DocumentCode
3013924
Title
Temperature Control of Thermoelectric Cooler Based on Adaptive NN-PID
Author
Shaojing, Song ; Qin Qin
Author_Institution
Sch. of Electron. & Electr. Eng., Shanghai Second Polytech. Univ., Shanghai, China
fYear
2010
fDate
25-27 June 2010
Firstpage
2245
Lastpage
2248
Abstract
Thermoelectric cooler has dynamic thermoelectric performance under complex environment. A dynamic model of thermoelectric cooler is derived using small-signal linearization method. It shows that the dynamic model of the thermoelectric cooler has one zero and two poles. The dynamic model of thermoelectric cooler is shown to vary with different operating condition. Based on average linear dynamic model of a thermoelectric cooler, a temperature control system is designed for the cold end temperature of the thermoelectric cooler using adaptive NN-PID algorithm. The step response tests show that the controller has satisfying dynamic and steady performance. In room temperature environment, the response time for cooling down 10□ is around 70s and the steady error is very small. The cold-end temperature can be maintained at the setting value within 0.1□. Experiment results also show that the setting temperature can reach to 23□ below the environment temperature. The smaller setting value is, the longer step response is.
Keywords
adaptive control; control system synthesis; linearisation techniques; neurocontrollers; step response; temperature control; thermoelectric devices; three-term control; adaptive NN-PID algorithm; average linear dynamic model; cold end temperature; dynamic thermoelectric performance; small-signal linearization method; step response tests; temperature control system; thermoelectric cooler; Artificial neural networks; Equations; Heat sinks; Heating; Load modeling; Mathematical model; Adaptive NN-PID control; Small-signal linearization method; Thermoelectric cooler;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical and Control Engineering (ICECE), 2010 International Conference on
Conference_Location
Wuhan
Print_ISBN
978-1-4244-6880-5
Type
conf
DOI
10.1109/iCECE.2010.553
Filename
5631607
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