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Development of A Universal Calibration Platform for Watershed Models Using Global Optimization

机译:使用全局优化的流域模型的普遍校准平台的开发

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摘要

Calibration is an essential part of watershed models, and a universal calibration platform based on advanced genetic algorithms is needed. In this study, a universal platform was constructed for different watershed models by transferring the configuration files of models and incorporating the Non-dominated Sorted Genetic Algorithm-II (NSGA-II). It was tested in two real cases studies by using two commonly used models, including the Hydrological Simulation Program-FORTRAN (HSPF) and the Storm Water Management Model (SWMM). For HSPF, the results showed that the goodness-of-fit indicators, in terms of NSE and R-2, were 0.82, 0.83 and 0.66, 0.67 during the calibration and validation period, respectively. For SWMM, NSE ranged from 0.854 to 0.920 and R-2 ranged from 0.737 to 0.912. The results indicated that this universal platform provided good model calibrations for both two models and it could be extended to other watershed models and other catchments as an effective and robust method for model calibration.
机译:校准是流域模型的重要组成部分,需要基于先进的遗传算法的通用校准平台。在这项研究中,通过转移模型的配置文件并结合非主导的分类遗传算法-II(NSGA-II)来为不同的流域模型构建通用平台。通过使用两个常用的模型,包括水文模拟程序 - Fortran(HSPF)和雨水管理模型(SWMM),在两个实际情况下进行了测试。对于HSPF,结果表明,在校准和验证期间,NSE和R-2的拟合良好指标为0.82,0.83和0.66,0.67。对于SWMM,NSE范围为0.854至0.920,R-2范围为0.737至0.912。结果表明,该通用平台为两种模型提供了良好的模型校准,它可以扩展到其他流域模型和其他集水区作为模型校准的有效和稳健的方法。

著录项

  • 来源
    《Journal of environment informatics》 |2021年第1期|16-26|共11页
  • 作者单位

    Beijing Normal Univ Sch Environm State Key Lab Water Environm Simulat Beijing 100875 Peoples R China;

    Beijing Normal Univ Sch Environm State Key Lab Water Environm Simulat Beijing 100875 Peoples R China;

    Beijing Normal Univ Sch Environm State Key Lab Water Environm Simulat Beijing 100875 Peoples R China;

    Beijing Normal Univ Sch Environm State Key Lab Water Environm Simulat Beijing 100875 Peoples R China;

    Chinese Acad Agr Sci Inst Agr Resources & Reg Planning Key Lab Nonpoint Source Pollut Control Minist Agr Beijing 100081 Peoples R China;

    Chinese Acad Agr Sci Inst Agr Resources & Reg Planning Key Lab Nonpoint Source Pollut Control Minist Agr Beijing 100081 Peoples R China;

    Beijing Normal Univ Sch Environm State Key Lab Water Environm Simulat Beijing 100875 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    watershed model; calibration; parameter; universal platform; NSGA-II; SWMM; HSPF;

    机译:流域模型;校准;参数;通用平台;NSGA-II;SWMM;HSPF;

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