Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China

This study presents an approach that integrates remote sensing evapotranspiration into multi-objective calibration (i.e., runoff and evapotranspiration) of a fully distributed hydrological model, namely a distributed hydrology⁻soil⁻vegetation model (DHSVM). Because of the lack of...

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Main Authors: Suli Pan, Li Liu, Zhixu Bai, Yue-Ping Xu
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/10/12/1841
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spelling doaj-833ef3ab0ee04952ae60a4d987c09a8b2020-11-25T00:17:03ZengMDPI AGWater2073-44412018-12-011012184110.3390/w10121841w10121841Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of ChinaSuli Pan0Li Liu1Zhixu Bai2Yue-Ping Xu3Institute of Hydrology and Water Resources, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, ChinaInstitute of Hydrology and Water Resources, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, ChinaInstitute of Hydrology and Water Resources, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, ChinaInstitute of Hydrology and Water Resources, College of Civil Engineering and Architecture, Zhejiang University, Hangzhou 310058, ChinaThis study presents an approach that integrates remote sensing evapotranspiration into multi-objective calibration (i.e., runoff and evapotranspiration) of a fully distributed hydrological model, namely a distributed hydrology&#8315;soil&#8315;vegetation model (DHSVM). Because of the lack of a calibration module in the DHSVM, a multi-objective calibration module using &#949;-dominance non-dominated sorted genetic algorithm II (&#949;-NSGAII) and based on parallel computing of a Linux cluster for the DHSVM (&#949;P-DHSVM) is developed. The module with DHSVM is applied to a humid river basin located in the mid-west of Zhejiang Province, east China. The results show that runoff is simulated well in single objective calibration, whereas evapotranspiration is not. By considering more variables in multi-objective calibration, DHSVM provides more reasonable simulation for both runoff (<i>NS</i>: 0.74% and <i>PBIAS</i>: 10.5%) and evapotranspiration (<i>NS</i>: 0.76% and <i>PBIAS</i>: 8.6%) and great reduction of equifinality, which illustrates the effect of remote sensing evapotranspiration integration in the calibration of hydrological models.https://www.mdpi.com/2073-4441/10/12/1841remote sensing evapotranspirationmulti-objective calibrationεP-DHSVMMODISSEBAL
collection DOAJ
language English
format Article
sources DOAJ
author Suli Pan
Li Liu
Zhixu Bai
Yue-Ping Xu
spellingShingle Suli Pan
Li Liu
Zhixu Bai
Yue-Ping Xu
Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
Water
remote sensing evapotranspiration
multi-objective calibration
εP-DHSVM
MODIS
SEBAL
author_facet Suli Pan
Li Liu
Zhixu Bai
Yue-Ping Xu
author_sort Suli Pan
title Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
title_short Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
title_full Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
title_fullStr Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
title_full_unstemmed Integration of Remote Sensing Evapotranspiration into Multi-Objective Calibration of Distributed Hydrology–Soil–Vegetation Model (DHSVM) in a Humid Region of China
title_sort integration of remote sensing evapotranspiration into multi-objective calibration of distributed hydrology–soil–vegetation model (dhsvm) in a humid region of china
publisher MDPI AG
series Water
issn 2073-4441
publishDate 2018-12-01
description This study presents an approach that integrates remote sensing evapotranspiration into multi-objective calibration (i.e., runoff and evapotranspiration) of a fully distributed hydrological model, namely a distributed hydrology&#8315;soil&#8315;vegetation model (DHSVM). Because of the lack of a calibration module in the DHSVM, a multi-objective calibration module using &#949;-dominance non-dominated sorted genetic algorithm II (&#949;-NSGAII) and based on parallel computing of a Linux cluster for the DHSVM (&#949;P-DHSVM) is developed. The module with DHSVM is applied to a humid river basin located in the mid-west of Zhejiang Province, east China. The results show that runoff is simulated well in single objective calibration, whereas evapotranspiration is not. By considering more variables in multi-objective calibration, DHSVM provides more reasonable simulation for both runoff (<i>NS</i>: 0.74% and <i>PBIAS</i>: 10.5%) and evapotranspiration (<i>NS</i>: 0.76% and <i>PBIAS</i>: 8.6%) and great reduction of equifinality, which illustrates the effect of remote sensing evapotranspiration integration in the calibration of hydrological models.
topic remote sensing evapotranspiration
multi-objective calibration
εP-DHSVM
MODIS
SEBAL
url https://www.mdpi.com/2073-4441/10/12/1841
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