Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures

The complex terrain, seasonality, and cold region hydrology of the Nelson Churchill River Basin (NCRB) presents a formidable challenge for hydrological modeling, which complicates the calibration of model parameters. Seasonality leads to different hydrological processes dominating at different times...

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Published in:Water
Main Authors: Ajay Bajracharya, Hervé Awoye, Tricia Stadnyk, Masoud Asadzadeh
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2020
Subjects:
Online Access:https://doi.org/10.3390/w12040961
https://doaj.org/article/f7faca2adb914a26a10b2ecb1370ccaf
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spelling ftdoajarticles:oai:doaj.org/article:f7faca2adb914a26a10b2ecb1370ccaf 2023-12-31T10:05:56+01:00 Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures Ajay Bajracharya Hervé Awoye Tricia Stadnyk Masoud Asadzadeh 2020-03-01T00:00:00Z https://doi.org/10.3390/w12040961 https://doaj.org/article/f7faca2adb914a26a10b2ecb1370ccaf EN eng MDPI AG https://www.mdpi.com/2073-4441/12/4/961 https://doaj.org/toc/2073-4441 doi:10.3390/w12040961 2073-4441 https://doaj.org/article/f7faca2adb914a26a10b2ecb1370ccaf Water, Vol 12, Iss 4, p 961 (2020) hydrological modeling cold region processes non-stationarity variogram analysis of response surfaces time variant sensitivity analysis Hydraulic engineering TC1-978 Water supply for domestic and industrial purposes TD201-500 article 2020 ftdoajarticles https://doi.org/10.3390/w12040961 2023-12-03T01:36:32Z The complex terrain, seasonality, and cold region hydrology of the Nelson Churchill River Basin (NCRB) presents a formidable challenge for hydrological modeling, which complicates the calibration of model parameters. Seasonality leads to different hydrological processes dominating at different times of the year, which translates to time variant sensitivity in model parameters. In this study, Hydrological Predictions for the Environment model (HYPE) is set up in the NCRB to analyze the time variant sensitivity analysis (TVSA) of model parameters using a Global Sensitivity Analysis technique known as Variogram Analysis of Response Surfaces (VARS). TVSA can identify parameters that are highly influential in a short period but relatively uninfluential over the whole simulation period. TVSA is generally effective in identifying model’s sensitivity to event-based parameters related to cold region processes such as snowmelt and frozen soil. This can guide event-based calibration, useful for operational flood forecasting. In contrast to residual based metrics, flow signatures, specifically the slope of the mid-segment of the flow duration curve, allows VARS to detect the influential parameters throughout the timescale of analysis. The results are beneficial for the calibration process in complex and multi-dimensional models by targeting the informative parameters, which are associated with the cold region hydrological processes. Article in Journal/Newspaper Churchill River Directory of Open Access Journals: DOAJ Articles Water 12 4 961
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic hydrological modeling
cold region processes
non-stationarity
variogram analysis of response surfaces
time variant sensitivity analysis
Hydraulic engineering
TC1-978
Water supply for domestic and industrial purposes
TD201-500
spellingShingle hydrological modeling
cold region processes
non-stationarity
variogram analysis of response surfaces
time variant sensitivity analysis
Hydraulic engineering
TC1-978
Water supply for domestic and industrial purposes
TD201-500
Ajay Bajracharya
Hervé Awoye
Tricia Stadnyk
Masoud Asadzadeh
Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
topic_facet hydrological modeling
cold region processes
non-stationarity
variogram analysis of response surfaces
time variant sensitivity analysis
Hydraulic engineering
TC1-978
Water supply for domestic and industrial purposes
TD201-500
description The complex terrain, seasonality, and cold region hydrology of the Nelson Churchill River Basin (NCRB) presents a formidable challenge for hydrological modeling, which complicates the calibration of model parameters. Seasonality leads to different hydrological processes dominating at different times of the year, which translates to time variant sensitivity in model parameters. In this study, Hydrological Predictions for the Environment model (HYPE) is set up in the NCRB to analyze the time variant sensitivity analysis (TVSA) of model parameters using a Global Sensitivity Analysis technique known as Variogram Analysis of Response Surfaces (VARS). TVSA can identify parameters that are highly influential in a short period but relatively uninfluential over the whole simulation period. TVSA is generally effective in identifying model’s sensitivity to event-based parameters related to cold region processes such as snowmelt and frozen soil. This can guide event-based calibration, useful for operational flood forecasting. In contrast to residual based metrics, flow signatures, specifically the slope of the mid-segment of the flow duration curve, allows VARS to detect the influential parameters throughout the timescale of analysis. The results are beneficial for the calibration process in complex and multi-dimensional models by targeting the informative parameters, which are associated with the cold region hydrological processes.
format Article in Journal/Newspaper
author Ajay Bajracharya
Hervé Awoye
Tricia Stadnyk
Masoud Asadzadeh
author_facet Ajay Bajracharya
Hervé Awoye
Tricia Stadnyk
Masoud Asadzadeh
author_sort Ajay Bajracharya
title Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
title_short Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
title_full Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
title_fullStr Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
title_full_unstemmed Time Variant Sensitivity Analysis of Hydrological Model Parameters in a Cold Region Using Flow Signatures
title_sort time variant sensitivity analysis of hydrological model parameters in a cold region using flow signatures
publisher MDPI AG
publishDate 2020
url https://doi.org/10.3390/w12040961
https://doaj.org/article/f7faca2adb914a26a10b2ecb1370ccaf
genre Churchill River
genre_facet Churchill River
op_source Water, Vol 12, Iss 4, p 961 (2020)
op_relation https://www.mdpi.com/2073-4441/12/4/961
https://doaj.org/toc/2073-4441
doi:10.3390/w12040961
2073-4441
https://doaj.org/article/f7faca2adb914a26a10b2ecb1370ccaf
op_doi https://doi.org/10.3390/w12040961
container_title Water
container_volume 12
container_issue 4
container_start_page 961
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