Person:
Díaz Alcaide, Silvia

First Name

Silvia

Last Name

Díaz Alcaide

Affiliation

Universidad Complutense de Madrid

Faculty / Institute

Ciencias Geológicas

Department

Geodinámica, Estratigrafía y Paleontología

Area

Geodinámica Externa

Identifiers

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Now showing 1 - 10 of 13

Mapping fecal pollution in rural groundwater supplies by means of artificial intelligence classifiers
(Elsevier, 2019-10) Díaz Alcaide, Silvia; Martínez Santos, Pedro
Fecal contamination poses a threat to groundwater supplies in low income regions. This is often due to the coexistence of pit latrines with domestic wells in densely populated areas. In this context, developing alternative methodologies to map fecal pollution in shallow wells is needed. A thorough survey of over 240 domestic wells and 570 pit latrines was conducted in a rural town of southern Mali. Water samples were collected from all wells and tested for temperature, pH, electric conductivity, total dissolved solids, turbidity and thermotolerant coliforms. The outcomes of the field survey were incorporated into a GIS database. Thirteen machine leaning classifiers, including different statistical algorithms, instance-based learners and tree-based models, were used to determine the spatial distribution of fecal pollution as per five explanatory variables (latrine density, distance to the closest latrine, borehole yield, water table depth and population density). The best performing classifiers, selected on test scores, were then used to develop predictive maps. Random forest and logistic regression rendered prediction scores for fecal pollution in excess of 0.90. Multilayer perceptrons, support vector machines and quadratic discriminant analyses also proved adept at forecasting fecal pollution. Ensemble mapping shows that 30–50 m buffers around domestic wells may be sufficient to prevent contamination of domestic supplies in most instances. This demonstrates that machine learning may provide a versatile methodological alternative to traditional Darcian approaches. On the other hand, the practical difficulties involved in maintaining wellhead protection areas suggests the need to implement piped water supplies.
Review: Advances in groundwater potential mapping
(Springer, 2019) Díaz Alcaide, Silvia; Martínez Santos, Pedro
Groundwater resources can be expected to be increasingly relied upon in the near future, as a consequence of rapid population growth and global environmental change. Cost-effective and efficient techniques for groundwater exploration are gaining recognition as tools to underpin hydrogeological surveys in mid- and low-income regions. This paper provides a state of the art on groundwater potential mapping, an explorative technique based on remote sensing and geographical databases that has experienced major developments in recent years. A systematic review of over 200 directly relevant papers is presented. Twenty variables were found to be frequently involved in groundwater potential investigations, of which eight are almost always present: geology, lineaments, landforms, soil, land use/land cover, rainfall, drainage density, and slope. The more innovative approaches draw from satellite images to develop indicators related to vegetation, evapotranspiration, soil moisture and thermal anomalies, among others. Data integration is carried out either through expert judgement or through machine-learning techniques, the latter being less common. Three main conclusions were reached: (1) for optimal results, groundwater mapping must be used as a tool to complement field work, rather than a low-cost substitute; (2) the potential of remote-sensing techniques in groundwater exploration is enormous, particularly when the power of machine learning is harnessed by involving human judgement; (3) quality assurance remains the main challenge ahead, as exemplified by the fact that a majority of the existing studies in the literature lack adequate validation.
Manual Borehole Drilling as a Cost-Effective Solution for Drinking Water Access in Low-Income Contexts
(MDPI, 2020) Martínez Santos, Pedro; Martín Loeches, Miguel Martín; Díaz Alcaide, Silvia; Danert, Kerstin
Water access remains a challenge in rural areas of low-income countries. Manual drilling technologies have the potential to enhance water access by providing a low cost drinking water alternative for communities in low and middle income countries. This paper provides an overview of the main successes and challenges experienced by manual boreholes in the last two decades. A review of the existing methods is provided, discussing their advantages and disadvantages and comparing their potential against alternatives such as excavated wells and mechanized boreholes. Manual boreholes are found to be a competitive solution in relatively soft rocks, such as unconsolidated sediments and weathered materials, as well as and in hydrogeological settings characterized by moderately shallow water tables. Ensuring professional workmanship, the development of regulatory frameworks, protection against groundwater pollution and standards for quality assurance rank among the main challenges for the future.
Mapping groundwater-dependent ecosystems by means of multi-layer supervised classification
(Elsevier, 2021-12-26) Martínez Santos, Pedro; Díaz Alcaide, Silvia; Hera Portillo, África de la; Gómez-Escalonilla Canales, Víctor
