A Review of Parameters and Mechanisms in Spray Cooling

Saee Thakur; Santosh Kadapure; Prasad Hegde; Umesh Deshannavar

doi:10.63278/mme.v29i3.1016

Authors

Saee Thakur 1KIT's College of Engineering, Kolhapur
Santosh Kadapure KLE Dr M. S. Sheshgiri College of Engineering and Technology, Belagavi
Prasad Hegde KLE Dr M. S. Sheshgiri College of Engineering and Technology, Belagavi
Umesh Deshannavar Dr. J. J. Magdum College of Engineering

DOI:

https://doi.org/10.63278/mme.v29i3.1016

Abstract

Miniaturisation in avionics, electronics, and medical appliances has led to demands for rapid heat dissipation techniques. The spray cooling technique has gained importance recently due to its advantage over other cooling methods. Parameters affecting heat transfer mechanisms during spray cooling are contemplated. This review presents different heat transfer parameters and their effect on spray cooling by analysis from past studies. Heat transfer surface modifications and different coolant variations to enhance heat transfer effectiveness are also reviewed. Apart from high heat flux having more applications, low heat flux studies have also grabbed the researchers to find solutions with a temperature range lower than 250˚C. Therefore, the upcoming spray cooling technology will have broad applications that will contribute to the maximum efficiency of the heat removal rate.

References

Abeykoon, C., Compact heat exchangers–Design and optimization with CFD. International Journal of Heat and Mass Transfer, 2020. 146: p. 118766.

Asim, M. and F.R. Siddiqui, Hybrid nanofluids—next-generation fluids for spray-cooling-based thermal management of high-heat-flux devices. Nanomaterials, 2022. 12(3): p. 507.

Horacek, B., J. Kim, and K.T. Kiger, Spray cooling using multiple nozzles: visualization and wall heat transfer measurements. IEEE Transactions on Device and Materials Reliability, 2004. 4(4): p. 614-625.

Mudawar, I., Recent advances in high-flux, two-phase thermal management. Journal of Thermal Science and Engineering Applications, 2013. 5(2): p. 021012.

de Abreu Figueiredo, J., et al., Microencapsulation by spray chilling in the food industry: Opportunities, challenges, and innovations. Trends in Food Science & Technology, 2022. 120: p. 274-287.

Pimenov, D.Y., et al., Improvement of machinability of Ti and its alloys using cooling-lubrication techniques: A review and future prospect. Journal of materials research and technology, 2021. 11: p. 719-753.

Liscic, B., et al., Quenching theory and technology. 2010: CRC Press.

Agostini, B., et al., State of the art of high heat flux cooling technologies. Heat transfer engineering, 2007. 28(4): p. 258-281.

Wan, H., et al., Numerical study and experimental verification on spray cooling with nanoencapsulated phase-change material slurry (NPCMS). International Communications in Heat and Mass Transfer, 2021. 123: p. 105187.

Zhou, Z.-F., et al., Experimental investigation on the macroscopic spray and microscopic droplet diameter, velocity and temperature of R404A flashing spray. International Journal of Heat and Mass Transfer, 2021. 177: p. 121546.

Xu, H., et al., Experimental investigation on heat transfer of spray cooling with isobutane (R600a). International journal of thermal sciences, 2014. 86: p. 21-27.

Liang, G. and I. Mudawar, Review of spray cooling–Part 1: Single-phase and nucleate boiling regimes, and critical heat flux. International Journal of Heat and Mass Transfer, 2017. 115: p. 1174-1205.

Benther, J.D., et al., Heat transfer during multiple droplet impingement and spray cooling: Review and prospects for enhanced surfaces. International Journal of Heat and Mass Transfer, 2021. 178: p. 121587.

Kandasamy, R., et al., Two-phase spray cooling for high ambient temperature data centers: Evaluation of system performance. Applied Energy, 2022. 305: p. 117816.

Zhou, Z.-F., et al., Heat transfer enhancement due to surface modification in the close-loop R410A flash evaporation spray cooling. International Journal of Heat and Mass Transfer, 2019. 139: p. 1047-1055.

Zhao, X., et al., Experimental investigation of surface temperature non-uniformity in spray cooling. International Journal of Heat and Mass Transfer, 2020. 146: p. 118819.

Zhou, Z.-F., et al., Heat transfer characteristics during pulsed spray cooling with R404A at different spray distances and back pressures. Applied Thermal Engineering, 2016. 102: p. 813-821.

Ha, T., et al., Cooling effect of oil cooling method on electric vehicle motors with hairpin winding. Journal of Mechanical Science and Technology, 2021. 35: p. 407-415.

Iqbal, A., et al., CFRP drilling under throttle and evaporative cryogenic cooling and micro-lubrication. Composite Structures, 2021. 267: p. 113916.

Wang, J.-X., et al., Investigation on a gas-atomized spray cooling upon flat and micro-structured surfaces. International Journal of Thermal Sciences, 2021. 161: p. 106751.

Bhandari, P. and Y.K. Prajapati, Influences of tip clearance on flow and heat transfer characterstics of open type micro pin fin heat sink. International Journal of Thermal Sciences, 2022. 179: p. 107714.

Benam, B.P., et al., Review on high heat flux flow boiling of refrigerants and water for electronics cooling. International Journal of Heat and Mass Transfer, 2021. 180: p. 121787.

Kandlikar, S.G. and A.V. Bapat, Evaluation of jet impingement, spray and microchannel chip cooling options for high heat flux removal. Heat Transfer Engineering, 2007. 28(11): p. 911-923.

Cheng, W.-L., et al., Spray cooling and flash evaporation cooling: The current development and application. Renewable and Sustainable Energy Reviews, 2016. 55: p. 614-628.

Bostanci, H., et al., Thermal management of power inverter modules at high fluxes via two-phase spray cooling. IEEE Transactions on Components, Packaging and Manufacturing Technology, 2012. 2(9): p. 1480-1485.

Rehman, Z., et al., Study of thermal characteristics of energy efficient micro channel heat sinks in advanced geometry structures and configurations: A review. Frontiers in Energy Research, 2022. 10: p. 951066.

Mudawar, I., Assessment of high-heat-flux thermal management schemes. IEEE transactions on components and packaging technologies, 2001. 24(2): p. 122-141.

Bowers, M.B. and I. Mudawar, Two-phase electronic cooling using mini-channel and micro-channel heat sinks: Part 2—Flow rate and pressure drop constraints. 1994.

Qu, W. and I. Mudawar, Measurement and prediction of pressure drop in two-phase micro-channel heat sinks. International Journal of Heat and Mass Transfer, 2003. 46(15): p. 2737-2753.

Amon, C.H., et al., Microelectromechanical system-based evaporative thermal management of high heat flux electronics. J. Heat Transfer, 2005. 127(1): p. 66-75.

Yang, J., M.R. Pais, and L.C. Chow, Critical heat flux limits in secondary gas atomized liquid spray cooling. EXPERIMENTAL HEAT TRANSFER An International Journal, 1993. 6(1): p. 55-67.

Hall, D.D. and I. Mudawar, Experimental and numerical study of quenching complex-shaped metallic alloys with multiple, overlapping sprays. International journal of heat and mass transfer, 1995. 38(7): p. 1201-1216.

Sleiti, A. and J. Kapat, An experimental investigation of liquid jet impingement and single-phase spray cooling using polyalphaolefin. Experimental heat transfer, 2006. 19(2): p. 149-163.

Pereira, R.H., S.L. Braga, and J.A. Parise. Comparing single phase heat transfer to arrays of impinging jets and sprays. in ASME International Mechanical Engineering Congress and Exposition. 2002.

Zeraatkardevin, A., et al., A three dimensional simulation of spray cooling and its evaporating liquid film generated on patterned surfaces. International Journal of Multiphase Flow, 2022. 155: p. 104174.

Bevilacqua, P., et al., A novel thermal model for PV panels with back surface spray cooling. Energy, 2022. 255: p. 124401.

Chen, H., et al., Experimental investigation and exergy analysis of a high concentrating photovoltaic system integrated with spray cooling. Energy Conversion and Management, 2022. 268: p. 115957.

Sefiane, K. and A. Koşar, Prospects of heat transfer approaches to dissipate high heat fluxes: Opportunities and challenges. Applied Thermal Engineering, 2022: p. 118990.

Chen, H., et al., Application status and prospect of spray cooling in electronics and energy conversion industries. Sustainable Energy Technologies and Assessments, 2022. 52: p. 102181.

Zhou, N., et al., Experimental study on the spray cooling heat transfer performance and dimensionless correlations for ethylene glycol water solution. Applied Thermal Engineering, 2022. 214: p. 118824.

