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.
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页数:6
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