کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6962317 1452266 2016 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Design and implementation of a general software library for using NSGA-II with SWAT for multi-objective model calibration
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزار
پیش نمایش صفحه اول مقاله
Design and implementation of a general software library for using NSGA-II with SWAT for multi-objective model calibration
چکیده انگلیسی
Calibrating watershed-scale hydrologic models remains a critical but challenging step in the modeling process. The Soil and Water Assessment Tool (SWAT) is one example of a widely used watershed-scale hydrologic model that requires calibration. The calibration algorithms currently available to SWAT modelers through freely available and open source software, however, are limited and do not include many multi-objective genetic algorithms (MOGAs). The Non-Dominated Sorting Genetic Algorithm II (NSGA-II) has been shown to be an effective and efficient MOGA calibration algorithm for a wide variety of applications including for SWAT model calibration. Therefore, the objective of this study was to create an open source software library for multi-objective calibration of SWAT models using NSGA-II. The design and implementation of the library are presented, followed by a demonstration of the library through a test case for the Upper Neuse Watershed in North Carolina, USA using six objective functions in the model calibration.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Environmental Modelling & Software - Volume 84, October 2016, Pages 112-120
نویسندگان
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