1 AIT Asian Institute of Technology

Parameter optimization of nonlinear runoff models

AuthorRajaratnam, Lakshman Rajakumar
Call NumberAIT Thesis no. WA-84-16
Subject(s)Runoff--Mathematical models

NoteA thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering, School of Engineering and Technology
PublisherAsian Institute of Technology
AbstractThe main objective of this study is to optimize the parameters of a storage function model which includes a nonlinear storage function model for surface flow and linear storage function model for subsurface flow. These parameters could be related to the physical characteristics of the storm and basin. A four-parameter storage function model for surface flow and a five-parameter storage function model including three infiltration parameters for subsurface flow using Horton's infiltration equation are combined and used for the optimization of the nine parameters with observed discharges of daily flows. The study confines for small watersheds with the assumption that surface and subsurface flow start simultaneously at the beginning of the storm. A Newton-Raphson algorithm coupled with sensitivity analysis is used in the optimization technique. The sensitivity analysis includes techniques of the principal components regression. The parameters are optimized using the above technique for both discharge and storage with realistic initial values chosen. The proposed model with nine parameters can be applied satisfactorily to a actual system if realistic initial values of parameter and the time at which infiltration ceases are known. But in practice this is impossible as the time at which infiltration ceases is not known . The proposed model with known infiltration can be applied satisfactorily to an actual system to optimize six parameters
Year1983
TypeThesis
SchoolSchool of Engineering and Technology
DepartmentDepartment of Civil and Infrastucture Engineering (DCIE)
Academic Program/FoSWater Resources Research Engineering (WA)
Chairperson(s)Hoshi, Kiyoshi ;
Examination Committee(s)Gupta, Ashim Das ;Yoganarashimhan , G.N. ;
Scholarship Donor(s)The Royal Netherlands Government;
DegreeThesis (M.Eng.) - Asian Institute of Technology, 1983


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