyeong
    Kim, Seong-Joon
    Shin, Jong-Ho
    [J]. MACHINES, 2023, 11 (12)
  • [3] Prediction of NOx emission concentration from coal-fired power plant based on joint knowledge and data driven
    Wu, Zheng
    Zhang, Yue
    Dong, Ze
    [J]. ENERGY, 2023, 271
  • [4] Simulation of Emission from Coal-Fired Power Plant
    Nemalipuri, Pruthiviraj
    Das, Harish Chandra
    Pradhan, Malay Kumar
    [J]. ADVANCES IN MECHANICAL ENGINEERING, ICRIDME 2018, 2020, : 975 - 986
  • [5] NOx emission prediction of coal-fired power units under uncertain classification of operating conditions
    Wang, Jiangjiang
    Feng, Yingsong
    Ye, Shaoming
    Zhang, Yu
    Ma, Zherui
    Dong, Fuxiang
    [J]. FUEL, 2023, 343
  • [6] NOx Emission Prediction for A Coal-fired Power Process Using Gated Recurrent Unit Approach
    Sun, Xiaoming
    Jia, Xinchun
    Hou, Pengfei
    Chi, Xiaobo
    Chen, Haowei
    [J]. 2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 426 - 431
  • [7] COAL-FIRED NOX EMISSION CONTROL TECHNOLOGIES
    KITTO, JB
    LARUE, AD
    KULIG, JS
    [J]. SIXTH ANNUAL INTERNATIONAL PITTSBURGH COAL CONFERENCE, VOLS 1 & 2, 1989, : 405 - 414
  • [8] A novel online modeling for NOx generation prediction in coal-fired boiler
    Qiao, Jiafei
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2022, 847
  • [9] NOx concentration prediction in coal-fired power plant based on CNN-LSTM algorithm
    Yin, Zhe
    Yang, Chunlai
    Yuan, Xiaolei
    Jin, Fei
    Wu, Bin
    [J]. FRONTIERS IN ENERGY RESEARCH, 2023, 10
  • [10] Modeling and optimization of NOX emission in a coal-fired power plant using advanced machine learning methods
    Tan, Peng
    Xia, Ji
    Zhang, Cheng
    Fang, Qingyan
    Chen, Gang
    [J]. INTERNATIONAL CONFERENCE ON APPLIED ENERGY, ICAE2014, 2014, 61 : 377 - 380