Superheater Steam Temperature Control for a 300MW Boiler Unit with Inverse Dynamic Process Models

被引:0
|
作者
Ma, Liangyu [1 ]
Lin, Yongjun [1 ]
Lee, Kwang Y. [2 ]
机构
[1] N China Elect Power Univ, Automat Dept, Sch Control & Comp Engn, Baoding 071003, Hebei, Peoples R China
[2] Baylor Univ, Dept Elect & Comp Engn, Waco, TX 76798 USA
关键词
Boiler control; feedforward control; inverse dynamic neuro-controller; superheater steam temperature control; neural network control; PID compensator; RECURRENT NEURAL-NETWORKS;
D O I
暂无
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
An Inverse Dynamic Neuro-Controller (IDNC) is developed to improve the superheater steam temperature control of a 300MW boiler unit. A recurrent neural network was used for building the Inverse Dynamic Process Models (IDPMs) for the superheater system. Two inverse dynamic neural network (NN) models referring to the first-stage and the second-stage water-spray attemperators are constructed separately. To achieve highly accurate approximation of the superheater system, the NN models are trained with sufficient historical data in a wide operating range, which consists of both different steady-state conditions and dynamic transients. Then the IDNCs are designed based on the well-trained IDPMs and applied to superheater steam temperature control. In order to eliminate the steady-state control error arisen by the model error, a simple feedback PID compensator is added to an inverse controller. Detailed control tests are carried out on a full-scope simulator for a 300MW coal-fired power generating unit. It is shown that the temperature control is greatly improved with the IDNCs compared to the original cascaded PID control scheme.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Simulation of main steam & Feedwater system of Full Scope Simulator for Qinshan 300MW Nuclear Power Unit
    Zhao, Xiaoyu
    Hedongli Gongcheng/Nuclear Power Engineering, 1996, 17 (02): : 161 - 167
  • [42] LOAD CONTROL-SYSTEM OF A 300-MW UNIT WITH OPTIMIZATION OF STEAM PRESSURE
    SHAPIRO, VI
    TSEITLIN, RA
    ZIMA, BE
    THERMAL ENGINEERING, 1978, 25 (07) : 5 - 10
  • [43] EXPERIMENTAL DYNAMIC CHARACTERISTICS OF THE TGMP-204 STEAM BOILER OF THE 800 MW GENERATING-UNIT
    DOVERMAN, GI
    SOKOLOV, YN
    ZOTOV, LG
    THERMAL ENGINEERING, 1980, 27 (07) : 363 - 368
  • [44] Main Steam Temperature Control of Thermal Power Boiler Based on Dynamic Matrix Control
    Zhang J.
    Gao J.
    Feng X.
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2019, 53 (10): : 96 - 102and174
  • [45] Numerical Modeling of Biomass Gas Co-firing Process and Combustion Analysis in a 300MW Pulverized Coal Boiler
    Zhang, Xiao-tao
    Ding, Quan-bin
    Lu, Yi
    Liu, Ying
    INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENT AND CHEMICAL ENGINEERING (ICEECE 2015), 2015, : 133 - 137
  • [46] An exploratory study of the variable-pressure operation of an UP-type once-through boiler for a 300MW unit
    College of Mechanical Engineering, Shanghai Univ. of Eng./Technology, Shanghai, Post Code: 200336, China
    Reneng Dongli Gongcheng/Journal of Engineering for Thermal Energy and Power, 2002, 17 (05): : 521 - 523
  • [47] Real-coding Genetic Algorithm-based Model Identification for Bed Temperature of 300MW CFB Boiler
    Hou, Guolian
    Zhang, Yuanyuan
    Zhang, Jianhua
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 2019 - 2025
  • [48] Implementation of High Availability SCADA System for Superheater Steam Temperature Control in a 210 MW Thermal Power Plant
    Mathew, Joseph
    Shankar, S. S.
    Pratheesh, H.
    Singh, Raja B.
    Lajitha, C. S.
    Irshad, Muhammed A.
    2014 IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTING AND COMMUNICATION TECHNOLOGIES (IEEE CONECCT), 2014,
  • [49] Dynamic Characteristics of the Steam Generator of the 200 MW Unit of the Beloyarskaya Nuclear Power Plant as an Object of Control of Temperature of Superheated Steam.
    Komarov, A.N.
    Artemov, A.S.
    Linev, V.I.
    Bronnikov, V.K.
    Gorbunov, A.I.
    Teploenergetika, 1973, (02): : 5 - 9
  • [50] Advanced simulation control application of full scope simulator for Qinshan 300MW Nuclear Power Unit
    Tu, Shaoning
    Hedongli Gongcheng/Nuclear Power Engineering, 1996, 17 (02): : 125 - 128