Assessing rainfall global products reliability for water resource management in a tropical volcanic mountainous catchment
Water resource management relies fundamentally on our ability to monitor climate forcing variability, especially in tropical mountainous environment where the temporal and spatial variability of rainfall strongly controls the dynamics of the water resource. In West Java Island, rainfall temporal and...
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Published in | Journal of hydrology. Regional studies Vol. 40; p. 101037 |
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Main Authors | , , , , , , , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.04.2022
Elsevier |
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Abstract | Water resource management relies fundamentally on our ability to monitor climate forcing variability, especially in tropical mountainous environment where the temporal and spatial variability of rainfall strongly controls the dynamics of the water resource. In West Java Island, rainfall temporal and spatial distribution significantly varies in function of regional climatology and volcanoes morphology while accessibility issues and the complexity of climatic phenomena notably are limitations for reliable rainfall ground instrumentation.
Here, we assess the ability of climate reanalyses (CHELSA and TerraClimate) and satellite products (CHIRPS) in capturing rainfall high resolution spatial variability. The accuracy of rainfall amounts, variability and dynamics of each global product is estimated using the three component of Kling-Gupta efficiency score. As direct statistical comparison is influenced by resolution issues, our approach is completed by a process-based one. The spatial and orographic rainfall patterns of the global products are analyzed according to known climatic phenomena.
It appears that, TerraClimate provides the most accurate and stable estimation for temporal monitoring. CHIRPS shows consistent rainfall patterns with atmospheric circulation and volcanoes morphology but overestimates overall rainfall amounts. This study presents a methodology for assessing global climatic products over poorly instrumented areas. The results demonstrate that high resolution global products are somewhat interesting for water resources management. However, several temporal and spatial biases still limit their integration for operational purposes.
•We analyze high resolution rainfall products’ accuracy for water resources management.•The seasonal and interannual rainfall estimation accuracy are estimated.•Spatial and orographic rainfall patterns are integrated in the evaluation process. |
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AbstractList | Water resource management relies fundamentally on our ability to monitor climate forcing variability, especially in tropical mountainous environment where the temporal and spatial variability of rainfall strongly controls the dynamics of the water resource. In West Java Island, rainfall temporal and spatial distribution significantly varies in function of regional climatology and volcanoes morphology while accessibility issues and the complexity of climatic phenomena notably are limitations for reliable rainfall ground instrumentation.
Here, we assess the ability of climate reanalyses (CHELSA and TerraClimate) and satellite products (CHIRPS) in capturing rainfall high resolution spatial variability. The accuracy of rainfall amounts, variability and dynamics of each global product is estimated using the three component of Kling-Gupta efficiency score. As direct statistical comparison is influenced by resolution issues, our approach is completed by a process-based one. The spatial and orographic rainfall patterns of the global products are analyzed according to known climatic phenomena.
It appears that, TerraClimate provides the most accurate and stable estimation for temporal monitoring. CHIRPS shows consistent rainfall patterns with atmospheric circulation and volcanoes morphology but overestimates overall rainfall amounts. This study presents a methodology for assessing global climatic products over poorly instrumented areas. The results demonstrate that high resolution global products are somewhat interesting for water resources management. However, several temporal and spatial biases still limit their integration for operational purposes.
•We analyze high resolution rainfall products’ accuracy for water resources management.•The seasonal and interannual rainfall estimation accuracy are estimated.•Spatial and orographic rainfall patterns are integrated in the evaluation process. Study region: Water resource management relies fundamentally on our ability to monitor climate forcing variability, especially in tropical mountainous environment where the temporal and spatial variability of rainfall strongly controls the dynamics of the water resource. In West Java Island, rainfall temporal and spatial distribution significantly varies in function of regional climatology and volcanoes morphology while accessibility issues and the complexity of climatic phenomena notably are limitations for reliable rainfall ground instrumentation. Study focus: Here, we assess the ability of climate reanalyses (CHELSA and TerraClimate) and satellite products (CHIRPS) in capturing rainfall high resolution spatial variability. The accuracy of rainfall amounts, variability and dynamics of each global product is estimated using the three component of Kling-Gupta efficiency score. As direct statistical comparison is influenced by resolution issues, our approach is completed by a process-based one. The spatial and orographic rainfall patterns of the global products are analyzed according to known climatic phenomena. Hydrological Insights: It appears that, TerraClimate provides the most accurate and stable estimation for temporal monitoring. CHIRPS shows consistent rainfall patterns with atmospheric circulation and volcanoes morphology but overestimates overall rainfall amounts. This study presents a methodology for assessing global climatic products over poorly instrumented areas. The results demonstrate that high resolution global products are somewhat interesting for water resources management. However, several temporal and spatial biases still limit their integration for operational purposes. |
ArticleNumber | 101037 |
Author | Saadi, M. Lachassagne, P. Nugraha, B. Dumont, M. Hendarmawan Fadillah, A. Dörfliger, N. Bonjour, J.-L. Plagnes, V. Muhammad, A. Oudin, L. |
Author_xml | – sequence: 1 givenname: M. surname: Dumont fullname: Dumont, M. email: marc.dumont@sorbonne-universite.fr organization: Sorbonne Université, CNRS, EPHE, UMR 7619 METIS, F-75005 Paris, France – sequence: 2 givenname: M. surname: Saadi fullname: Saadi, M. organization: Sorbonne Université, CNRS, EPHE, UMR 7619 METIS, F-75005 Paris, France – sequence: 3 givenname: L. surname: Oudin fullname: Oudin, L. organization: Sorbonne Université, CNRS, EPHE, UMR 7619 METIS, F-75005 Paris, France – sequence: 4 givenname: P. surname: Lachassagne fullname: Lachassagne, P. organization: HSM, Univ. Montpellier, CNRS, IMT Mines Alès, IRD, Montpellier, France – sequence: 5 givenname: B. surname: Nugraha fullname: Nugraha, B. organization: Faculty of Geological Engineering, Universitas Padjadjaran, Jatinangor, Sumedang 45363, Indonesia – sequence: 6 givenname: A. surname: Fadillah fullname: Fadillah, A. organization: Danone Aqua group, Department of Water Resources, Jakarta, Indonesia – sequence: 7 givenname: J.-L. surname: Bonjour fullname: Bonjour, J.-L. organization: Water Institute by Evian, Water Resources and Sustainability Division, Danone Waters, Evian-les-Bains, France – sequence: 8 givenname: A. surname: Muhammad fullname: Muhammad, A. organization: Danone Aqua group, Department of Water Resources, Jakarta, Indonesia – sequence: 9 surname: Hendarmawan fullname: Hendarmawan organization: Faculty of Geological Engineering, Universitas Padjadjaran, Jatinangor, Sumedang 45363, Indonesia – sequence: 10 givenname: N. surname: Dörfliger fullname: Dörfliger, N. organization: Water Institute by Evian, Water Resources and Sustainability Division, Danone Waters, Evian-les-Bains, France – sequence: 11 givenname: V. surname: Plagnes fullname: Plagnes, V. organization: Sorbonne Université, CNRS, EPHE, UMR 7619 METIS, F-75005 Paris, France |
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Keywords | Volcanic Island Water resource Tropical climate Climatic reanalysis High resolution rainfall product Remote sensing |
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SubjectTerms | Climatic reanalysis Climatology Earth Sciences High resolution rainfall product Hydrology Remote sensing Sciences of the Universe Tropical climate Volcanic Island Water resource |
Title | Assessing rainfall global products reliability for water resource management in a tropical volcanic mountainous catchment |
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