WATER RESOURCES MANAGEMENT
IN SITUATIONS OF WATER SCARCITY:
HYDROLOGICAL AND CLIMATIC INSIGHTS
FROM THE GUADALUPE BASIN
GESTIÓN DE LOS RECURSOS HÍDRICOS EN SITUACIONES DE
ESCASEZ DE AGUA: PERSPECTIVAS HIDROLÓGICAS Y
CLIMÁTICAS DE LA CUENCA DEL GUADALUPE
Marco Antonio Gara-Zarate
Centro de Investigación Científica y de Educación Superior de Ensenada, México
Zayre I. González-Acevedo
Centro de Investigación Científica y de Educación Superior de Ensenada, México
Ricardo Eaton-González
Universidad Autónoma de Baja California, México
Gabriel Rendón-Márquez
Centro de Investigación Científica y de Educación Superior de Ensenada, México
pág. 13934
DOI: https://doi.org/10.37811/cl_rcm.v10i1.23345
Water Resources Management in Situations of Water Scarcity:
Hydrological and Climatic Insights from the Guadalupe Basin
Marco Antonio García-Zarate1
margarci@cicese.mx
https://orcid.org/0000-0003-3293-3000
Física Aplicada
Centro de Investigación Científica y de
Educación Superior de Ensenada
Baja California
México
Zayre I. González-Acevedo
zgonzale@cicese.mx
https://orcid.org/0000-0003-3293-0563
Departamento de Geología
Centro de Investigación Científica y de
Educación Superior de Ensenada
Baja California
México
Ricardo Eaton-González
eaton@uabc.edu.mx
https://orcid.org/0000-0003-4528-4740
Facultad de Ciencias del Marinas
Universidad Autónoma de Baja California
México
Gabriel Rendón-Márquez
grendon@cicese.mx
https://orcid.org/0009-0006-9068-5366
Departamento de Geología
Centro de Investigación Científica y de
Educación Superior de Ensenada
Baja California
México
ABSTRACT
The present study examines water resource management in the Guadalupe Basin, Baja California, a
Mediterranean semi-arid region characterized by high climatic variability, limited surface water
availability, and strong dependence on groundwater. The primary objective of the study was to evaluate
the climatic water balance and its implications for groundwater recharge. To this end, a Geographic
Information System (GIS) framework was utilized, incorporating hydroclimatic, geomorphological,
geological, and vegetation variables. The ThornthwaiteMather method was employed to analyze the
data. The results obtained demonstrate a marked eastwest hydroclimatic asymmetry. The high-
elevation regions of the Sierra de Juárez exhibit higher precipitation, lower evapotranspiration, and
more favorable conditions for recharge, primarily due to infiltration through fractured bedrock and
forested soils. Conversely, the lowland valley areas experience persistent water deficits, high
evapotranspiration rates, and limited recharge, despite the presence of permeable alluvial sediments.
Vegetation has been shown to play a critical role in the regulation of infiltration and soil moisture
retention. The basin functions as a tripartite hydrological system, comprising recharge, transition, and
storage-limited zones. These findings underscore the vulnerability of groundwater resources to climate
change and anthropogenic pressure, underscoring the importance of safeguarding mountain recharge
areas to ensure long-term regional water sustainability.
Keywords: climatic water balance, thornthwaite-mather method, groundwater recharge, semi-arid
Mediterranean basin, Guadalupe basin
1
Autor principal
Correspondencia: margarci@cicese.mx
pág. 13935
Gestión de los Recursos Hídricos en Situaciones de Escasez de Agua:
Perspectivas Hidrológicas y Climáticas de la Cuenca del Guadalupe
RESUMEN
El presente estudio examina la gestión de los recursos hídricos en la Cuenca Guadalupe, Baja California,
una región semiárida mediterránea caracterizada por una alta variabilidad climática, disponibilidad
limitada de agua superficial y una fuerte dependencia del agua subterránea. El objetivo principal del
estudio fue evaluar el balance hídrico climático y sus implicaciones para la recarga de agua subterránea.
