China Safety Science Journal ›› 2021, Vol. 31 ›› Issue (7): 143-150.doi: 10.16265/j.cnki.issn 1003-3033.2021.07.020

• Public safety • Previous Articles     Next Articles

Comprehensive feature extraction model of outdoor fire hydrant state

CHEN Shiling1, XIONG Yong2,3, ZHU Leiji2,3   

  1. 1 Office of Shanghai Institute of Work Safety Science,Shanghai 200233, China;
    2 Broadband Wireless Communication Technology Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences,Shanghai 200050, China;
    3 Key Laboratory of Wireless Sensor Network and Communication, Chinese Academy of Sciences,Shanghai 200050, China
  • Received:2021-04-06 Revised:2021-06-10 Online:2021-07-28 Published:2022-01-28

Abstract: In order to monitor non-safety status of outdoor fire hydrant, such as water discharge, low pressure, overpressure, etc., which affect normal use of rescue water intake function, data filtering processing technology was adopted,based on one-dimensional pressure data, high-order multidimensional expansion of pressure mean value, pressure difference, pressure variance and pressure variance growth rate were carried out, and a comprehensive feature extraction model of outdoor fire hydrant status was proposed. Through combination optimization of sampling frequency and sliding filter window width, pressure data under different conditions were collected, and fitting model parameters were trained. Model was applied to integrated information acquisition intelligent terminal device and installed in outdoor fire hydrant dynamic information monitoring system. The results show that model can accurately judge status of water discharge, low pressure and overpressure, and improve dynamic information safety management level of outdoor fire hydrant.

Key words: outdoor fire hydrant, pressure data, feature extraction, multidimensional extension, dynamic information monitoring

CLC Number: