Acknowledgement
We thank Er. Arun Kumar Yadav (Researcher at Sapro Electronics & Electricals Ind. Pvt. Ltd.) for his assistance in EGW coolant data analysis and basic designing concepts of deep learning architecture in simulink.
References
- Arora, A. and Gaur, P. (2015), "Comparison of ann and anfis based mppt controller for grid connected pv systems", Proceedings of the Annual IEEE India Conference (INDICON), New Delhi, India, December.
- Bashir, M.A., Ali, H.M., Ali, M., Khalil, S. and Siddiqui, A.M. (2014), "Comparison of performance measurements of photovoltaic modules during winter months in Taxila, Pakistan", Int. J. Photoenergy, https://doi.org/10.1155/2014/898414.
- Bashir, M.A., Ali, H.M., Amber, K.P., Bashir, M.W., Hassan, A., Imran, S. and Sajid, M. (2018), "Performance investigation of photovoltaic modules by back surface water cooling", Therm. Sci., 22(6), 2401-2411. https://doi.org/ 10.2298/TSCI160215290B.
- Chatterji, S., Shimi, S.L. and Kumar, A. (2014), "Fuzzy adaptive proportional-integral-derivative controller with dynamic setpoint adjustment for maximum power point tracking in solar photovoltaic system", Syst. Sci. Control Eng., 2(1) 562-582. http://doi.org/10.1080/21642583.2014.956267.
- Choudhary, D. and Saxena, A.R. (2014), "Incremental conductance MPPT algorithm for PV system implemented using DC-DC buck and boost converter", Int. J. Eng. Res. Appl., 4(8).
- Du, D., Darkwa, J. and Kokogiannakis, G. (2013), "Thermal management systems for photo voltaic (PV) installations: a critical review", Solar Energ., 97, 238-254. https://doi.org/10.1016/j.solener.2013.08.018.
- Gonzalez-Longatt, F.M. (2005), "Model of photovoltaic module in matlabTM", Proceedings of the 2nd Conference of American Electrical, Electronic and Computer Engineering Students, USA.
- Hasanuzzaman, M., Malek, A.B.M.A., Islam, M.M., Pandey, A.K. and Rahim, N.A. (2016), "Global advancement of cooling technologies for P.V. systems: a review", Solar Energ., 137, 25-45. https://doi.org/10.1016/j.solener.2016.07.010.
- Hussein, S.N. (2016), "Comparison between perturb & observe, incremental conductance and fuzzy logic mppt techniques at different weather conditions", Int. J. Innov. Res. Sci. Eng. Technol., 5(7), 12556-12569. https://doi.org/10.15680/ijirset.2016.0507069.
- Khan, A., Ali, H.M., Nazir, R., Ali, R., Munir, A., Ahmad, B. and Ahmad, Z. (2019), "Experimental investigation of enhanced heat transfer of a car radiator using ZnO nano particles in H2O-ethylene glycol mixture", J. Therm. Anal. Calorimetry, 138(5), 3007-3021. http://doi.org/10.1007/s10973-019-08320-7.
- Koteswararao, B., Radha, K., Vijay, P. and Raja N. (2016), "Experimental analysis of solar panel efficiency with different modes of cooling", Int. J. Eng. Technol., 8(3), 1451-1456.
- Lin, C., Saunders, J. and Watkins, S. (2000), "The effect of changes in ambient and coolant radiator inlet temperatures and coolant flowrate on specific dissipation", Proceedings of the SAE 2000 World Congress, Detroit, Michigan, USA, March. http://doi.org/10.4271/2000-01-0579.
- Mohapatra, S.C. (2006), An Overview of Liquid Coolants for Electronics Cooling, Electronics Cooling, May.
- Narendiran, S. and Sahoo, S.K. (2014), "Modelling and simulation of solar photovoltaic cell for different insolation values based on matlab/simulink environment", Appl. Mech. Mater., 550, 137-143. https://doi.org/10.4028/www.scientific.net/amm.550.137.
- Narendiran, S., Sahoo, S.K. and Das, R. and Sahoo, A.K. (2016), "Fuzzy logic controller based maximum power point tracking for pv system", Proceedings of the 3rd International Conference on Electrical Energy Systems (ICEES), Chennai, India, March.
- Nema, S., Nema, R.K. and Agnihotri, G. (2010), "MATLAB/simulink based study of photovoltaic cells / modules / array and their experimental verification", Int. J. Energ. Environ., 1(3), 487-500.
- Ramesh, T., Saravanan, R. and Sekar S. (2018), "Analysis of ANFIS MPPT controllers for partially shaded stand alone photovoltaic system with multilevel inverter", Int. J. Robot. Autom., 7(2), 140-148. http://doi.org/10.11591/ijra.v7i2.
- Salman, S., Ai, X. and Zhouyang, Wu, Z. (2018), "Design of a P-&-O algorithm based MPPT charge controller for a stand-alone 200W PV system", Protection and Control of Modern Power Systems, 3(1). https://doi.org/10.1186/s41601-018-0099-8.
- Shankara, R.P., Banapurmath, N.R. and D'Souza, A. (2022), "An insight into the performance of radiator system using ethylene glycol-water based graphene oxide nanofluids", Alexandria Eng. J., 61(7), 5155-5167. https://doi.org/10.1016/j.aej.2021.10.037.
- Tsai, H.L., Tu, C.S. and Su, Y.J. (2008), "Development of generalized photovoltaic model using matlab/simulink", Proceedings of the World Congress on Engineering and Computer Science WCECS, San Francisco, USA, October.
- Wang, P., Kosinski, J.J., Anderko, A., Springer, R.D., Lencka, M.M. and Liu, J. (2013), "Ethylene glycol and its mixtures with water and electrolytes: Thermodynamic and transport properties", Am. Chem. Soc., 52, 15968-15987, https://doi.org/10.1021/ie4019353.
- Wilson, J. (2009), "Antifreeze Coolants, February.