Self-learning fuzzy neural network and its application to fire auto-detecting in fire protection system

被引:0
|
作者
Chen, SY [1 ]
Yi, JK [1 ]
Zhao, YY [1 ]
机构
[1] Beijing Polytech Univ, Dept Automat, Beijing 100022, Peoples R China
关键词
fuzzy logic; neural network; online learning; fire auto-detecting;
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 Fuzzy-Neuro Network architecture has been proposed. Initial fuzzy knowledge base can be built by means of self-adaptive learning from historical data, fuzzy rules and system parameters can be optimized by online learning of FNN via real-time data, which make the system possess distinguished adaptive feature and self-learning capablity. Taking fire auto-detecting in fire protection system as application background, a series of experiment research have been carried out. Experiment results demonstrate the feasibility of neuro-fuzzy system.
引用
收藏
页码:1754 / 1757
页数:4
相关论文
共 50 条
  • [21] Based on the application of self-learning fuzzy PID control in tension control system
    Mao Gangyuan
    Wu Mei
    Liu Huikang
    [J]. ENGINEERING SOLUTIONS FOR MANUFACTURING PROCESSES, PTS 1-3, 2013, 655-657 : 1505 - +
  • [23] Application of self-learning interval type-2 fuzzy neural network in PM2.5 concentration prediction
    Shao, Kunpeng
    Zhao, Taoyan
    Cao, Jiangtao
    [J]. ENGINEERING RESEARCH EXPRESS, 2024, 6 (02):
  • [24] Development of Machine Vision System Based on BP Neural Network Self-learning
    Ge Dongyuan
    Yao Xifan
    Zhang Qing
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, 2008, : 632 - 636
  • [25] Probabilistic Neural Network Application in Fault Diagnosis of Airborne Fire Control System
    Zhang, Caikun
    Feng, Qi
    Bai, Zhaohui
    [J]. PROCEEDINGS OF THE FIRST SYMPOSIUM ON AVIATION MAINTENANCE AND MANAGEMENT, VOL I, 2014, 296 : 235 - 242
  • [26] Self-learning complex neuro-fuzzy system with complex fuzzy sets and its application to adaptive image noise canceling
    Li, Chunshien
    Wu, Tsunghan
    Chan, Feng-Tse
    [J]. NEUROCOMPUTING, 2012, 94 : 121 - 139
  • [27] Fuzzy neural network self-learning control of free-floating dual-arm space robot system
    Hong, Zhao-Bin
    Chen, Li
    [J]. Jiqiren/Robot, 2008, 30 (05): : 435 - 439
  • [28] Self-learning control of space flexible manipulator based on gauss function fuzzy neural network
    Hong, Zhao-Bin
    Chen, Li
    [J]. Gongcheng Lixue/Engineering Mechanics, 2009, 26 (06): : 172 - 177
  • [29] Image processing using self-learning fuzzy spiking neural network in the presence of overlapping classes
    Bodyanskiy, Ye.
    Dolotov, A.
    [J]. BEC 2008: 2008 INTERNATIONAL BIENNIAL BALTIC ELECTRONICS CONFERENCE, PROCEEDINGS, 2008, : 213 - 216
  • [30] Application of neural network on rolling force self-learning for tandem cold rolling mills
    Yang, Jingming
    Che, Haijun
    Don, Fuping
    Liu, Shuhui
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 480 - +