Para ello, se utilizó un marco de Sistema de Información Geográfica (SIG), que incorporó variables
hidroclimáticas, geomorfológicas, geológicas y de vegetación. Se empleó el método de Thornthwaite-
Mather para analizar los datos. Los resultados obtenidos demuestran una marcada asimetría
hidroclimática este-oeste. Las regiones de mayor altitud de la Sierra de Juárez presentan mayor
precipitación, menor evapotranspiración y condiciones más favorables para la recarga, principalmente
debido a la infiltración a través de roca madre fracturada y suelos forestales. Por el contrario, las zonas
bajas de los valles experimentan déficits hídricos persistentes, altas tasas de evapotranspiración y
recarga limitada, a pesar de la presencia de sedimentos aluviales permeables. Se ha demostrado que la
vegetación desempeña un papel fundamental en la regulación de la infiltración y la retención de
humedad del suelo. La cuenca funciona como un sistema hidrológico tripartito, que comprende zonas
de recarga, transición y almacenamiento limitado. Estos hallazgos ponen de manifiesto la vulnerabilidad
de los recursos hídricos subterráneos al cambio climático y a la presión antropogénica, subrayando la
importancia de proteger las zonas de recarga de montaña para garantizar la sostenibilidad hídrica
regional a largo plazo.
Palabras clave: balance hídrico climático, método Thornthwaite-Mather, recarga de aguas subterráneas,
cuenca mediterránea semiárida, cuenca de Guadalupe
Artículo recibido 25 febrero 2026
Aceptado para publicación: 28 marzo 2026
pág. 13936
INTRODUCTION
In the context of sustained global population growth and accelerating land-use transformation, pressure
on fragile ecosystems is expected to intensify substantially in the coming decades (Rockström et al.,
2009; Vörösmarty et al., 2010). These dynamics have exposed persistent deficiencies in land-use
planning and territorial organization, particularly in regions characterized by limited natural resource
availability (Wu et al., 2011; Bengtsson et al., 2006; He, 2018). One of the most significant
consequences of these deficiencies is the intensified exploitation of surface and groundwater resources,
especially to sustain irrigated agriculture and expanding urban systems. As a result, water availability
has declined markedly in many arid and semiarid regions, as evidenced by the reduction of ephemeral
streamflows, declining groundwater levels, and, in extreme cases, the abandonment of agricultural
activities. Water vulnerability has thus emerged as a central constraint affecting food production, energy
generation, domestic supply, industrial development, and ecosystem conservation (Abbaspour et al.,
2015; Martínez Austria et al., 2019; Fernández-Mejuto et al., 2021).
Global climate change has further amplified these pressures by altering the fundamental drivers of the
hydrological cycle. Rising air temperatures, increasingly irregular precipitation regimes, and a growing
frequency of extreme eventsparticularly prolonged droughtshave been widely identified as key
factors intensifying evaporative demand at both regional and basin scales (Burke & Brown, 2008;
Orlowsky & Seneviratne, 2013; Trenberth, 2014; Jones et al., 2022). In semiarid environments, these
trends reduce the fraction of precipitation that effectively contributes to soil moisture storage and
groundwater recharge. Under such conditions, the accurate estimation of evapotranspiration becomes a
critical component of hydrological assessments, as evapotranspiration regulates the partitioning of
precipitation between atmospheric losses, surface runoff, and subsurface infiltration, thereby
influencing the balance between water supply and demand in water-limited basins (Droogers, 2000;
Lascano & Van Bavel, 2007).
Mediterranean-climate basins are particularly sensitive to these dynamics due to their pronounced
seasonality, strong hydrothermal gradients, and reliance on winter precipitation for groundwater
replenishment (Scanlon et al., 2006; Viviroli et al., 2020).