Mudawar, I. and K. Estes, Optimizing and predicting CHF in spray cooling of a square surface. 1996.

Manglik, R.M. and A.E. Bergles, Heat transfer and pressure drop correlations for the rectangular offset strip fin compact heat exchanger. Experimental Thermal and Fluid Science, 1995. 10(2): p. 171-180.

Liang, G. and I. Mudawar, Review of channel flow boiling enhancement by surface modification, and instability suppression schemes. International Journal of Heat and Mass Transfer, 2020. 146: p. 118864.

Nguyen, D.H. and H.S. Ahn, A comprehensive review on micro/nanoscale surface modification techniques for heat transfer enhancement in heat exchanger. International Journal of Heat and Mass Transfer, 2021. 178: p. 121601.

Munshi, B., K. Barik, and S. Mohapatra, The role of surface tension and viscosity of the coolant on spray cooling performance of red-hot inclined steel plate. International Journal of Heat and Mass Transfer, 2019. 130: p. 496-513.

Lin, Y.-K., et al., Heat transfer performance and optimization of a close-loop R410A flash evaporation spray cooling. Applied Thermal Engineering, 2019. 159: p. 113966.

Muthukrishnan, S., X. Tan, and V. Srinivasan, High-efficiency spray cooling of rough surfaces with gas-assist atomization. Applied Thermal Engineering, 2023. 221: p. 119764.

Chen, R.-H., L.C. Chow, and J.E. Navedo, Optimal spray characteristics in water spray cooling. International Journal of Heat and Mass Transfer, 2004. 47(23): p. 5095-5099.

Yang, H., X. Cao, and X. Sun, Effects of spray angle on spray cooling of extruded aluminum alloy plate. AASRI Procedia, 2012. 3: p. 630-635.

Visaria, M. and I. Mudawar, Theoretical and experimental study of the effects of spray inclination on two-phase spray cooling and critical heat flux. International journal of heat and mass transfer, 2008. 51(9-10): p. 2398-2410.

Estes, K.A. and I. Mudawar, Correlation of Sauter mean diameter and critical heat flux for spray cooling of small surfaces. International Journal of Heat and Mass Transfer, 1995. 38(16): p. 2985-2996.

Zhu, D., et al. Experimental Study of Non‐boiling Heat Transfer by High Flow Rate Nanofluids Spray. in AIP Conference Proceedings. 2010. American Institute of Physics.

Guo, Y.-x., et al. Optimal heat transfer criterion and inclination angle effects on non-boiling regime spray cooling. in 2009 25th Annual IEEE Semiconductor Thermal Measurement and Management Symposium. 2009. IEEE.

Liang, G. and I. Mudawar, Review of mass and momentum interactions during drop impact on a liquid film. International Journal of Heat and Mass Transfer, 2016. 101: p. 577-599.

Xue, R., et al., Cooling performance of multi-nozzle spray with liquid nitrogen. Cryogenics, 2022. 121: p. 103389.

Horacek, B., K.T. Kiger, and J. Kim, Single nozzle spray cooling heat transfer mechanisms. International Journal of Heat and Mass Transfer, 2005. 48(8): p. 1425-1438.

Rini, D.P., R.-H. Chen, and L.C. Chow, Bubble behavior and nucleate boiling heat transfer in saturated FC-72 spray cooling. J. Heat Transfer, 2002. 124(1): p. 63-72.

Shedd, T. and A. Pautsch, Spray impingement cooling with single-and multiple-nozzle arrays. Part II: Visualization and empirical models. International Journal of Heat and Mass Transfer, 2005. 48(15): p. 3176-3184.

Golliher, E.L., C.P. Zivich, and S. Yao. Exploration of unsteady spray cooling for high power electronics at microgravity using NASA Glenn’s drop tower. in Heat Transfer Summer Conference. 2005.

Wang, J.-X., et al., Review of aerospace-oriented spray cooling technology. Progress in Aerospace Sciences, 2020. 116: p. 100635.

Pais, M., L. Chow, and E. Mahefkey, Surface roughness and its effects on the heat transfer mechanism in spray cooling. 1992.

Sehmbey, M.S., et al., Effect of spray characteristics on spray cooling with liquid nitrogen. Journal of Thermophysics and heat Transfer, 1995. 9(4): p. 757-765.

Sadafi, M., et al., An investigation on spray cooling using saline water with experimental verification. Energy conversion and management, 2016. 108: p. 336-347.

de Souza, A.G.U. and J.R. Barbosa Jr, Spray cooling of plain and copper-foam enhanced surfaces. Experimental thermal and fluid science, 2012. 39: p. 198-206.

