11 results on '"Guardiola Albert, Carolina"'
Search Results
2. Automatic Classification of Active Deformation Areas Based on Synthetic Aperture Radar Data and Environmental Covariates Using Machine Learning—Application in SE Spain †.
- Author
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Rivera-Rivera, Jhonatan, Béjar-Pizarro, Marta, Aguilera, Héctor, Guardiola-Albert, Carolina, Husillos, César, Ezquerro, Pablo, Barra, Anna, Mateos, Rosa María, Cuevas-González, María, Sarro, Roberto, Monserrat, Oriol, Martínez-Corbella, Mónica, Crosetto, Michele, and López-Vinielles, Juan
- Subjects
SYNTHETIC aperture radar ,HYDROGEOLOGY ,HAZARDS ,TIME series analysis ,MACHINE learning - Abstract
Deformation processes, both natural (e.g., subsidence, landslides, active tectonics) and induced (e.g., associated with mining, construction. groundwater exploitation), result in significant socioeconomic losses worldwide. Accurate detection and classification of these processes are crucial for effective risk management. In this study, we present a novel approach for the automatic classification of deformation processes using Interferometric Synthetic Aperture Radar (InSAR) data and machine learning techniques. Specifically, we use a decision tree-based classification algorithm to train a model capable of recognizing and distinguishing different types of deformation processes using time series of displacements, grouped into Active Deformation Areas (ADAs). We test this methodology in a large area in SE Spain. Our results demonstrate promising performance, with an Area Under the Curve (AUC) > 0.95, identifying several covariates of morphometric, geological, hydrogeological, and geotechnical nature as key factors. This automatic classification of InSAR data holds significant implications for risk management associated with ground deformation, providing a potentially valuable tool for decision makers in urban planning and land management officials. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
3. Calculation of the SPI, SPEI, and GRDI Indices for Historical Climatic Data from Doñana National Park: Forecasting Climatic Series (2030–2059) Using Two Climatic Scenarios RCP 4.5 and RCP 8.5 by IPCC.
- Author
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Montes-Vega, María José, Guardiola-Albert, Carolina, and Rodríguez-Rodríguez, Miguel
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WATER management ,GROUNDWATER recharge ,DROUGHTS ,NATIONAL parks & reserves ,WATER supply ,ATMOSPHERIC temperature ,FORECASTING - Abstract
In this study, we utilized three different indices to assess drought conditions in the Doñana National Park (DNP) located in southern Spain. These indices included the Standardized Precipitation Index (SPI), which is based on precipitation statistics, the Standardized Precipitation Evapotranspiration Index (SPEI), which incorporates both precipitation and air temperature data, and the Groundwater Recharge Drought Index (GRDI), a newly developed index specifically designed to evaluate groundwater drought. The analysis covered the time period from 1985 to 2015, and future projections were made for the years 2030–2060 under different climate scenarios (RCP 4.5 and RCP 8.5). Our findings revealed a significant decrease in total precipitation of approximately 13–14% compared to historical records (1985–2015). Moreover, severely to extremely wet periods exhibited a reduction ranging from 25% to 38%. A key contribution of this study is the application of the GRDI index, which allowed us to assess groundwater recharge rates. We observed a decline in the simulated mean recharge rates during the 21st century when compared to the historical period spanning from 1950 to 2009. This decline can be attributed to increased evapotranspiration. The results of this research provide valuable insights for the Spanish water resources administration. The observed reductions in precipitation and groundwater recharge rates emphasize the need for appropriate mitigation measures. The findings will aid the administration in formulating an integrated water resources management strategy in the Doñana National Park and its surrounding basin. By understanding the projected changes in drought conditions, the administration can make informed decisions to ensure sustainable water resource management in the region. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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4. Stakeholders’ Perspective on Groundwater Management in Four Water-Stressed Mediterranean Areas: Priorities and Challenges
- Author
