Characteristic Curve Fitting of Capacitive Rainfall Sensor Based on BP Neural Network

被引:0
|
作者
Zhang, Long [1 ]
Ye, Song [1 ]
Zhou, Shu-dao [1 ]
Liu, Feng [1 ]
机构
[1] PLA Univ Sci & Technol, Coll Meteorol & Oceanog, Nanjing 211101, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Capacitive Rainfall Sensor; Curve Fitting; Least Square Method; BP Neural Network; Mean Square Error;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rainfall is a kind of common weather phenomenon. Accurate measurement of rainfall is of great significance for weather and natural disasters forecasting. In this paper, the capacitive sensor was applied to the measurement of rainfall and the working principle was introduced. Furthermore, the output characteristic curve of the sensor was fitted by BP neural network. The sensor's calibration data were taken as training samples and BP network model was established. The results showed that the fitting algorithm based on BP neural network had faster convergence speed and higher accuracy, and its fitting error was much smaller than that of the least square method.
引用
收藏
页码:737 / 742
页数:6
相关论文
共 50 条
  • [31] Study on Engine Characteristic Curves Drawing Method Based on BP Neural Network
    Guo, Cui Xia
    Liu, Kang
    Xie, Wen Ling
    Zhou, Shun Yong
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 593 - +
  • [32] Study on Soft Sensor for Lysine Fermentation Based on BP Neural Network
    Li Hongyi
    Zhang Haoming
    Wang Yinhua
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 4120 - 4124
  • [33] SENSOR FAILURE DETECTION AND SIGNAL RECOVERY BASED ON BP NEURAL NETWORK
    Niu Yongsheng
    Zhao Xinmin(Dept of Electrical Engineering
    Chinese Journal of Aeronautics , 1997, (02) : 151 - 154
  • [34] A novel model of ZigBee in wireless sensor network based on CMOS image sensor and BP neural network
    Luo, Xiaohong
    Chang, Mengxing
    Journal of Chemical and Pharmaceutical Research, 2014, 6 (07) : 2182 - 2189
  • [35] Temperature and Humidity Sensor Location Optimization Based on BP Neural Network
    Liu, Zhuo-fu
    Wang, Lin
    Xi, Guang-sheng
    Luo, Zhongming
    Li, Yongbo
    2015 FIFTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION AND MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2015, : 283 - 287
  • [36] Neural-Network-Based Curve Fitting Using Totally Positive Rational Bases
    Gonzalez-Diaz, Rocio
    Mainar, E.
    Paluzo-Hidalgo, Eduardo
    Rubio, B.
    MATHEMATICS, 2020, 8 (12) : 1 - 19
  • [37] Image texture classification using wavelet based curve fitting and probabilistic neural network
    Ramakrishnan, Srinivasan
    Selvan, Srinivasan
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2007, 17 (04) : 266 - 275
  • [38] Investigation on mathematic model of corona current based on the curve fitting by artificial neural network
    Fan, Gaohui
    Liu, Shanghe
    Wei, Ming
    Hu, Xiaofeng
    Gaodianya Jishu/High Voltage Engineering, 2015, 41 (03): : 1034 - 1041
  • [39] An Improved RBF Neural Network Approach to Nonlinear Curve Fitting
    Li, Michael M.
    Verma, Brijesh
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, PT II, 2015, 9095 : 262 - 275
  • [40] Artificial neural network-based hysteresis estimation of capacitive pressure sensor
    Dibi, Zohir
    Hafiane, M. Lamine
    PHYSICA STATUS SOLIDI B-BASIC SOLID STATE PHYSICS, 2007, 244 (01): : 468 - 473