Title :
Application of Virtual Instrument & Neutral Network in Heat Treatment Furnace Verification
Author :
Wen, Dai ; Qing, Lin ; Qiang, Lu
Author_Institution :
Shan Dong Univ. of Sci. & Technol., Tsingtao
fDate :
Aug. 16 2007-July 18 2007
Abstract :
The heat treatment process makes strict demands on the stability of furnace temperature, so does the testing of furnace temperature uniformity in the field of furnace verification. Therefore, furnace temperature control and measurement should be made. The temperature measurement and control system of heat treatment furnace was developed using the technologies of virtual instrument and neutral networks. The software module of the system adopted the BP neutral network model to adjust the PID parameters of furnace temperature, according to which the PID temperature control model is built. This kind of intelligent algorithm is implemented on the LabView 7.0 platform. Combined with the system hardware module used to do data acquisition and signal conversion, the whole control system is able to hold the furnace temperature to a certain degree rapidly, steadily and accurately, which makes great sense to the heat treatment process and the temperature uniformity testing in furnace verification. Experiments of data acquisition and processing were made on furnace temperature rising, holding and measurement, during which the type S thermocouples were used to test the effective heating zone of heat treatment furnace. The practice results show that the utilization of virtual instrument and neutral networks technique improves the performance of furnace temperature control and measurement. The temperature measurement and control system is real-time, exact and reliable.
Keywords :
backpropagation; data acquisition; furnaces; heat treatment; neural nets; temperature control; temperature measurement; thermocouples; three-term control; virtual instrumentation; BP neutral network model; LabView 7.0 platform; PID parameters; PID temperature control model; data acquisition; effective heating zone; furnace temperature control; furnace temperature measurement; furnace verification; heat treatment; signal conversion; software module; system hardware module; temperature uniformity testing; type S thermocouples; virtual instrumentation; Control systems; Data acquisition; Furnaces; Heat treatment; Instruments; Temperature control; Temperature measurement; Temperature sensors; Testing; Three-term control; LabView; Virtual instrument; neural network; thermocouple;
Conference_Titel :
Electronic Measurement and Instruments, 2007. ICEMI '07. 8th International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-1136-8
Electronic_ISBN :
978-1-4244-1136-8
DOI :
10.1109/ICEMI.2007.4351250