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In such systems, recharge processes are temporally constrained and spatially heterogeneous, often
concentrated during short winter periods when precipitation coincides with low potential
evapotranspiration. Recharge is typically favored in high-elevation sectors where cooler temperatures,
reduced evaporative demand, and denser vegetation promote soil moisture retention and deep
percolation. In contrast, lowland areas frequently experience persistent climatic water deficits, even in
the presence of highly permeable alluvial sediments, because elevated temperatures and strong
evaporative demand rapidly deplete soil moisture. Understanding how climatic, geomorphological, and
ecological gradients interact to structure the spatial distribution of groundwater recharge is therefore
essential for anticipating future water availability under conditions of climate variability and land-use
change.
In semiarid regions, such as northwestern Mexico, groundwater is often the principal and only reliable
source of water for domestic supply, agriculture, and economic development. The long-term
sustainability of aquifer systems is, in turn, linked to water security and to the capacity of societies to
maintain stable and equitable access to water resources. Consequently, scientific identification of
recharge zones, hydroclimatic controls, and aquifer vulnerability is imperative not only for
environmental management but also for supporting sustainable water governance under increasing
climatic and anthropogenic pressures (Vörösmarty et al., 2010; Abbaspour et al., 2015; IPCC, 2021).
Within this context, the Guadalupe Basin, located in northwestern Baja California, Mexico, represents
a paradigmatic example of a Mediterranean semiarid watershed experiencing increasing water stress.
The basin exhibits pronounced topographic gradients, a marked eastwest hydroclimatic asymmetry,
and heterogeneous land-use patterns dominated by agriculture, viticulture, and expanding urban
development. These characteristics make the basin particularly sensitive to changes in precipitation
regime, temperature, vegetation cover, and land management practices, all of which exert strong control
on evapotranspiration rates, runoff generation, and infiltration efficiency (Scanlon et al. 2002).
The present study applies the ThornthwaiteMather climatic water-balance model in combination with
spatial and multi-criteria analysis to evaluate groundwater recharge potential across the Guadalupe
Basin.
pág. 13938
The analytical framework integrates key hydroclimatic variables, including precipitation, temperature,
potential evapotranspiration, and climatic water balance, together with geomorphological attributes
such as slope and elevation, vegetation patterns, and geological controls, within a Geographic
Information System (GIS). This integrative approach is particularly suitable for data-scarce semiarid
regions, where physically based hydrological models are often constrained by limited meteorological
and hydrogeological observations.
Accordingly, the central research question addressed in this study is how climatic, geomorphological,
and ecological controls interact to govern the spatial organization of groundwater recharge potential
under semiarid Mediterranean conditions (Wada et al. 2012; Valdes-Abellan et al. 2020). To address
this question, the study pursues three specific objectives: (i) to characterize the spatial variability of key
hydroclimatic drivers across the basin; (ii) to analyze the role of geomorphology and vegetation in
shaping contrasting hydrological responses along elevation gradients; and (iii) to assess the implications
of these spatial patterns for groundwater recharge potential and long-term water availability. By
integrating climate, geomorphology, ecology, and hydrology, this work provides a robust scientific
basis for climate-resilient water management and sustainable territorial planning in one of the most
strategically important basins of northwestern Mexico.
Study Area
The Guadalupe Basin is located in the northwestern part of the State of Baja California, between
parallels 31° 51' and 32° 15' north latitude and meridians 115° 52' and 116° 51' west longitude (Beltrán,
2001). As illustrated in Figure 1, the relationship between the two variables is evident. The geographical
area under consideration encompasses an approximate area of 2,400 square kilometers, inclusive of the
estuary (Hernández-Rosas & Mejía-Vázquez, 2003). The area can be divided for the purposes of study
as follows: the north is divided by the Tecate-El Carrizo and Descanso-Los Medanos hydrological
basins; to the east, it is divided by the Laguna Salada hydrological basin; to the south, it is divided by
the Ensenada-El Gallo and San Carlos hydrological basins; and to the west, it is divided by the Pacific
Ocean (Campos Gaytán, 2008; Salgado et al., 2012; Figueroa-Núñez and Campos-Gaytán, 2018;
CONAGUA, 2014).
pág. 13939
The surface runoff of the Guadalupe Basin originates in the Sierra Juárez, traverses the Ojos Negros
and Guadalupe valleys, and ultimately reaches the Pacific Ocean near the town of La Misión.
