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Erschienen in: Environmental Earth Sciences 19/2023

01.10.2023 | Original Article

A new simple statistical method for the unsupervised clustering of the hydrodynamic behavior at different boreholes: analysis of the obtained clusters in relation to geological knowledge

verfasst von: Manon Erguy, Sébastien Morilhat, Guillaume Artigue, Julien Trincal, Anne Johannet, Séverin Pistre

Erschienen in: Environmental Earth Sciences | Ausgabe 19/2023

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Abstract

Karst aquifers are complex and related to numerous management issues, especially concerning flood risks or the availability of water resource. Given the stakes involved, it is necessary to obtain the best possible knowledge of the hydrodynamic behavior of these aquifers. In this context, this article presents two methodological advances concerning the hydrodynamic behavior of the water level within a borehole, based on the analysis of cumulative frequency curve of groundwater levels. First of all, a new simple semi-automated unsupervised method of borehole clustering, and second, an interpretation table of the hydrodynamic properties of these boreholes are proposed. These two advances are applied to the Cadarache site of the French Alternative Energies and Atomic Energy Commission (CEA) in south-eastern France, which is prone to rapid groundwater floods. This study, conducted on 75 boreholes, allows identifying several clusters of boreholes. Three of them appear to be representative of specific areas and show a relevant relation between each cluster and its geological structure. A punctual validation of the proposed approach is made on the cores available for a specific drilling. Thereby, the obtained clusters on the Cadarache site are consistent with the role of lineaments, NW–SE and NE–SW oriented, previously identified by regional tectonic or structural studies as preferential groundwater flow paths.