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Universidad de Alicante. Departamento de Ingeniería Civil, Bonì, Roberta, Teatini, Pietro, Zoccarato, Claudia, Guardiola-Albert, Carolina, Ezquerro Martín, Pablo, Bru, Guadalupe, Tomás, Roberto, Valdes-Abellan, Javier, Pla, Concepción, Navarro-Hernández, María Inés, Elçi, Alper, Çaylak, Baris, Ören, Ali Hakan, Shatanawi, Khaldoun, Mohammad, Alsharifa Hind, Hajar, Husam Abu, Letterio, Tommaso, Genovesi, Roberto, Hreisha, Hazem, Al-Mimi, Qamar, Meisina, Claudia, Universidad de Alicante. Departamento de Ingeniería Civil, Bonì, Roberta, Teatini, Pietro, Zoccarato, Claudia, Guardiola-Albert, Carolina, Ezquerro Martín, Pablo, Bru, Guadalupe, Tomás, Roberto, Valdes-Abellan, Javier, Pla, Concepción, Navarro-Hernández, María Inés, Elçi, Alper, Çaylak, Baris, Ören, Ali Hakan, Shatanawi, Khaldoun, Mohammad, Alsharifa Hind, Hajar, Husam Abu, Letterio, Tommaso, Genovesi, Roberto, Hreisha, Hazem, Al-Mimi, Qamar, and Meisina, Claudia
- Abstract
Recent studies highlight the fragility of the Mediterranean basin against climate stresses and the difficulties of managing the sustainable development of groundwater resources. In this work, the main issues related to groundwater management have been identified from the stakeholder’s perspective in the following four representative water-stressed Mediterranean areas: the coastal aquifer of Comacchio (Italy), the Alto Guadalentín aquifer (Spain), the alluvial aquifer of the Gediz River basin (Turkey), and the Azraq aquifer (Azraq Wetland Reserve, Jordan). This has been achieved by designing a methodology to involve and engage a representative set of stakeholders, including a questionnaire to learn their point of view concerning the current management of aquifer systems and their experience with the already available tools for groundwater resource management, such as monitoring networks and numerical models. The outcome of the survey has allowed us to identify both particular and common challenges among the four study sites and among the various groups of stakeholders. This information provides valuable insights to improve the transfer of scientific knowledge from the research centers to the authorities managing the groundwater resources and it will help to plan more effective research activities on aquifer management. The proposed methodology could be applied in other aquifers facing similar problems.
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- 2022
5. Stakeholders' Perspective on Groundwater Management in Four Water-Stressed Mediterranean Areas: Priorities and Challenges.
- Author
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Bonì, Roberta, Teatini, Pietro, Zoccarato, Claudia, Guardiola-Albert, Carolina, Ezquerro, Pablo, Bru, Guadalupe, Tomás, Roberto, Valdes-Abellan, Javier, Pla, Conception, Navarro-Hernández, María I., Elçi, Alper, Çaylak, Baris, Ören, Ali Hakan, Shatanawi, Khaldoun, Mohammad, Alsharifa Hind, Abu Hajar, Husam, Letterio, Tommaso, Genovesi, Roberto, Hreisha, Hazem, and Al-Mimi, Qamar
- Subjects
GROUNDWATER management ,SCIENTIFIC knowledge ,WATERSHEDS ,AQUIFERS ,SUSTAINABLE development ,INTEGRATED coastal zone management - Abstract
Recent studies highlight the fragility of the Mediterranean basin against climate stresses and the difficulties of managing the sustainable development of groundwater resources. In this work, the main issues related to groundwater management have been identified from the stakeholder's perspective in the following four representative water-stressed Mediterranean areas: the coastal aquifer of Comacchio (Italy), the Alto Guadalentín aquifer (Spain), the alluvial aquifer of the Gediz River basin (Turkey), and the Azraq aquifer (Azraq Wetland Reserve, Jordan). This has been achieved by designing a methodology to involve and engage a representative set of stakeholders, including a questionnaire to learn their point of view concerning the current management of aquifer systems and their experience with the already available tools for groundwater resource management, such as monitoring networks and numerical models. The outcome of the survey has allowed us to identify both particular and common challenges among the four study sites and among the various groups of stakeholders. This information provides valuable insights to improve the transfer of scientific knowledge from the research centers to the authorities managing the groundwater resources and it will help to plan more effective research activities on aquifer management. The proposed methodology could be applied in other aquifers facing similar problems. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
6. The Manning's Roughness Coefficient Calibration Method to Improve Flood Hazard Analysis in the Absence of River Bathymetric Data: Application to the Urban Historical Zamora City Centre in Spain.