Tadrist, L., et al., About the use of fibrous materials in compact heat exchangers. Experimental thermal and fluid science, 2004. 28(2-3): p. 193-199.

Elyyan, M.A., A. Rozati, and D.K. Tafti, Investigation of dimpled fins for heat transfer enhancement in compact heat exchangers. International Journal of Heat and Mass Transfer, 2008. 51(11-12): p. 2950-2966.

Sadeghianjahromi, A. and C.-C. Wang, Heat transfer enhancement in fin-and-tube heat exchangers–A review on different mechanisms. Renewable and Sustainable Energy Reviews, 2021. 137: p. 110470.

Yu, X., J. Chan, and C. Chen, Review of radiative cooling materials: Performance evaluation and design approaches. Nano Energy, 2021. 88: p. 106259.

Venkitesh, V. and S. Dash, Role of extended surfaces on the enhancement of quenching performance. International Journal of Thermal Sciences, 2022. 171: p. 107235.

Soman, D.P., et al., Experimental study of turbulent forced convection heat transfer and friction factor in dimpled plate heat exchanger. Applied Thermal Engineering, 2019. 162: p. 114254.

Medrano, M., et al., Experimental evaluation of commercial heat exchangers for use as PCM thermal storage systems. Applied energy, 2009. 86(10): p. 2047-2055.

Kim, K., et al., A machine learning approach for predicting heat transfer characteristics in micro-pin fin heat sinks. International Journal of Heat and Mass Transfer, 2022. 194: p. 123087.

Kraus, A.D., et al., Extended surface heat transfer. Appl. Mech. Rev., 2001. 54(5): p. B92-B92.

Kim, S. and C.-W. Lee, A review on manufacturing and application of open-cell metal foam. Procedia Materials Science, 2014. 4: p. 305-309.

Ozmat, B., B. Leyda, and B. Benson, Thermal applications of open-cell metal foams. Materials and manufacturing processes, 2004. 19(5): p. 839-862.

Liu, N., et al., Effects of microstructured surface and mixed surfactants on the heat transfer performance of pulsed spray cooling. International Journal of Thermal Sciences, 2020. 158: p. 106530.

Sandhya, M., et al., Experimental study on properties of hybrid stable & surfactant-free nanofluids GNPs/CNCs (Graphene nanoplatelets/cellulose nanocrystal) in water/ethylene glycol mixture for heat transfer application. Journal of Molecular Liquids, 2022. 348: p. 118019.

Modak, M., S.K. Sahu, and H.S. Park, An experimental study on heat transfer of different aqueous surfactant solutions horizontal impinging jet using infrared thermography. Applied Thermal Engineering, 2021. 188: p. 116668.

Liu, P., et al., Comparative study on the enhancement of spray cooling heat transfer using conventional and bio-surfactants. Applied Thermal Engineering, 2021. 194: p. 117047.

Esmaeili, A.R., et al., On the droplet impact dynamics of nonionic surfactant solutions on non-wettable coatings. Journal of Colloid and Interface Science, 2022. 623: p. 1039-1047.

Marseglia, G., et al., Thermofluid characterization of nanofluids in spray cooling. Applied Thermal Engineering, 2022. 210: p. 118411.

Ghosh, A. and R. Ravikrishna, Evaporating spray characteristics of methanol-in-diesel emulsions. Fuel, 2021. 290: p. 119730.

Qiao, Y. and S. Chandra, Spray cooling enhancement by addition of a surfactant. 1998.

Cui, Q., S. Chandra, and S. McCahan, The effect of dissolving salts in water sprays used for quenching a hot surface: part 2—spray cooling. J. Heat Transfer, 2003. 125(2): p. 333-338.

Zhou, N., et al., Experimental investigation on the performance of a water spray cooling system. Applied Thermal Engineering, 2017. 112: p. 1117-1128.

Kotrbáček, P., et al., Influence of water temperature on spray cooling at high surface temperatures. Applied Thermal Engineering, 2022. 216: p. 119074.

Khosravi, J., et al., High-speed milling of Ti6Al4V under a supercritical CO2+ MQL hybrid cooling system. Journal of Manufacturing Processes, 2022. 82: p. 1-14.

