On-line measurement of coal storage in ball mill based on fuzzy neural network

被引:0
|
作者
Xie Youcheng [1 ]
Ren Ping [1 ]
机构
[1] Changsha Univ Sci & Technol, Coll Energy & Power Engn, Changsha 410076, Peoples R China
关键词
ball mill; coal storage; fuzzy neural network; PC104;
D O I
暂无
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, a new on-line measurement approach for coal storage in ball mill was presented In the approach, Fuzzy neural network modeling was adopted to construct the measurement model for coal storage in ball mill. During the modeling, Fuzzy neural network model was employed to approximate the non-linearity of coal storage in ball mill, coal supply, sirocco flux, recycle wind flux, export temperature and pressure difference are selected as the measure variable. Subtractive-clustering algorithm was used to determine the optimum number of clusters; this made the fuzzy neural network model simple and accurate. Based on it, an instrument based on PC104 was developed and the test in laboratory was conducted. The test results showed that the measure error was lower and acceptable. It laid a foundation for the optimal control of coal storage in ball mill.
引用
收藏
页码:3126 / 3129
页数:4
相关论文
共 50 条
  • [1] Soft Sensing System for Coal Storage in Ball Mill Based on Fuzzy Neural Network
    Xie Youcheng
    Zhang Jing
    Ren Ping
    2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 1827 - 1831
  • [2] Soft sensing system for coal storage in ball mill based on fuzzy modeling
    Xie Youcheng
    Zhang, Jing
    Ren, Ping
    ADVANCING SCIENCE THROUGH COMPUTATION, 2008, : 397 - 400
  • [3] Fuzzy logic based on-line efficiency optimization control of a ball mill grinding circuit
    Chen, Xisong
    Zhai, Junyong
    Li, Qi
    Fei, Shumin
    FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 2, PROCEEDINGS, 2007, : 575 - +
  • [4] On-line Thickness Measurement of Thin Film Based On Neural Network
    Cai, Li
    Tan, Yuegang
    Wei, Qin
    GREEN POWER, MATERIALS AND MANUFACTURING TECHNOLOGY AND APPLICATIONS III, PTS 1 AND 2, 2014, 484-485 : 307 - 310
  • [5] An on-line ICA-mixture-model-based fuzzy neural network
    Lin, CT
    Cheng, WC
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 2141 - 2146
  • [6] A design of fuzzy neural network control with decoupling for ball mill system
    Yang, XY
    Xu, DP
    Li, J
    NEW TECHNOLOGIES FOR AUTOMATION OF METALLURGICAL INDUSTRY 2003, 2004, : 47 - 51
  • [7] On-line fuzzy adaptive controller with wavelet neural network
    Zhang, K
    Chen, WK
    2001 INTERNATIONAL CONFERENCES ON INFO-TECH AND INFO-NET PROCEEDINGS, CONFERENCE A-G: INFO-TECH & INFO-NET: A KEY TO BETTER LIFE, 2001, : D394 - D399
  • [8] A kind of on-line self adjusting learning controller based on fuzzy neural network
    Nie, CG
    Li, RF
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 423 - 426
  • [9] On-line fuzzy neural network monitoring for micro hole drilling
    Yang, Zhao-Jun
    Li, Xue
    Han, Yu
    Cui, Ya-Xin
    Ding, Chi-Yuan
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2007, 37 (06): : 1336 - 1340
  • [10] On-line Tool Condition Monitoring with Improved Fuzzy Neural Network
    李小俚
    High Technology Letters, 1997, (01) : 30 - 33