Figure 1. Location of the Guadalupe Basin in Baja California
Geology
The Guadalupe Basin's geological structure is indicative of the extensive and complex tectonomagmatic
evolution of the Peninsular Ranges Batholith, which serves as the basin's fundamental physical
framework, giving rise to its hydrological processes. According to Regional Geological Mapping
(INEGI, 2006), four major lithological assemblages have been identified: intrusive igneous rocks,
extrusive volcanic sequences, metamorphic complexes, and unconsolidated Quaternary sediments.
Each of these units exhibits distinctive hydraulic characteristics that control groundwater input, storage,
and subsurface flow pathways across the basin (see Figure 2).
Intrusive igneous rocks represent the most extensive lithological group in the region. The crystalline
highlands that border the basin are composed of granodiorites, granites, diorites, and gabbros. Despite
the fact that these plutonic units possess a negligible degree of primary porosity, they are capable of
acquiring secondary permeability through the processes of jointing and fault-related fracturing. This
fracture network frequently serves as the primary mechanism that facilitates deep percolation during
pág. 13940
climatic conditions that are conducive to such processes. This phenomenon has been observed in
fractured-bedrock aquifers within the Coast Ranges of California and in granitic terrains of central Chile
(Scanlon et al., 2002; Figueroa-Núñez & Campos-Gaytán, 2018). In this regard, the fractured igneous
uplands of the Guadalupe Basin function as both runoff-producing areas and localized recharge
domains, where the high density of fractures enables effective downward infiltration.
West of El Porvenir, extrusive volcanic rocks, primarily andesites, rhyolites and various volcanic tuffs,
are widespread and represent the remnants of Mesozoic volcanic activity associated with arc systems
in the region. The hydraulic behaviour of these rocks varies considerably. Massive or densely welded
tuffs form effective hydraulic barriers, whereas fractured or brecciated lava flows may allow more
efficient infiltration. As Houser et al. (2015) demonstrate, analogous heterogeneity has been
documented in the Trans-Mexican Volcanic Belt. In this region, contrasts in vesicularity, cooling
history, and fracture development strongly influence infiltration patterns.
Metamorphic units, including schists, slates, and gneisses, are predominantly located to the east of El
Porvenir and represent some of the oldest crustal materials within the basin. The foliated textures, low
primary porosity, and restricted transmissivity of these minerals render them effective hydrogeological
barriers, capable of constraining lateral groundwater flow. This phenomenon is analogous to that
observed in the Sierra San Pedro Mártir and certain regions of southern California, where metamorphic
terrains compartmentalize aquifer systems and restrict basin-scale groundwater movement (Daesslé et
al., 2020).
The most hydrologically significant deposits, however, are the unconsolidated Quaternary sediments
that fill the Guadalupe Valley. Alluvial deposits are defined by their composition of gravels, sands, silts,
and interbedded sandstones. These deposits are distinguished by their high porosity and permeability.
These wetlands function as the primary groundwater reservoir for agricultural and domestic use, thereby
supporting ecological baseflows. Comparable valley-fill aquifers in other Mediterranean semiarid
regions, such as the Segura Basin in Spain and the Santa Ana Basin in California, perform similar roles
as key groundwater-storage and recharge systems (Valdes-Abellan et al., 2020; Scanlon et al., 2002).
pág. 13941
Figure 2. Geological map of the Guadalupe Basin
Structurally, the geometry of the basin is significantly influenced by the San Miguel and Ojos Negros
fault systems. These fault zones have a profound influence on the formation of valleys, regulating the
accumulation of sediment and creating vertical conduits that facilitate enhanced hydraulic connectivity
between bedrock and overlying alluvium. As demonstrated in numerous hydrogeological studies across
northern Baja California (Saiz-Rodríguez, 2019; Daesslé et al., 2020), such structures are of great
importance as preferential recharge pathways. The contrasting geomorphic expressions of the basin's
lithologies namely, steep crystalline uplands, dissected volcanic plateaus, metamorphic ridges, and
broad alluvial fans produce a heterogeneous hydrogeological landscape that directly controls the
distribution of runoff, infiltration, and groundwater storage. The geological framework of the
Guadalupe Basin collectively establishes the physical foundation for its hydrological functioning,
generating sharp contrasts between low-permeability crystalline highlands and highly permeable
alluvial aquifers. These lithologic and structural controls are fundamental for understanding the basin's
response to climatic variability, recharge dynamics, and groundwater vulnerability.