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Literatur
Zurück zum Zitat Bailly-Comte V (2008) Interactions hydrodynamiques surface/souterrain en milieu karstique- Approche descriptive, analyse fonctionnelle et modélisation hydrologique appliquées au bassin versant expérimental du Coulazou, Causse d’Aumelas, France. These de doctorat, Hydrogéologie, Université Montpellier II Bailly-Comte V (2008) Interactions hydrodynamiques surface/souterrain en milieu karstique- Approche descriptive, analyse fonctionnelle et modélisation hydrologique appliquées au bassin versant expérimental du Coulazou, Causse d’Aumelas, France. These de doctorat, Hydrogéologie, Université Montpellier II
Zurück zum Zitat Bakalowicz M (1999) Connaissance et gestion des ressources en eaux souterraines dans les régions karstiques. SDAGE Rhône Méditerranée Corse Bakalowicz M (1999) Connaissance et gestion des ressources en eaux souterraines dans les régions karstiques. SDAGE Rhône Méditerranée Corse
Zurück zum Zitat Boukharouba K, Roussel P, Dreyfus G, Johannet A (2013) Flash flood forecasting using Support Vector Regression: an event clustering based approach. In: 2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). pp 1–6 Boukharouba K, Roussel P, Dreyfus G, Johannet A (2013) Flash flood forecasting using Support Vector Regression: an event clustering based approach. In: 2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP). pp 1–6
Zurück zum Zitat Darras T, Borrell Estupina V, Kong-A-Siou L, Vayssade B, Johannet A, Pistre S (2015) Identification of spatial and temporal contributions of rainfalls to flash floods using neural network modelling: case study on the Lez basin (southern France). Hydrol Earth Syst Sci 19:4397–4410CrossRef Darras T, Borrell Estupina V, Kong-A-Siou L, Vayssade B, Johannet A, Pistre S (2015) Identification of spatial and temporal contributions of rainfalls to flash floods using neural network modelling: case study on the Lez basin (southern France). Hydrol Earth Syst Sci 19:4397–4410CrossRef
Zurück zum Zitat Erguy M, Morilhat S, Artigue A et al (2022) Application of statistical approaches to piezometry to improve the understanding of the karst aquifer hydrodynamic behaviours at the Cadarache CEA centre (France). Eurokarst 2022, Malaga. Springer International Publishing Erguy M, Morilhat S, Artigue A et al (2022) Application of statistical approaches to piezometry to improve the understanding of the karst aquifer hydrodynamic behaviours at the Cadarache CEA centre (France). Eurokarst 2022, Malaga. Springer International Publishing
Zurück zum Zitat Fenart P (2008) Analyse préliminaire à l’étude de traçage. Centre CEA Cadarache-Sources de l’Abéou. Rapport CEA Cadarache Fenart P (2008) Analyse préliminaire à l’étude de traçage. Centre CEA Cadarache-Sources de l’Abéou. Rapport CEA Cadarache
Zurück zum Zitat Ford D, Williams P (2007) Karst hydrogeology and geomorphology. WileyCrossRef Ford D, Williams P (2007) Karst hydrogeology and geomorphology. WileyCrossRef
Zurück zum Zitat GEOTER (2017) Bilan et hiérarchisation des failles cartographiées sur le site de Cadarache. CEA GEOTER (2017) Bilan et hiérarchisation des failles cartographiées sur le site de Cadarache. CEA
Zurück zum Zitat Gholami V, Khaleghi MR, Pirasteh S, Booij MJ (2022) Comparison of self-organizing map, artificial neural network, and co-active neuro-fuzzy inference system methods in simulating groundwater quality: geospatial artificial intelligence. Water Resour Manag 36:451–469CrossRef Gholami V, Khaleghi MR, Pirasteh S, Booij MJ (2022) Comparison of self-organizing map, artificial neural network, and co-active neuro-fuzzy inference system methods in simulating groundwater quality: geospatial artificial intelligence. Water Resour Manag 36:451–469CrossRef
Zurück zum Zitat Guerin R (2001) Synthèse des connaissances géologiques et hydrogéologiques. Rapport CEA Cadarache Guerin R (2001) Synthèse des connaissances géologiques et hydrogéologiques. Rapport CEA Cadarache
Zurück zum Zitat Johannet A, Mangin A, D’Hulst D (1994) Subterranean Water Infiltration Modelling by Neural Networks : Use of Water Source Flow. In Proc. of ICANN 1994. M. Marinaro and P.G. Morasso eds, Springer, pp 1033–1036 Johannet A, Mangin A, D’Hulst D (1994) Subterranean Water Infiltration Modelling by Neural Networks : Use of Water Source Flow. In Proc. of ICANN 1994. M. Marinaro and P.G. Morasso eds, Springer, pp 1033–1036
Zurück zum Zitat Jourde H, Mazzilli N, Lecoq N et al (2015) KARSTMOD: a generic modular reservoir model dedicated to spring discharge modeling and hydrodynamic analysis in karst. In: Andreo B, Carrasco F, Durán JJ et al (eds) Hydrogeological and environmental investigations in karst systems. Springer Berlin Heidelberg, Heidelberg, pp 339–344CrossRef Jourde H, Mazzilli N, Lecoq N et al (2015) KARSTMOD: a generic modular reservoir model dedicated to spring discharge modeling and hydrodynamic analysis in karst. In: Andreo B, Carrasco F, Durán JJ et al (eds) Hydrogeological and environmental investigations in karst systems. Springer Berlin Heidelberg, Heidelberg, pp 339–344CrossRef
Zurück zum Zitat Kovács A, Sauter M (2007) Modelling karst hydrodynamics. Methods in karst hydrogeology. CRC Press Kovács A, Sauter M (2007) Modelling karst hydrodynamics. Methods in karst hydrogeology. CRC Press
Zurück zum Zitat Mangin A (1975) Contribution à l’étude hydrodynamique des aquifères karstiques. Thèse de doctorat, Sciences de la Terre, Université de Dijon Mangin A (1975) Contribution à l’étude hydrodynamique des aquifères karstiques. Thèse de doctorat, Sciences de la Terre, Université de Dijon
Zurück zum Zitat Marsaud B (1997) Structure et fonctionnement de la zone noyée des karsts à partir des résultats expérimentaux. Thèse de doctorat, BRGM, Université Paris XI Orsay Marsaud B (1997) Structure et fonctionnement de la zone noyée des karsts à partir des résultats expérimentaux. Thèse de doctorat, BRGM, Université Paris XI Orsay
Zurück zum Zitat Nourani V, Baghanam AH, Vousoughi FD, Alami MT (2012) Classification of groundwater level data using SOM to develop ANN-based forecasting model. Int J Comput Inform Eng 2:464–469 Nourani V, Baghanam AH, Vousoughi FD, Alami MT (2012) Classification of groundwater level data using SOM to develop ANN-based forecasting model. Int J Comput Inform Eng 2:464–469
Zurück zum Zitat Palasse J-R, Tauveron N, Guerin R, Hillel E (1999) Caractérisation géologique et hydrogéologique de la colline du Medecin: bilan des actions au 01/09/99. CEA Cadarache Palasse J-R, Tauveron N, Guerin R, Hillel E (1999) Caractérisation géologique et hydrogéologique de la colline du Medecin: bilan des actions au 01/09/99. CEA Cadarache
Zurück zum Zitat Saint Fleur B-E, Allier S, Lassara E, Rivet A, Artigue G, Pistre S, Johannet A (2023) Towards a better consideration of rainfall and hydrological spatial features by a deep neural network model to improve flash floods forecasting: case study on the Gardon basin, France. Model Earth Syst Environ. https://doi.org/10.1007/s40808-022-01650-wCrossRef Saint Fleur B-E, Allier S, Lassara E, Rivet A, Artigue G, Pistre S, Johannet A (2023) Towards a better consideration of rainfall and hydrological spatial features by a deep neural network model to improve flash floods forecasting: case study on the Gardon basin, France. Model Earth Syst Environ. https://​doi.​org/​10.​1007/​s40808-022-01650-wCrossRef
Zurück zum Zitat Sokol D (1963) Position and fluctuation of water level in wells perforated in more than one aquifer. J Geophys Res 68(4):1079–1080CrossRef Sokol D (1963) Position and fluctuation of water level in wells perforated in more than one aquifer. J Geophys Res 68(4):1079–1080CrossRef
Zurück zum Zitat Taver V (2014) Caractérisation et modélisation hydrodynamique des karsts par réseaux de neurones: application à l’hydrosystème du Lez. Thèse de doctorat, Eaux Continentales et Société, Université Montpellier II Taver V (2014) Caractérisation et modélisation hydrodynamique des karsts par réseaux de neurones: application à l’hydrosystème du Lez. Thèse de doctorat, Eaux Continentales et Société, Université Montpellier II
Zurück zum Zitat Weng P, Dörfliger N (2002) Projet PACTES. Module: contribution des eaux souterraines aux crues et inondations ; site de l’Hérault. Rapport BRGM Weng P, Dörfliger N (2002) Projet PACTES. Module: contribution des eaux souterraines aux crues et inondations ; site de l’Hérault. Rapport BRGM
Metadaten
Titel
A new simple statistical method for the unsupervised clustering of the hydrodynamic behavior at different boreholes: analysis of the obtained clusters in relation to geological knowledge
verfasst von
Manon Erguy
Sébastien Morilhat
Guillaume Artigue
Julien Trincal
Anne Johannet
Séverin Pistre
Publikationsdatum
01.10.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 19/2023
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-023-11066-z

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