A temperature-compensated system for magnetic field measurements based on artificial neural networks

被引:34
作者
Pereira, JMD [1 ]
Postolache, O
Girao, PMB
机构
[1] Escola Super Tecnol, Inst Politecn Setubal, P-2910 Setubal, Portugal
[2] Tech Univ Iasi, Fac Elect Engn, Iasi 6600, Romania
[3] Univ Tecn Lisboa, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
calibration; error compensation; magnetic transducers; neural networks; temperature;
D O I
10.1109/19.744197
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a personal-computer-controlled system, assembled mainly with IEEE 488 general purpose instruments and aimed at the measurement of magnetic field intensity. The main sensor element in the system is a magnetoresistive field sensor which includes four permalloy strips connected in a Wheatstone bridge configuration. The temperature dependence of this sensor can vary almost 25% in the experimental operating temperature range (20 degrees C-100 degrees C), In order to overcome this problem, a two-terminal integrated circuit temperature transducer is connected to the system, and its temperature information is used to correct the temperature drift error of the magnetic sensor. Artificial neural networks are used for data reduction and final results show an improvement in the system's accuracy from 20% to 2%.
引用
收藏
页码:494 / 498
页数:5
相关论文
共 8 条
[1]  
[Anonymous], 1996, SIGNAL PROCESSING AL
[2]   A NEURAL-NETWORK APPROACH FOR IDENTIFICATION AND FAULT-DIAGNOSIS ON DYNAMIC-SYSTEMS [J].
BERNIERI, A ;
DAPUZZO, M ;
SANSONE, L ;
SAVASTANO, M .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1994, 43 (06) :867-873
[3]  
KOSCO B, 1992, NEURAL NETWORKS SIGN
[4]   ELECTRIC-LOAD FORECASTING USING AN ARTIFICIAL NEURAL NETWORK [J].
PARK, DC ;
ELSHARKAWI, MA ;
MARKS, RJ ;
ATLAS, LE ;
DAMBORG, MJ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1991, 6 (02) :442-449
[5]  
PEREIRA JMD, 1995, P 7 TC 4 IM S PRAG C, P352
[6]  
POSTOLACHE O, 1996, P 8 TC 4 IM S BUD HU, P326
[7]  
WECKSTROM T, 1987, P 14 IM WORLD C JUN, V6, P191
[8]  
WEN W, 1994, P IMTC 94 ADV TECHN, P131