Identifying groundwater-dependent ecosystems is the first step towards their protection. This paper presents a machine learning approach that maps groundwater-dependent ecosystems by extrapolating from the characteristics of a small sample of known wetland and non-wetland areas to find other areas with similar geological, hydrological and biotic markers. Explanatory variables for wetland occurrence include topographic elevation, lithology, vegetation vigor, and slope-related variables, among others. Supervised classification algorithms are trained based on the ground truth sample, and their outcomes are checked against an official inventory of groundwater-dependent ecosystems for calibration. This method is illustrated through its application to a UNESCO Biosphere Reserve in central Spain. Support vector machines, tree-based classifiers, logistic regression and k-neighbors classification predicted the presence of groundwater-dependent ecosystems adequately (>96% test and AUC scores). The ensemble mean of the best five classifiers rendered a 90% success rate when computed per surface area. This method can optimize fieldwork during the characterization stage of groundwater-dependent ecosystems, thus contributing to integrate wetland protection in land use planning.
Mapping Ground Water Access in Two Rural Communes of Burkina Faso
(MDPI, 2021-05-13) Díaz Alcaide, Silvia; Sandwidi, Wennegouda Jean-Pierre; Martínez Santos, Pedro; Martín Loeches, Miguel Martín; Cáceres, José Luis; Seijas Morales, Naomi
Granting safe water access worldwide is a major objective of the Sustainable Development Goals. Water access is a manifold concept that encompasses collection time, distance from the household, water quality, affordability, and reliability of water sources, among other factors. GIS-based methods can be particularly useful in improving water access estimates, particularly in rural areas of developing countries. Based on an extensive water point database (n = 770), this paper explores the main challenges involved in mapping water access in two rural communes of Burkina Faso. Water access is estimated in terms of coverage per surface area. Coverage is filtered into four distinct categories of improved water sources, namely existing infrastructures, operational infrastructures, permanent infrastructures, and permanent infrastructures that provide safe water. The outcomes suggest that the study area is better endowed with water access than rural Burkina Faso and the remainder of the African continent, although there are important questions regarding groundwater quality. The outcomes highlight the conceptual differences between coverage and access, as well as some of the practical difficulties involved in estimating water access beyond standard ratios. The shortcomings include the absence of continuous monitoring of infrastructure functionality and water quality, as well as water affordability, among others. Enhancing national borehole databases with items aligned with the United Nations’ definition of water access is recommended.
Mapping groundwater-dependent ecosystems by means of multi-layer supervised classification
(Elsevier, 2021-12) Martínez-Santos, Pedro; Díaz Alcaide, Silvia; Hera Portillo, África de la; Gómez Escalonilla, Víctor
Identifying groundwater-dependent ecosystems is the first step towards their protection. This paper presents a machine learning approach that maps groundwater-dependent ecosystems by extrapolating from the characteristics of a small sample of known wetland and non-wetland areas to find other areas with similar geological, hydrological and biotic markers. Explanatory variables for wetland occurrence include topographic elevation, lithology, vegetation vigor, and slope-related variables, among others. Supervised classification algorithms are trained based on the ground truth sample, and their outcomes are checked against an official inventory of groundwater-dependent ecosystems for calibration. This method is illustrated through its application to a UNESCO Biosphere Reserve in central Spain. Support vector machines, tree-based classifiers, logistic regression and k-neighbors classification predicted the presence of groundwater-dependent ecosystems adequately (>96% test and AUC scores). The ensemble mean of the best five classifiers rendered a 90% success rate when computed per surface area. This method can optimize fieldwork during the characterization stage of groundwaterdependent ecosystems, thus contributing to integrate wetland protection in land use planning.
Estudiando la sequía: una experiencia para el aula de informática
(Asociación Española para la Enseñanza de las Ciencias de la Tierra, 2012) Martínez Santos, Pedro; Díaz Alcaide, Silvia; Prieto García, Cristina
El agua es un recurso tan escaso como necesario. En regiones donde imperan los climas semiáridos, como es el caso de la mayor parte de la Península Ibérica, la disponibilidad de agua puede estar condicionada por la sequía. El estudio de este riesgo natural está íntimamente relacionado con diversas disciplinas de las Ciencias de la Tierra, como la meteorología o la hidrología. Este artículo describe paso a paso la aplicación de una de las muchas técnicas existentes para el estudio de la sequía: la curva de desviaciones acumuladas. El alumno descarga de internet los datos de precipitación de la ciudad donde reside y los analiza con ayuda de una hoja de cálculo, caracterizando las principales sequías con perspectiva histórica. Por último se proponen diversos ejercicios de interpretación. Con las oportunas modificaciones, este ejercicio es adecuado para un amplio rango de titulaciones.
Mapping the Viability, Time, and Cost of Manual Borehole Drilling in Developing Regions
(MDPI, 2017) Martínez Santos, Pedro; Martín-Loeches, Miguel; Solera, Daniel; Cano, Beatriz; Díaz Alcaide, Silvia
