Control of a selective catalytic reduction system based on NARMA-L2 model

被引:0
|
作者
Han, W. M. [1 ]
Wang, Y. J. [1 ]
Zheng, T. X. [1 ]
Zhou, T. L. [1 ]
Zhang, Y. [2 ]
Tan, R. [2 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Automat, Chongqing 400065, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Sch Adv Mfg Engn, Chongqing 400065, Peoples R China
关键词
NOX;
D O I
10.1088/1755-1315/59/1/012036
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The plant of the selective catalytic reduction (SCR) system is characterized by significant nonlinearity, time delay and temperature sensitivity. In order to control the urea injection accurately, the (nonlinear auto regressive moving average) NARMA-L2 model based control is applied to the SCR system. In this paper, a data-based technique is taken and a model of the plant is identified on the basis of input-output data. Then the identified model is used to the design of a NARMA-L2 controller. Simulation of the NARMA-L2 model based control for the SCR system is presented to demonstrate the effectiveness and superiority. The comparison results show better performance over the traditional PID control.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Adaptive control design of neural fuzzy system for NARMA-L2 model
    Liu, Zhi
    Zhang, Yuri
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2801 - +
  • [2] NARMA-L2 neural control of a bioreactor
    Fourati, Fathi
    Baklouti, Samir
    Moalla, Hounaida
    2015 4TH INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC), 2015, : 504 - 509
  • [3] Research of Pantograph-Catenary Active Vibration Control System Based on NARMA-L2 Model
    Liu, Shibing
    Wu, Lei
    Zhu, Xuelong
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES FOR RAIL TRANSPORTATION: ELECTRICAL TRACTION, 2016, 377 : 803 - 810
  • [4] Smoothing the control action for NARMA-L2 controllers
    Pukrittayakamee, A
    De Jesús, O
    Hagan, MT
    2002 45TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL III, CONFERENCE PROCEEDINGS, 2002, : 37 - 40
  • [5] Neural network NARMA-L2 control of a Twin Rotor MIMO System
    Senoussaoui, Abderrahmene
    Chenafa, Mohammed
    Kacimi, Abderrahmane
    Hocine, Rachida
    2019 INTERNATIONAL CONFERENCE ON ADVANCED ELECTRICAL ENGINEERING (ICAEE), 2019,
  • [6] Design of Hybrid Neural Controller for Nonlinear MIMO System Based on NARMA-L2 Model
    El Hamidi, K.
    Mjahed, M.
    El Kari, A.
    Ayad, H.
    El Gmili, N.
    IETE JOURNAL OF RESEARCH, 2023, 69 (05) : 3038 - 3051
  • [7] NARMA-L2 controller synthesis for a guidance and stabilization system
    Kuznetsov, B., I
    Vasilets, T. E.
    Varfolomeev, A. A.
    ELECTRICAL ENGINEERING & ELECTROMECHANICS, 2011, (04) : 41 - 46
  • [8] A Microgrid Coordinated Energy Management Approach based on NARMA-L2 model
    Ying, Xiaolei
    Xu, Lu
    Pei, Chuanxun
    Fang, Yunhui
    Yue, Feng
    Hu, Zijian
    Zhou, Suyang
    Gu, Wei
    2018 2ND IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2018,
  • [10] Wavelet Neural Network Based on NARMA-L2 Model for Prediction of Thermal Characteristics in a Feed System
    Jin Chao
    Wu Bo
    Hu Youmin
    CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2011, 24 (01) : 33 - 41