“…Furthermore, the physical parameters of the lakes and reservoirs, such as size, shape and depth, affect the pan evaporation (Antonopoulos, Gianniou and Antonopoulos, 2016). Evaporation is determined using direct methods by installing more precise and costly devices, including primarily pan evaporimeter and indirect methods, including empirical or semi-empirical models such as Penman-Monteith, Priestley-Taylor, De Bruin-Kejiman, Jensen-Haise, Makkink, energy budget method, and mass transfer method (Hussein, 2017;Ansorge and Beran, 2019;Wang et al, 2019) that rely on meteorological measurements such as solar radiation, air temperature, relative humidity and wind speed (Jhajharia et al, 2009), while the applications of these techniques are often limited by data availability and completeness (Majidi et al, 2015). Many researchers have significantly utilised artificial intelligence approaches to facilitate the estimation of evaporation rate and other weather variables like rainfall (Shafaei et al, 2016) and relative humidity (El Azhari et al, 2022).…”