• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Yang, Hailu (Yang, Hailu.) | Yang, Yue (Yang, Yue.) | Hou, Yue (Hou, Yue.) | Liu, Yue (Liu, Yue.) | Liu, Pengfei (Liu, Pengfei.) | Wang, Linbing (Wang, Linbing.) | Ma, Yuedong (Ma, Yuedong.)

Indexed by:

EI Scopus SCIE

Abstract:

Piezoelectric ceramics have good electromechanical coupling characteristics and a high sensitivity to load. One typical engineering application of piezoelectric ceramic is its use as a signal source for Weigh-In-Motion (WIM) systems in road traffic monitoring. However, piezoelectric ceramics are also sensitive to temperature, which affects their measurement accuracy. In this study, a new piezoelectric ceramic WIM sensor was developed. The output signals of sensors under different loads and temperatures were obtained. The results were corrected using polynomial regression and a Genetic Algorithm Back Propagation (GA-BP) neural network algorithm, respectively. The results show that the GA-BP neural network algorithm had a better effect on sensor temperature compensation. Before and after GA-BP compensation, the maximum relative error decreased from about 30% to less than 4%. The sensitivity coefficient of the sensor reduced from 1.0192 x 10(-2)/degrees C to 1.896 x 10(-4)/degrees C. The results show that the GA-BP algorithm greatly reduced the influence of temperature on the piezoelectric ceramic sensor and improved its temperature stability and accuracy, which helped improve the efficiency of clean-energy harvesting and conversion.

Keyword:

Weigh-In-Motion GA-BP neural network error analysis piezoelectric sensor temperature compensation

Author Community:

  • [ 1 ] [Yang, Hailu]Univ Sci & Technol Beijing, Natl Ctr Mat Serv Safety, Beijing 100083, Peoples R China
  • [ 2 ] [Yang, Yue]Univ Sci & Technol Beijing, Natl Ctr Mat Serv Safety, Beijing 100083, Peoples R China
  • [ 3 ] [Hou, Yue]Beijing Univ Technol, Coll Metropolitan Transportat, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Yue]Beijing Univ Technol, Key Lab Urban Secur & Disaster Engn, Minist Educ, Beijing 100124, Peoples R China
  • [ 5 ] [Liu, Pengfei]Rhein Westfal TH Aachen, Inst Highway Engn ISAC, D-52074 Aachen, Germany
  • [ 6 ] [Wang, Linbing]Virginia Tech, Joint USTB Virginia Tech Lab Multifunct Mat, Dept Civil & Environm Engn, USTB, Blacksburg, VA 24061 USA
  • [ 7 ] [Ma, Yuedong]Beijing Municipal Construct Engn Co Ltd, Beijing 100141, Peoples R China

Reprint Author's Address:

Show more details

Related Keywords:

Related Article:

Source :

SENSORS

Year: 2022

Issue: 6

Volume: 22

3 . 9

JCR@2022

3 . 9 0 0

JCR@2022

ESI Discipline: CHEMISTRY;

ESI HC Threshold:53

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 12

SCOPUS Cited Count: 17

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

Affiliated Colleges:

Online/Total:1448/10838911
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.