Design and implementation of a general software library for using NSGA-II with SWAT for multi-objective model calibration

被引:42
作者
Ercan, Mehmet B. [1 ,3 ]
Goodall, Jonathan L. [2 ,3 ]
机构
[1] Arcadis, Indianapolis, IN USA
[2] Univ Virginia, Dept Civil & Environm Engn, Charlottesville, VA USA
[3] Univ South Carolina, Dept Civil & Environm Engn, Columbia, SC USA
基金
美国海洋和大气管理局; 美国国家科学基金会;
关键词
Multi-objective calibration; Genetic algorithms; Watershed modeling; SWAT; NSGA-II; EVOLUTIONARY ALGORITHMS; AUTOMATIC CALIBRATION; HYDROLOGIC MODEL; EFFICIENT; FUTURE; SOIL; TOOL;
D O I
10.1016/j.envsoft.2016.06.017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:112 / 120
页数:9
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