“…The hydraulic design of stepped cascades, and in particular, characteristics of nappe flow, transition flow and skimming flow over stepped cascades has been studied experimentally by a number of investigators. Recently, Baylar ***Associate Professor, Civil Engineering Deptartment, Firat University, Elazig 23119, Turkey (Corresponding Author, E-mail: abaylar@firat.edu.tr) ***Assistant Professor, Civil Engineering Deptartment, Kahramanmaras Sutcu Imam University, Kahramanmaras 46100, Turkey (E-mail: munsal@ksu.edu.tr) ***Assistant Professor, Construction Education Deptartment, Firat University, Elazig 23119, Turkey (E-mail: fozkan@firat.edu.tr) and Emiroglu ( , 2004Emiroglu ( , 2005, Emiroglu and Baylar (2003) and Baylar et al (2006Baylar et al ( , 2007aBaylar et al ( , 2007bBaylar et al ( , 2011 did some detailed studies on the oxygen transfer efficiency of stepped cascades. Today, the applications of soft computing systems, such as neural networks, fuzzy logic, genetic algorithms, least squares support vector machines, and etc.…”