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
Link To Document :
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