Simulation results show that air cooling leads to a modest temperature reduction of 6 °C and a marginal efficiency gain of 0. 9%, despite pump energy. . Improving photovoltaic (PV) panel performance under extreme climatic conditions is critical for advancing sustainable energy systems. This study explores innovative cooling techniques, including water-based cooling and colour filter applications, to mitigate the impact. . Under laboratory conditions, an increase in the efficiency of a PV panel with a direct water cooling system was achieved at a level of 12% compared to an uncooled panel.
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