Ross, N.S., et al., Impact of hybrid cooling approach on milling and surface morphological characteristics of Nimonic 80A alloy. Journal of Manufacturing Processes, 2022. 73: p. 428-439.

Khanna, N., et al., Novel sustainable cryo-lubrication strategies for reducing tool wear during ultrasonic-assisted turning of Inconel 718. Tribology International, 2022. 174: p. 107728.

Yu, W., et al., Feasibility of supercritical CO2-based minimum quantity lubrication to improve the surface integrity of 50% Sip/Al composites. Journal of Manufacturing Processes, 2022. 73: p. 364-374.

Jamil, M., et al., A novel low-pressure hybrid dry ice blasting system for improving the tribological and machining characteristics of AISI-52100 tool steel. Journal of Manufacturing Processes, 2022. 80: p. 152-160.

Ross, N.S., et al., Thermo-physical, tribological and machining characteristics of Hastelloy C276 under sustainable cooling/lubrication conditions. Journal of Manufacturing Processes, 2022. 80: p. 397-413.

Panão, M.R. and A.L. Moreira, Intermittent spray cooling: a new technology for controlling surface temperature. International Journal of Heat and Fluid Flow, 2009. 30(1): p. 117-130.

Pavlova, A.A., K. Otani, and M. Amitay, Active performance enhancement of spray cooling. International journal of heat and fluid flow, 2008. 29(4): p. 985-1000.

Somasundaram, S. and A.A. Tay. Intermittent spray cooling—Solution to optimize spray cooling. in 2012 IEEE 14th Electronics Packaging Technology Conference (EPTC). 2012. IEEE.

Deng, W. and A. Gomez, Electrospray cooling for microelectronics. International Journal of Heat and Mass Transfer, 2011. 54(11-12): p. 2270-2275.

Wang, Y., et al., Heat transfer characteristics of spray cooling beyond critical heat flux under severe heat dissipation condition. Applied Thermal Engineering, 2017. 123: p. 1356-1364.

Bhatt, N., et al., High mass flux spray cooling with additives of low specific heat and surface tension: A novel process to enhance the heat removal rate. Applied Thermal Engineering, 2017. 120: p. 537-548.

Smakulski, P. and S. Pietrowicz, A review of the capabilities of high heat flux removal by porous materials, microchannels and spray cooling techniques. Applied thermal engineering, 2016. 104: p. 636-646.

Hou, Y., et al., Experimental study on the characteristics of a closed loop R134-a spray cooling. Experimental Thermal and Fluid Science, 2015. 61: p. 194-200.

Moreno Jr, G., S.M. You, and E. Steinthorsson. Spray cooling performance of single and multi-jet spray nozzles using subcooled FC-72. in Heat Transfer Summer Conference. 2007.

Chow, L.C., M.S. Sehmbey, and M.R. Pais, High heat flux spray cooling. Annual Review of Heat Transfer, 1997. 8.

Toda, S., & Uchida, H., A STUDY OF MIST COOLING -THERMAL BEHAVIORS OF LIQUID FILMS FORMED FROM MIST DROPS ON A HEATED SURFACE AT HIGH TEMPERATURES AND HIGH HEAT FLUXES. Proceeding of International Heat Transfer Conference, 1970. 4: p. 1–11.

Chen, R.-H., L.C. Chow, and J.E. Navedo, Effects of spray characteristics on critical heat flux in subcooled water spray cooling. International Journal of Heat and Mass Transfer, 2002. 45(19): p. 4033-4043.

TODA, S., A Study of Mist Cooling : 1st Report, Experimental Investigations on Mist Cooling by Mist Flow Sprayed Vertically on Small and Flat Plates Heated at High Temperatures. Transactions of the Japan Society of Mechanical Engineers, 1972. 38(307): p. 581–588.

Yan, Z., et al., Spray cooling, in Two Phase Flow, Phase Change and Numerical Modeling. 2011, IntechOpen.

Bhatt, N., et al., Enhancement of heat transfer rate of high mass flux spray cooling by ethanol-water and ethanol-tween20-water solution at very high initial surface temperature. International Journal of Heat and Mass Transfer, 2017. 110: p. 330-347.

Zhao, X., et al., Effect of unidirectional surface roughness on heat transfer performance of spray cooling. Experimental Heat Transfer, 2023. 36(1): p. 96-119.

Dong, K., et al., Transient heat transfer characteristics in spray cooling. Acta Mechanica Sinica, 2023. 39(7): p. 322344.

