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
  • [21] Research Of Over-heat Steam Temperature Optimizing Control Of 300MW Power Plant
    Chen, Jie
    Hu, Xuejun
    Xu, Lixin
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION WORKSHOP: IITA 2008 WORKSHOPS, PROCEEDINGS, 2008, : 832 - 835
  • [22] Analysis of the 300MW steam turbine rotor's transient temperature
    He, Na-Na
    Hu, Nian-Su
    Wang, Jian-Mei
    Zhang, Jian-Jiang
    Qilunji Jishu/Turbine Technology, 2003, 45 (05):
  • [23] Simulation Study on Superheated Steam Temperature Control of Supercritical Boiler Unit Based on Elman Neural Network Inverse Models
    Zhang, Miaomiao
    Zhang, Xiaoyong
    Xiao, Changge
    Song, Ze
    Ma, Jin
    Ma, Liangyu
    2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 2712 - 2717
  • [24] Thermal Fluid Dynamic Characteristics and Wall Temperature Distribution of a 300MW Supercritical CO2 Boiler
    Zhang Y.
    Wang A.
    Bai W.
    Yang Y.
    Li H.
    Yao M.
    Wang Y.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2019, 39 (06): : 1700 - 1706
  • [25] Research and Analysis of 300MW Boiler Combustion System Based on Fuzzy Control
    Liang, Weipang
    Zhang, Jinshuai
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 5460 - 5463
  • [26] Mathematical models of a counterflow convection superheater of a boiler in a temperature control system
    Pikina, G.A.
    Chikunova, O.M.
    Thermal Engineering, 2002, 49 (08) : 638 - 647
  • [27] Experimental Study of the Effects of Staging Combustion on the Denitration Process in 300MW PC Boiler
    Zhang, Bing
    2015 4TH INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL PROTECTION (ICEEP 2015), 2015, : 690 - 695
  • [28] Neurofuzzy network modelling and control of steam pressure in 300 MW steam-boiler system
    Liu, XJ
    Lara-Rosano, F
    Chan, CW
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2003, 16 (5-6) : 431 - 440
  • [29] Assessing the flaws in welded seam of header of a 300MW steam turbine generator unit
    Song, Li
    Yang, Shuicheng
    Wei, Fengtao
    ENGINEERING PLASTICITY AND ITS APPLICATIONS FROM NANOSCALE TO MACROSCALE, PTS 1 AND 2, 2007, 340-341 : 1431 - +
  • [30] Finite element analysis on overall stress variation of the boiler drum of 300MW thermal power unit during the startup process
    He, Jianjun
    Chen, Jian
    Li, Guang
    Liu, Wenhui
    Qiu, Wei
    Li, Wei
    STRUCTURAL INTEGRITY IN NUCLEAR ENGINEERING, 2011, : 307 - 312