- Author
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Garrote, Julio, González-Jiménez, Miguel, Guardiola-Albert, Carolina, and Díez-Herrero, Andrés
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FLOOD warning systems ,FLOOD risk ,FLOOD damage ,HISTORIC sites ,CALIBRATION ,FLOODS ,CITIES & towns ,RIVER channels - Abstract
Featured Application: The methodology proposed in this manuscript makes it possible to improve the estimation of flood zones and their flow depth values in situations where there are no available bathymetric data of the channel (or they are scarce and do not allow for its shape reconstruction). It could improve flood risk assessment too. The accurate estimation of flood risk depends on, among other factors, a correct delineation of the floodable area and its associated hydrodynamic parameters. This characterization becomes fundamental in the flood hazard analyses that are carried out in urban areas. To achieve this objective, it is necessary to have a correct characterization of the topography, both inside the riverbed (bathymetry) and outside it. Outside the riverbed, the LiDAR data led to an important improvement, but not so inside the riverbed. To overcome these deficiencies, different models with simplified bathymetry or modified inflow hydrographs were used. Here, we present a model that is based upon the calibration of the Manning's n value inside the riverbed. The use of abnormally low Manning's n values made it possible to reproduce both the extent of the flooded area and the flow depth value within it (outside the riverbed) in an acceptable manner. The reduction in the average error in the flow depth value from 50–75 cm (models without bathymetry and "natural" Manning's n values) to only about 10 cm (models without bathymetry and "calibrated" Manning's n values), was propagated towards a reduction in the estimation of direct flood damage, which fell from 25–30% to about 5%. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
7. Interpolation of GPS and Geological Data Using InSAR Deformation Maps: Method and Application to Land Subsidence in the Alto Guadalentín Aquifer (SE Spain).
- Author
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Béjar-Pizarro, Marta, Guardiola-Albert, Carolina, García-Cárdenas, Ramón P., Herrera, Gerardo, Barra, Anna, Molina, Antonio López, Tessitore, Serena, Staller, Alejandra, Ortega-Becerril, José A., and García-García, Ramón P.
- Subjects
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LAND subsidence , *GROUNDWATER & the environment , *DEFORMATION of surfaces , *GLOBAL Positioning System - Abstract
Land subsidence resulting from groundwater extractions is a global phenomenon adversely affecting many regions worldwide. Understanding the governing processes and mitigating associated hazards require knowing the spatial distribution of the implicated factors (piezometric levels, lithology, ground deformation), usually only known at discrete locations. Here, we propose a methodology based on the Kriging with External Drift (KED) approach to interpolate sparse point measurements of variables influencing land subsidence using high density InSAR measurements. In our study, located in the Alto Guadalentín basin, SE Spain, these variables are GPS vertical velocities and the thickness of compressible soils. First, we estimate InSAR and GPS rates of subsidence covering the periods 2003-2010 and 2004-2013, respectively. Then, we apply the KED method to the discrete variables. The resulting continuous GPS velocity map shows maximum subsidence rates of 13 cm/year in the center of the basin, in agreement with previous studies. The compressible deposits thickness map is significantly improved. We also test the coherence of Sentinel-1 data in the study region and evaluate the applicability of this methodology with the new satellite, which will improve the monitoring of aquifer-related subsidence and the mapping of variables governing this phenomenon. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
8. Flood Damage Analysis: First Floor Elevation Uncertainty Resulting from LiDAR-Derived Digital Surface Models.
- Author
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Bodoque, José María, Guardiola-Albert, Carolina, Aroca-Jiménez, Estefanía, Ángel Eguibar, Miguel, and Martínez-Chenoll, María Lorena
- Subjects
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FLOOD damage , *LIDAR , *DIGITAL elevation models , *MONTE Carlo method , *GEOLOGICAL statistics - Abstract
The use of high resolution ground-based light detection and ranging (LiDAR) datasets provides spatial density and vertical precision for obtaining highly accurate Digital Surface Models (DSMs). As a result, the reliability of flood damage analysis has improved significantly, owing to the increased accuracy of hydrodynamic models. In addition, considerable error reduction has been achieved in the estimation of first floor elevation, which is a critical parameter for determining structural and content damages in buildings. However, as with any discrete measurement technique, LiDAR data contain object space ambiguities, especially in urban areas where the presence of buildings and the floodplain gives rise to a highly complex landscape that is largely corrected by using ancillary information based on the addition of breaklines to a triangulated irregular network (TIN). The present study provides a methodological approach for assessing uncertainty regarding first floor elevation. This is based on: (i) generation an urban TIN from LiDAR data with a density of 0.5 points·m-2, complemented with the river bathymetry obtained from a field survey with a density of 0.3 points·m-22. The TIN was subsequently improved by adding breaklines and was finally transformed to a raster with a spatial resolution of 2 m; (ii) implementation of a two-dimensional (2D) hydrodynamic model based on the 500-year flood return period. The high resolution DSM obtained in the previous step, facilitated addressing the modelling, since it represented suitable urban features influencing hydraulics (e.g., streets and buildings); and (iii) determination of first floor elevation uncertainty within the 500-year flood zone by performing Monte Carlo simulations based on geostatistics and 1997 control elevation points in order to assess error. Deviations in first floor elevation (average: 0.56 m and standard deviation: 0.33 m) show that this parameter has to be neatly characterized in order to obtain reliable assessments of flood damage assessments and implement realistic risk management. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