Xu, R., G. Wang, and P. Jiang, Spray cooling on enhanced surfaces: A review of the progress and mechanisms. Journal of Electronic Packaging, 2022. 144(1): p. 010802.

Ebrahim, S.A., E. Pradeep, and M. Ahmed, Role of sea salt deposition on the advances in pool boiling heat transfer in nuclear reactors. Applied Thermal Engineering, 2022. 217: p. 119146.

Zhao, R., et al., Study on heat transfer performance of spray cooling: model and analysis. Heat and mass transfer, 2010. 46: p. 821-829.

Pathak, S.K., et al., Recent advancements in thermal performance of nano-fluids charged heat pipes used for thermal management applications: A comprehensive review. Applied Thermal Engineering, 2022: p. 119023.

Tao, Y., et al., Experimental characterization of heat transfer in non-boiling spray cooling with two nozzles. Applied Thermal Engineering, 2011. 31(10): p. 1790-1797.

Han, X., et al., Droplet bouncing: Fundamentals, regulations, and applications. Small, 2022. 18(22): p. 2200277.

Yang, B., et al., Heat transfer enhancement of spray cooling with ammonia by microcavity surfaces. Applied thermal engineering, 2013. 50(1): p. 245-250.

Bostanci, H., et al., High heat flux spray cooling with ammonia: Investigation of enhanced surfaces for HTC. International Journal of Heat and Mass Transfer, 2014. 75: p. 718-725.

Zhao, X., et al., Experimental investigation of the mechanism of isolated liquid film flow in spray cooling. International Journal of Heat and Mass Transfer, 2022. 192: p. 122904.

Ahmad, F.F., Z. Said, and A.A. Hachicha, Experimental performance evaluation of closed loop mist/fog cooling system for photovoltaic module application. Energy Conversion and Management: X, 2022. 14: p. 100226.

Nayak, S.K., P.C. Mishra, and S.K.S. Parashar, Influence of spray characteristics on heat flux in dual phase spray impingement cooling of hot surface. Alexandria Engineering Journal, 2016. 55(3): p. 1995-2004.

Oliveira, A., et al., Experimental study of the heat transfer of single-jet impingement cooling onto a large heated plate near industrial conditions. International Journal of Heat and Mass Transfer, 2022. 184: p. 121998.

Pati, A., A. Sahoo, and S. Mohapatra, The identification of critical parameters controlling coolant interaction with hot steel plate. Materials Chemistry and Physics, 2022. 281: p. 125833.

Liu, H., et al., Experimental investigation on heat transfer of spray cooling with the mixture of ethanol and water. International Journal of Thermal Sciences, 2018. 133: p. 62-68.

Zhao, J., et al., Thermal management strategy for electronic chips based on combination of a flat-plate heat pipe and spray cooling. International Journal of Heat and Mass Transfer, 2021. 181: p. 121894.

Liu, N., L. Li, and Y.T. Kang, Experimental study on heat transfer performance enhancement by micro-structured surfaces for inclination spray application. International Journal of Heat and Mass Transfer, 2019. 133: p. 631-640.

Xu, R.-N., et al., Experimental investigation of closed loop spray cooling with micro-and hybrid micro-/nano-engineered surfaces. Applied Thermal Engineering, 2020. 180: p. 115697.

Gao, X., Y. Xia, and R. Li, Transient boiling of a droplet stream quenching microstructured surfaces. International Journal of Heat and Mass Transfer, 2021. 164: p. 120580.

Das, L., et al., The enhancement of spray cooling at very high initial temperature by using dextrose added water. International Journal of Heat and Mass Transfer, 2020. 150: p. 119311.

Cebo-Rudnicka, A., Z. Malinowski, and A. Buczek, The influence of selected parameters of spray cooling and thermal conductivity on heat transfer coefficient. International Journal of Thermal Sciences, 2016. 110: p. 52-64.

Mudawar, I. and W. Valentine, Determination of the local quench curve for spray-cooled metallic surfaces. Journal of heat treating, 1989. 7(2): p. 107-121.

Mugele, R. and H. Evans, Droplet size distribution in sprays. Industrial & Engineering Chemistry, 1951. 43(6): p. 1317-1324.

Kannaiyan, K., M.V.K. Banda, and A. Vaidyanathan, Planar Sauter mean diameter measurements in liquid centered swirl coaxial injector using laser induced fluorescence, Mie scattering and laser diffraction techniques. Acta Astronautica, 2016. 123: p. 257-270.

