“…The second type of formula directly establishes the equations between the total roughness coefficient and representative flow-sediment or bedform-related parameters (Andharia et al, 2013; Kumar, 2011; Li and Liu, 1963; Wu and Wang, 1999; Yu and Lim, 2003). However, most of the formulas proposed in the literature have a complex structure and require some hydraulic parameters that are difficult to obtain in field observations (Niazkar, 2020). Besides, various resistance estimator models were developed using the artificial intelligence method, while these models usually have an iterative solution scheme, requiring initial values without considering the mechanism for revising the first initial guess (Azamathulla, 2013; Kumar and Rao, 2010; Kumar et al, 2021; Roushangar and Mouaze, 2014; Roushangar et al, 2017; Niazkar et al, 2019c).…”