9. Selecting Suitable MODFLOW Packages to Model Pond–Groundwater Relations Using a Regional Model.
- Author
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Serrano-Hidalgo, Carmen, Guardiola-Albert, Carolina, Heredia, Javier, Elorza Tenreiro, Francisco Javier, and Naranjo-Fernández, Nuria
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GRAPHICAL user interfaces ,WATER table ,ECOLOGICAL impact ,AQUIFERS ,GROUNDWATER - Abstract
In large-scale regional models, used for the management of underground resources, it is quite common to find that relationships between the regional aquifer and small wetlands are not included. These models do not consider this connection because of the small amount of water involved, but they should consider the potential for significant ecological impacts if the groundwater resources in the ecosystems associated with these wetlands are mismanaged. The main objective of this work is to investigate the possibilities offered by MODFLOW LGR-V2 to represent (at small scale) the Santa Olalla pond, located in the Doñana Natural Park (South of Spain), and its relationship with the Almonte-Marismas regional aquifer. As a secondary objective, we propose to investigate the advantages and disadvantages that DRAIN, RIVER and LAKE MODFLOW packages offer within the MODFLOW LGR-V2 discretizations. The drain boundary condition with a coarse discretization implemented through ModelMuse allows the most adequate performance of the groundwater levels in the environment of the pond. However, when using lake boundary condition, the use of the MODFLOW LGR-V2 version is particularly useful. The present work also gives some guidelines to employ these packages with the MODFLOW graphical user's interface, ModelMuse 4.2. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
10. Clustering Groundwater Level Time Series of the Exploited Almonte-Marismas Aquifer in Southwest Spain.
- Author
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Naranjo-Fernández, Nuria, Guardiola-Albert, Carolina, Aguilera, Héctor, Serrano-Hidalgo, Carmen, and Montero-González, Esperanza
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WATER table ,TIME series analysis ,AQUIFERS ,HYDROGEOLOGY ,GROUNDWATER management ,WATER management ,WATER supply - Abstract
Groundwater resources are regularly the principal water supply in semiarid and arid climate areas. However, groundwater levels (GWL) in semiarid aquifers are suffering a general decrease because of anthropic exploitation of aquifers and the repercussions of climate change. Effective groundwater management strategies require a deep characterization of GWL fluctuations, in order to identify individual behaviors and triggering factors. In September 2019, the Guadalquivir River Basin Authority (CHG) declared that there was over-exploitation in three of the five groundwater bodies of the Almonte-Marismas aquifer, Southwest Spain. For that reason, it is critical to understand GWL dynamics in this aquifer before the new Spanish Water Resources Management Plans (2021–2027) are developed. The application of GWL series clustering in hydrogeology has grown over the past few years, as it is an extraordinary tool that promptly provides a GWL classification; each group can be related to different responses of a complex aquifer under any external change. In this work, GWL time series from 160 piezometers were analyzed for the period 1975 to 2016 and, after data pre-processing, 24 piezometers were selected for clustering with k-means (static) and time series (dynamic) clustering techniques. Six and seven groups (k) were chosen to apply k-means. Six characterized types of hydrodynamic behaviors were obtained with time series clustering (TSC). Number of clusters were related to diverse affections of water exploitation depending on soil uses and hydrogeological spatial distribution parameters. TSC enabled us to distinguish local areas with high hydrodynamic disturbance and to highlight a quantitative drop of GWL during the studied period. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
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11. Applying 3D Geostatistical Simulation to Improve the Groundwater Management Modelling of Sedimentary Aquifers: The Case of Doñana (Southwest Spain).
- Author
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Naranjo-Fernández, Nuria, Guardiola-Albert, Carolina, and Montero-González, Esperanza
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AQUIFERS ,GROUNDWATER remediation ,HYDROGEOLOGY ,GROUNDWATER flow ,WATER quality - Abstract
Mathematical groundwater modelling with homogeneous permeability zones has been used for decades to manage water resources in the Almonte-Marismas aquifer (southwest Spain). This is a highly heterogeneous detrital aquifer which supports valuable ecological systems in the Doñana National Park. The present study demonstrates that it is possible to better characterize this heterogeneity by numerical discretization of the geophysical and lithological data available. We identified six hydrofacies whose spatial characteristics were quantified with indicator variogram modelling. Sequential Indicator Simulation then made it possible to construct a 3D geological model. Finally, this detailed model was included in MODFLOW through the Model Muse interface. This final process is still a challenge due to the difficulty of downscaling to a handy numerical modelling scale. New piezometric surfaces and water budgets were obtained. The classical model with zones and the model with 3D simulation were compared to confirm that, for management purposes, the effort of improving the geological heterogeneities is worthwhile. This paper also highlights the relevance of including subsurface heterogeneities within a real groundwater management model in the present global change scenario. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
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