Mishra, Y.N., et al., 3D mapping of droplet Sauter mean diameter in sprays. Applied Optics, 2019. 58(14): p. 3775-3783.

Rybicki, J.R. and I. Mudawar, Single-phase and two-phase cooling characteristics of upward-facing and downward-facing sprays. International Journal of Heat and Mass Transfer, 2006. 49(1-2): p. 5-16.

Hewitt, G.F., J.-M. Delhaye, and N. Zuber, Multiphase Science and Technology: Volume 2. Vol. 2. 2013: Springer Science & Business Media.

Salman, A.S. and J.A. Khan. The effects of spraying parameters on spray cooling heat transfer performance in the non-boiling regime. in ASME International Mechanical Engineering Congress and Exposition. 2017. American Society of Mechanical Engineers.

Boston, L., P. Huang, and P.R. Chiarot, Effect of nozzle orientation on electrospray cooling. Applied Thermal Engineering, 2022. 210: p. 118360.

Garud, K.S., et al., Performance characteristics of the direct spray oil cooling system for a driving motor of an electric vehicle. International Journal of Heat and Mass Transfer, 2022. 196: p. 123228.

Su, C.-Q., et al., Experimental and numerical investigation on spray cooling of radiator in fuel cell vehicle. Energy Reports, 2022. 8: p. 1283-1294.

Huang, Y., et al., Experimental study on a spray and falling-film cooling system. Case Studies in Thermal Engineering, 2021. 26: p. 101057.

Kita, Y., et al., Quenching mechanism of spray cooling and the effect of system pressure. International Journal of Heat and Mass Transfer, 2022. 190: p. 122795.

Zhou, Q., et al., Prediction of spray angle from flat fan nozzles. Journal of agricultural engineering research, 1996. 64(2): p. 139-148.

Ghodbane, M. and J. Holman, Experimental study of spray cooling with Freon-113. International Journal of Heat and Mass Transfer, 1991. 34(4-5): p. 1163-1174.

Visaria, M. and I. Mudawar, Application of two-phase spray cooling for thermal management of electronic devices. IEEE Transactions on Components and Packaging Technologies, 2009. 32(4): p. 784-793.

Sun, T., et al., Experimental investigation of water spraying in an indirect evaporative cooler from nozzle type and spray strategy perspectives. Energy and Buildings, 2020. 214: p. 109871.

Liang, G. and I. Mudawar, Review of spray cooling–Part 2: High temperature boiling regimes and quenching applications. International Journal of Heat and Mass Transfer, 2017. 115: p. 1206-1222.

Hsieh, C.-C. and S.-C. Yao, Evaporative heat transfer characteristics of a water spray on micro-structured silicon surfaces. International Journal of Heat and Mass Transfer, 2006. 49(5-6): p. 962-974.

Lin, L., et al. Large area spray cooling. in 42nd AIAA Aerospace Sciences Meeting and Exhibit. 2004.

Yoshida, K.-i., et al., Spray cooling under reduced gravity condition. J. Heat Transfer, 2001. 123(2): p. 309-318.

Silk, E.A., J. Kim, and K. Kiger, Spray cooling of enhanced surfaces: Impact of structured surface geometry and spray axis inclination. International Journal of Heat and Mass Transfer, 2006. 49(25-26): p. 4910-4920.

She, Y. and Y. Jiang, Investigation on the spray cooling performance with liquid nitrogen. International Communications in Heat and Mass Transfer, 2022. 136: p. 106200.

Aksoy, Y.T., et al., Spray Cooling Investigation of TiO2–Water Nanofluids on a Hot Surface. Energies, 2023. 16(7): p. 2938.

Kumar, P., et al., Synthesis, characterization and application of SiO2 and CuO nanofluid in spray cooling of hot steel plate. Heat and Mass Transfer, 2023: p. 1-28.

Maatoug, S., et al., Pulsating multiple nano-jet impingement cooling system design by using different nanofluids for photovoltaic (PV) thermal management. Case Studies in Thermal Engineering, 2023. 41: p. 102650.

de Souza, A.G.U. and J.R. Barbosa Jr, Experimental evaluation of spray cooling of R-134a on plain and enhanced surfaces. International journal of refrigeration, 2013. 36(2): p. 527-533.

Salman, A.S., et al., Parametric study of heat transfer characteristics of enhanced surfaces in a spray cooling system: An experimental investigation. Applied Thermal Engineering, 2021. 183: p. 115824.

