Low temperature is the key to maintain the high quality for chilled food. The single jet air curtain is used for
doorways opening insulation in the current circumstances is an idealization of the single jet air curtain used in the
supermarket open refrigerated display cabinets. Open refrigerated display cabinets are going through some of the
changes in their thermal behavior and of its overall performance due to variations in air conditions like air curtain
temperature, velocity, height/width ratio, deflection module, specific cooling load, stability and thermal efficiency. A
detailed experimental and comprehensive Artificial Neural Network Analysis of air conditions and energy transfer in
an open refrigerated display cabinet is performed in this study. Numerical ANN predictions are 99.77% accurate and
can be used to enable quick calculations and parametric analyses for the designing purposes of open refrigeration
equipment that reduce the thermal infiltration of the Open Refrigerated Display Cabinet and increase the food safety.
[1] Akash MS. Artificial intelligence & neural networks. International Journal of Soft Computing and Artificial
Intelligence. 2015; 3(2), 37-44.
[2] ASHRAE Handbook: Refrigeration, American Society of Heating, Refrigerating and Air-Conditioning
Engineers Incorporation. 2015.
[3] Axell, M, Fahlén P. Design criteria for energy efficient vertical air curtains in display cabinets. Proceedings
of 21st IIR International Congress of Refrigeration 2003; Washington DC, U.S.A.
[4] Chen, YG., Yuan XL. Experimental study of the performance of single-band air curtains for multi-deck
refrigerated display cabinet. Journal of Food Engineering 2005; 69(3), 261-267.
doi:10.1016/j.jfoodeng.2004.08.016
[5] Cortella, G, Manzan M, Comini G. CFD simulation of refrigerated display cabinets. International Journal
of Refrigeration 2001; 24(3), 250-260. doi:10.1016/S0140-7007(00)00015-3.
[6] Faramarzi, R. Efficient display case refrigeration, ASHRAE Journal 1999, 41(11).
[7] Gaspar, PD, Gonçalves LCC, Pitarma RA. Experimental analysis of the thermal entrainment factor of air
curtains in vertical open display cabinets for different ambient air conditions. Applied Thermal Engineering
2011; 31(5), 961–969. doi:10.1016/j.applthermaleng.2010.11.020.
[8] Gray I, Luscombe P, McLean L, Sarathy CSP, Sheahen P, Srinivasan K. Improvement of air distribution in
refrigerated vertical open front remote supermarket display cases. International Journal of Refrigeration
2008; 31(5), 902-910. doi:10.1016/j.ijrefrig.2007.09.005.
[9] Nascimento, SM, Heidinger GG, Gaspar PD, Silva PD. Experimental study of the interference in air
curtains due to the parallel transfer in front of refrigerated display cases. Proceedings of the ASME 2014
12th Biennial Conference on Engineering Systems 2014; Design and Analysis, Denmark.
[10] Navaz, HK, Faramarzi R, Gharib M, Dabiri D, Modarress D. The application of advanced methods in
analyzing the performance of the air curtain in a refrigerated display case. Transactions ASME Journal of
Fluids Engineering 2002; 124, 756–64. doi:10.1115/1.1478586.
[11] Schlichting, H. Boundary-layer theory, New York: McGraw-Hill 1955, 535.
[1] Akash MS. Artificial intelligence & neural networks. International Journal of Soft Computing and Artificial
Intelligence. 2015; 3(2), 37-44.
[2] ASHRAE Handbook: Refrigeration, American Society of Heating, Refrigerating and Air-Conditioning
Engineers Incorporation. 2015.
[3] Axell, M, Fahlén P. Design criteria for energy efficient vertical air curtains in display cabinets. Proceedings
of 21st IIR International Congress of Refrigeration 2003; Washington DC, U.S.A.
[4] Chen, YG., Yuan XL. Experimental study of the performance of single-band air curtains for multi-deck
refrigerated display cabinet. Journal of Food Engineering 2005; 69(3), 261-267.
doi:10.1016/j.jfoodeng.2004.08.016
[5] Cortella, G, Manzan M, Comini G. CFD simulation of refrigerated display cabinets. International Journal
of Refrigeration 2001; 24(3), 250-260. doi:10.1016/S0140-7007(00)00015-3.
[6] Faramarzi, R. Efficient display case refrigeration, ASHRAE Journal 1999, 41(11).
[7] Gaspar, PD, Gonçalves LCC, Pitarma RA. Experimental analysis of the thermal entrainment factor of air
curtains in vertical open display cabinets for different ambient air conditions. Applied Thermal Engineering
2011; 31(5), 961–969. doi:10.1016/j.applthermaleng.2010.11.020.
[8] Gray I, Luscombe P, McLean L, Sarathy CSP, Sheahen P, Srinivasan K. Improvement of air distribution in
refrigerated vertical open front remote supermarket display cases. International Journal of Refrigeration
2008; 31(5), 902-910. doi:10.1016/j.ijrefrig.2007.09.005.
[9] Nascimento, SM, Heidinger GG, Gaspar PD, Silva PD. Experimental study of the interference in air
curtains due to the parallel transfer in front of refrigerated display cases. Proceedings of the ASME 2014
12th Biennial Conference on Engineering Systems 2014; Design and Analysis, Denmark.
[10] Navaz, HK, Faramarzi R, Gharib M, Dabiri D, Modarress D. The application of advanced methods in
analyzing the performance of the air curtain in a refrigerated display case. Transactions ASME Journal of
Fluids Engineering 2002; 124, 756–64. doi:10.1115/1.1478586.
[11] Schlichting, H. Boundary-layer theory, New York: McGraw-Hill 1955, 535.
Titariya, V. K., & Agarwal, A. B. (2020). PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK. Journal of Thermal Engineering, 6(3), 359-368. https://doi.org/10.18186/thermal.712636
AMA
Titariya VK, Agarwal AB. PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK. Journal of Thermal Engineering. April 2020;6(3):359-368. doi:10.18186/thermal.712636
Chicago
Titariya, Vipin Kumar, and Alka Bani Agarwal. “PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK”. Journal of Thermal Engineering 6, no. 3 (April 2020): 359-68. https://doi.org/10.18186/thermal.712636.
EndNote
Titariya VK, Agarwal AB (April 1, 2020) PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK. Journal of Thermal Engineering 6 3 359–368.
IEEE
V. K. Titariya and A. B. Agarwal, “PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK”, Journal of Thermal Engineering, vol. 6, no. 3, pp. 359–368, 2020, doi: 10.18186/thermal.712636.
ISNAD
Titariya, Vipin Kumar - Agarwal, Alka Bani. “PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK”. Journal of Thermal Engineering 6/3 (April 2020), 359-368. https://doi.org/10.18186/thermal.712636.
JAMA
Titariya VK, Agarwal AB. PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK. Journal of Thermal Engineering. 2020;6:359–368.
MLA
Titariya, Vipin Kumar and Alka Bani Agarwal. “PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK”. Journal of Thermal Engineering, vol. 6, no. 3, 2020, pp. 359-68, doi:10.18186/thermal.712636.
Vancouver
Titariya VK, Agarwal AB. PERFORMANCE ANALYSIS OF THE SINGLE JET AIR CURTAIN FOR OPEN REFRIGERATED DISPLAY CABINET BY USING ARTIFICIAL NEURAL NETWORK. Journal of Thermal Engineering. 2020;6(3):359-68.