Browsing Construction + Engineering Journal Articles by Author "Fernando, Achela"
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Investigation of the internal functioning of the radial basis function neural network river flow forecasting models
Fernando, Achela; Shamseldin, Asaad (American Society of Civil Engineers, 2009-03)This paper deals with the challenging problem of hydrological interpretation of the internal functioning of ANNs by extracting knowledge from their solutions. The neural network used in this study is based on the structure ... -
Use of a supercomputer to advance parameter optimisation using genetic algorithms
Fernando, Achela; Jayawardena, Amithirigala (IWA Publishing, 2007-10)Parameter optimisation is a significant but time consuming process that is inherent to conceptual hydrological models representing rainfall-runoff process. This study presents two modifications to achieve optimised results ... -
Use of gene expression programing for multi-model combination of rainfall-runoff models
Fernando, Achela; Shamseldin, Asaad; Abrahart, Robert (American Society of Civil Engineers, 2012)This paper deals with the application of an innovative method for combining estimated outputs from a number of rainfall-runoff models using Gene Expression Programming (GEP) to perform symbolic regression. The GEP multi-model ...