Qiu, C., et al., Experimental investigation on carbon deposition characteristics of aeroengine swirl nozzle and its effect on spray behaviors. Fuel, 2022. 324: p. 124431.

Bostanci, H., et al., High heat flux spray cooling with ammonia: Investigation of enhanced surfaces for CHF. International Journal of Heat and Mass Transfer, 2012. 55(13-14): p. 3849-3856.

Ortiz, L. and J.E. Gonzalez, Experiments on steady-state high heat fluxes using spray cooling. Experimental heat transfer, 1999. 12(3): p. 215-233.

Bostanci, H., S. Altalidi, and S. Nasrazadani, Two-phase spray cooling with HFC-134a and HFO-1234yf on practical enhanced surfaces. Applied Thermal Engineering, 2018. 131: p. 150-158.

Cheng, W.-L., et al., Spray characteristics and spray cooling heat transfer in the non-boiling regime. Energy, 2011. 36(5): p. 3399-3405.

Liu, P., et al., Experimental study on heat transfer enhancement using combined surface roughening and macro-structures in a confined double-nozzle spray cooling system. Applied Thermal Engineering, 2022. 202: p. 117850.

Hou, Y., et al., Numerical characterization of multi-nozzle spray cooling. Applied Thermal Engineering, 2012. 39: p. 163-170.

Martínez-Galván, E., et al., Influence of surface roughness on a spray cooling system with R134a. Part II: Film thickness measurements. Experimental thermal and fluid science, 2013. 48: p. 73-80.

Sangtarash, F. and H. Shokuhmand, Experimental and numerical investigation of the heat transfer augmentation and pressure drop in simple, dimpled and perforated dimpled louver fin banks with an in-line or staggered arrangement. Applied Thermal Engineering, 2015. 82: p. 194-205.

Cho, C. and R. Ponzel. Experimental study on the spray cooling of a heated solid surface. in ASME International Mechanical Engineering Congress and Exposition. 1997. American Society of Mechanical Engineers.

Yesildal, F., A.N. Ozakin, and K. Yakut, Optimization of operational parameters for a photovoltaic panel cooled by spray cooling. Engineering Science and Technology, an International Journal, 2022. 25: p. 100983.

Khangembam, C., et al., Experimental and numerical study of air-water mist jet impingement cooling on a cylinder. International Journal of Heat and Mass Transfer, 2020. 150: p. 119368.

Cai, C., et al., Numerical investigation on heat transfer of water spray cooling from single-phase to nucleate boiling region. International Journal of Thermal Sciences, 2020. 151: p. 106258.

Zhou, Z., et al., Numerical simulations of water spray on flame deflector during the four-engine rocket launching. Advances in Space Research, 2020. 65(4): p. 1296-1305.

Wang, W., et al., Numerical study on heat transfer enhancement by spray-sublimation cooling with dry ice particles. Applied Thermal Engineering, 2022. 214: p. 118809.

Zahan, I., R. Nasrin, and S. Khatun, Thermal performance of ternary-hybrid nanofluids through a convergent-divergent nozzle using distilled water-ethylene glycol mixtures. International Communications in Heat and Mass Transfer, 2022. 137: p. 106254.

Gholinia, M., et al., Employing a new micro-spray model and (MWCNTs-SWCNTs)-H2O nanofluid on Si-IGBT power module for energy storage: A numerical simulation. Energy Reports, 2021. 7: p. 6844-6853.

Chen, Y., et al., Multi-objective optimization on flow characteristics of pressure swirl nozzle: A LES-VOF simulation. International Communications in Heat and Mass Transfer, 2022. 133: p. 105926.

Gnanaraj, S.J.P., I. Arulraj, and M. Appadurai, Computational analysis of fine droplet in swirl injector for desalination. Materials Today: Proceedings, 2022. 62: p. 703-709.

Saha, S., J. Khan, and T. Farouk, Numerical study of evaporation assisted hybrid cooling for thermal powerplant application. Applied Thermal Engineering, 2020. 166: p. 114677.

Simpson, J.G., C. Qin, and E. Loth, Spray-cooled compression: Theory and simulation. Applied Thermal Engineering, 2023. 229: p. 120619.

Greenlee, B., et al., Computational Simulations of Spray Cooling with Air-Assist Injectors. Heat Transfer Engineering, 2023. 44(9): p. 823-836.