Title :
Minimising temperature drift errors of conditioning circuits using artificial neural networks
Author :
Pereira, J. M Dias ; Postolache, O. ; Girão, P. Silva ; Cretu, M.
Author_Institution :
Inst. de Telecommun., Escola Super. de Tecnologia, Setubal, Portugal
Abstract :
Temperature drift errors are a problem that affect the accuracy of measurement systems. When small amplitude signals from transducers are considered and environment conditions of amplification circuits exhibit a large temperature range, the temperature drift errors have a real impact in systems accuracy. In this paper a solution to overcome the problem of temperature drift errors of conditioning circuits is proposed, As an example a thermocouple based temperature measurement system is considered and the stability of its conditioning circuit (AD595) is analysed in two cases: with and without temperature drift error compensation. An Artificial Neural Network (ANN) is used for data optimisation and a Virtual Instrument, using GPIB instrumentation, is used to collect experimental values. Final results show a significant improvement in the accuracy of the system when the proposed temperature drift error compensation technique is applied to compensate errors caused by temperature variations
Keywords :
error compensation; measurement errors; minimisation; neural nets; signal processing; signal processing equipment; stability; temperature measurement; thermocouples; transducers; virtual machines; AD595; Artificial Neural Network; GPIB instrumentation; Virtual Instrument; artificial neural networks; conditioning circuit; conditioning circuits; data optimisation; small amplitude signals; stability; systems accuracy; temperature drift error compensation; temperature drift errors; thermocouple; Artificial neural networks; Circuit analysis; Circuit stability; Error compensation; Instruments; Stability analysis; Temperature distribution; Temperature measurement; Thermal stability; Transducers;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 1998. IMTC/98. Conference Proceedings. IEEE
Conference_Location :
St. Paul, MN
Print_ISBN :
0-7803-4797-8
DOI :
10.1109/IMTC.1998.679780