“…Alternatively, infiltration parameters and Manning roughness can be estimated using surface irrigation data. Numerous researchers have proposed various methods for estimating infiltration parameters and Manning roughness by using irrigation data containing information such as advance trajectory (Elliott & Walker, 1982;Khatri & Smith, 2006;Koech, Smith, & Gillies, 2014a, 2014bLangat, Smith, & Raine, 2008;Nie, Fei, & Ma, 2012;Raghuwanshi et al, 2011;Valiantzas, Aggelides, & Sassalou, 2001), advance trajectory and water depth (Nie, Fei, & Ma, 2014;Nie, Li, Zhang, et al, 2018;Wang et al, 2007;Wu, 2015), advance and recession trajectories (Salahou, Jiao, & Lü, 2018;Xu et al, 2019), and advance trajectory and runoff (Gillies & Smith, 2005;Scaloppi, Merkley, & Willardson, 1995). However, the real-time management of surface irrigation needs to optimize the discharge and cut-off time before the water advances to the end of the field.…”