While access to water remains an issue in arid and semiarid regions across the world, aquifers have the potential to help millions of people out of poverty by providing a reliable source of drinking and irrigation water. Manual boreholes are increasingly advocated as a safe and cost-effective substitute to mechanized drilling, as well as to traditional excavation methods. This research banks on the assumption that field and remote sensing data can be integrated within a geospatial database in order to map the viability of manual boreholes based on factors such as rock type, water table depth, landforms, or water quality. The approach presents three main novelties in relation to methodological precedents: (1) outcomes are not only expressed in terms of technical feasibility, but also as a function of drilling time and cost; (2) maps refer to a specific drilling technique; and (3) results take into account borehole diameter, as this constrains both drilling time and cost. The method provides univocal outcomes that can be immediately useful for non-experts, donors, planners, or practitioners and that can be readily exported to other catchment-scale settings. Results were validated against geophysical data.
Aplicación de los clorofluorocarbonos y el hexafluoruro de azufre como trazadores hidrogeológicos en los acuíferos carbonatados del Parque Natural del Barranco del Río Dulce (Guadalajara)
(Consejo Superior de Investigaciones Científicas, Museo Nacional de Ciencias Naturales, 2015) Martín-Loeches Garrido, Manuel; Fisher, R.; Díaz Alcaide, Silvia; Martínez Santos, Pedro
A partir de la información procedente de los puntos de agua de los acuíferos asociados a los materiales carbonatados jurásicos y cretácicos próximos al Parque Natural del Barranco del Río Dulce (PNBRD) y de su estructura geológica, se ha establecido un modelo conceptual de flujo subterráneo cuya dinámica fue validada con la interpretación de los contenidos en CFCs y SF6, nunca antes utilizados en España con estos propósitos, de algunas muestras situadas en distintas posiciones. En todos los puntos se reconoce la existencia de una fracción de agua infiltrada antes de 1950 que es mayor en las zonas de recarga de los acuíferos de edad Jurásico donde a través del modelo exponencial se llega a edades aparentes de hasta 100 años. La interpretación de los contenidos en CFCs de todas las muestras a partir del modelo de mezcla binaria, refleja edades superiores a los 17 años para la fracción joven que puede corresponder con aquella que circula por los canales de tamaño intermedio entre la matriz rocosa y los conductos kársticos mayores. Aun no perteneciendo a la misma unidad acuífera, los puntos con mayor proporción de aguas “post-1950” se sitúan en los valles fluviales de los macizos cretácicos. Los resultados son coherentes con sistemas acuíferos de escaso gradiente general, por lo elevado de las edades aparentes obtenidas, la existencia de múltiples entradas de agua y de al menos una doble porosidad, elementos establecidos en el modelo conceptual. En los acuíferos de edad Cretácico existen conductos kársticos que elevan el caudal de los manantiales de forma rápida tras las precipitaciones y cuya influencia no se refleja en las muestras estudiadas. Los CFCs pueden ser útiles para indicar la existencia de fenómenos de contaminación urbana actual. Los valores de edad derivados de las concentraciones de SF6 son inferiores a los deducidos con los CFCs por un probable aporte de este gas del sustrato invalidando su uso como trazador. El futuro del uso de los CFCs se encuentra comprometido por la tendencia decreciente de su concentración en la atmósfera, aunque la comparación del CFC-12 con el SF6, allí donde este gas no sufra incorporaciones de origen geológico, mantendrá su utilidad.
A Commune-Level Groundwater Potential Map for the Republic of Mali
(MDPI, 2017) Díaz Alcaide, Silvia; Martínez Santos, Pedro; Villarroya, Fermín
Groundwater represents an essential resource in sub-Saharan Africa, where several hundred million people rely on aquifers for domestic supply. This paper presents a method to map groundwater potential in the Republic of Mali based on a spatially-distributed database of 26,040 boreholes. The database includes exhaustive information on key parameters such as borehole location, success rate of borehole production, depth, yield, static groundwater level or water quality. Representative variables were classified and interpreted jointly to develop a groundwater potential index for each of the 703 communes in Mali. This provides a methodological novelty because groundwater potential studies typically rely on indirect indicators such as lineaments, slope, soil moisture and landforms. Also, such large borehole databases have seldom been used to estimate groundwater potential. The highest indexes were obtained for the areas in and around the River Niger’s Inner Delta, including southern Tombouctou and the central parts of the Ségou and Mopti Regions. The lower Precambrian formations, which include the country’s thoroughly populated southern plateau, had moderate scores. The lowest groundwater potential was found in the northern part of the Kayes and Koulikoro Regions, as well as in the entire region of Kidal. By providing results at the commune scale, these outcomes show that groundwater potential across the country’s geological and hydrogeological units can be highly variable, and that local and regional-scale information may be useful for groundwater management purposes. These results are policy-relevant in a context of rapid change and population growth, where groundwater resources can be expected to be increasingly relied upon in the coming years.