Sensitivity Analysis and Calibration of a Rainfall-Runoff Model with the Combined Use of EPA-SWMM and Genetic Algorithm
An integrated Visual Basic Application interface is described that allows for sensitivity analysis, calibration and routing of hydraulichydrological models. The routine consists in the combination of three freeware tools performing hydrological modelling, hydraulic modelling and calibration. With su...
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| Published in | Acta geophysica Vol. 64; no. 5; pp. 1755 - 1778 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Cham
Springer International Publishing
01.10.2016
De Gruyter Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1895-6572 1895-7455 1895-7455 |
| DOI | 10.1515/acgeo-2016-0062 |
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| Abstract | An integrated Visual Basic Application interface is described that allows for sensitivity analysis, calibration and routing of hydraulichydrological models. The routine consists in the combination of three freeware tools performing hydrological modelling, hydraulic modelling and calibration. With such an approach, calibration is made possible even if information about sewers geometrical features is incomplete. Model parameters involve storage coefficient, time of concentration, runoff coefficient, initial abstraction and Manning coefficient; literature formulas are considered and manipulated to obtain novel expressions and variation ranges. A sensitivity analysis with a local method is performed to obtain information about collinearity among parameters and a ranking of influence. The least important parameters are given a fixed value, and for the remaining ones calibration is performed by means of a genetic algorithm implemented in GANetXL. Single-event calibration is performed with a selection of six rainfall events, which are chosen so to avoid non-uniform rainfall distribution; results are then successfully validated with a sequence of four events. |
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| AbstractList | An integrated Visual Basic Application interface is described that allows for sensitivity analysis, calibration and routing of hydraulichydrological models. The routine consists in the combination of three freeware tools performing hydrological modelling, hydraulic modelling and calibration. With such an approach, calibration is made possible even if information about sewers geometrical features is incomplete. Model parameters involve storage coefficient, time of concentration, runoff coefficient, initial abstraction and Manning coefficient; literature formulas are considered and manipulated to obtain novel expressions and variation ranges. A sensitivity analysis with a local method is performed to obtain information about collinearity among parameters and a ranking of influence. The least important parameters are given a fixed value, and for the remaining ones calibration is performed by means of a genetic algorithm implemented in GANetXL. Single-event calibration is performed with a selection of six rainfall events, which are chosen so to avoid non-uniform rainfall distribution; results are then successfully validated with a sequence of four events. |
| Author | Del Giudice, Giuseppe Padulano, Roberta |
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| Keywords | genetic algorithm sensitivity analysis calibration identification analysis rainfall-runoff model |
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| SubjectTerms | Algorithms Calibration Concentration time Earth and Environmental Science Earth Sciences genetic algorithm Genetic algorithms Geophysics/Geodesy Geotechnical Engineering & Applied Earth Sciences identification analysis Rainfall distribution Rainfall measurement rainfall-runoff model Rainfall-runoff relationships Runoff Runoff coefficient Sensitivity analysis Sewers Storage coefficient Structural Geology |
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| Title | Sensitivity Analysis and Calibration of a Rainfall-Runoff Model with the Combined Use of EPA-SWMM and Genetic Algorithm |
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