Artificial neural networks for automotive air-conditioning systems performance prediction.
Author(s) : KAMAR H. M., AHMAD R., KAMSAH N. B., et al.
Type of article: Article
Summary
In this study, ANN model for a standard air-conditioning system for a passenger car was developed to predict the cooling capacity, compressor power input and the coefficient of performance (COP) of the automotive air-conditioning (AAC) system. This paper describes the development of an experimental rig for generating the required data. The experimental rig was operated at steady-state conditions while varying the compressor speed, air temperature at evaporator inlet, air temperature at condenser inlet and air velocity at evaporator inlet. Using these data, the network using Lavenberg-Marquardt (LM) variant was optimized for 4-3-3 (neurons in input-hidden-output layers) configuration. The developed ANN model for the AAC system shows good performance with an error index in the range of 0.65 -1.65%, mean square error (MSE) between 1.09 x 100000 and 9.05 x 100000 and the root mean square error (RMSE) in the range of 0.33-0.95%. Moreover, the correlation which relates the predicted outputs of the ANN model to the experimental results has a high coefficient in predicting the AAC system performance.
Details
- Original title: Artificial neural networks for automotive air-conditioning systems performance prediction.
- Record ID : 30006016
- Languages: English
- Source: Applied Thermal Engineering - vol. 50 - n. 1
- Publication date: 2013/01
- DOI: http://dx.doi.org/10.1016/j.applthermaleng.2012.05.032
Links
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Indexing
- Themes: Mobile air conditioning
- Keywords: Car; Prediction; Performance; Modelling; Air conditioning
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- Author(s) : HARA J., et al.
- Date : 1991
- Languages : Japanese
- Source: Trans. JAR - vol. 8 - n. 3
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Computational prediction technology for the des...
- Author(s) : KOHRI I.
- Date : 2004
- Languages : Japanese
- Source: SHASE - vol. 28 - n. 1
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Evaluation of the HVAC system of passenger cars...
- Author(s) : CURRLE J., HARPER M., ROSS F., HEID T.
- Date : 1997/05/19
- Languages : English
- Source: 1997 VTMS 3, Vehicle Thermal Management Systems Conference proceedings.
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Accelerated product design of automotive air-co...
- Author(s) : JOSHI V.
- Date : 2000/11
- Languages : English
- Source: AIRAH J. - vol. 54 - n. 11
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- Author(s) : VAISMAN I. B., CUIRRIER C.
- Date : 2002/07/16
- Languages : English
- Source: 2002 Purdue conferences. 2002 compressor engineering & refrigeration and air conditioning conferences at Purdue [CD-ROM].
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