pág. 13942
Climate
According to the Köppen climate classification system, as modified by García (1970) and adapted to
Mexico's climatic conditions, CONAGUA (2014a) classifies the climate as semiarid. The climate is
distinguished by elevated temperatures and diminished precipitation levels in the drier regions adjacent
to the mountain ranges, with more substantial rainfall in the west. In the elevated regions of the basin,
specifically the high and middle topographic zones, the climatic classification is designated as "BS ks,"
distinguished by a winter precipitation index that exceeds 36%. The observed climatic diversity is
primarily attributable to the cool winds that enter the continent from the northeast. The region's winds
are moderately humid, leading to minimal precipitation, with the exception of the highest elevations
within the basin, which are situated above 1,500 meters above sea level. In these elevated regions,
average annual temperatures remain below 12°C (CNA, 2004). The maximum temperatures range from
39°C to 45°C between July and September, while the minimum temperatures range from -13°C to -
14°C, particularly in the mountainous regions and in the eastern part of the valley. The mean annual
temperature ranges from 15°C to 18°C, and evaporation rates range from 88 mm/year to 570 mm/year
(CNA, 2001). Another aspect of arid climates with deep water tables, especially when precipitation is
concentrated in small areas, is that they can create localized runoff that then infiltrates downstream,
resulting in less runoff than in humid areas (Tarboton, 2003). The mean annual precipitation range in
the highest regions is between 300 and 400 millimeters. A decline in precipitation is observed from
winter to summer (INEGI, 2006).
Vegetation
The Guadalupe Creek Basin is situated within the Mediterranean phytogeographic region, where the
winters are mild and humid, and the summers are warm and dry. The region's biodiversity is marked by
a variety of endemic and restricted-range species, with its ecosystems primarily consisting of coastal
scrub, chaparral, and temperate forests (Riemann and Ezcurra 2005; Myers, 2020). In lower-altitude
areas proximate to the coast, coastal scrub communities predominate, with species such as Artemisia
californica, Adenostoma fasciculatum, and Eriogonum fasciculatum, which are adapted to arid
conditions and shallow soils. In higher elevations and more humid environments, chaparrals develop,
composed of shrub species such as Ceanothus sp., Rhus ovata, and Quercus dumosa, which have
pág. 13943
adapted to fire and drought. In the elevated regions of the basin, characterised by deeper soils and
enhanced water availability, temperate oak forests (Quercus agrifolia, Quercus engelmannii) and mixed
forests with conifers, such as Pinus coulteri and Pinus jeffreyi, have been established (Riemann and
Ezcurra 2005; Morrone 2019; González-Barrera 2014).
Despite its notable biodiversity, the coastal Mediterranean region of Baja California is among the most
threatened in the state, facing accelerated habitat fragmentation due to a combination of agricultural
expansion, tourism, industry, and uncontrolled urban growth. These factors contribute to ecosystem
degradation and the risk of losing the germplasm of native species, many of which have restricted
distributions or small populations (Riemann and Ezcurra 2005). The introduction of invasive exotic
species, such as Brassica nigra and Eucalyptus camaldulensis, also poses a significant challenge to the
conservation of native flora. These species have the capacity to displace native species and modify the
ecological structure of natural habitats (Garcillán et al. 2013).
Hydrology and Hydrogeology
The hydrology and hydrogeology of the Guadalupe Basin are the result of a combination of factors,
including steep topographic gradients, a highly heterogeneous geological framework, and the distinct
seasonality of its semiarid Mediterranean climate. The basin is situated within Hydrological Region 1
(RH01) of northwestern Baja California, constituting a component of the Tijuana RiverManeadero
Creek subregional system. The body of water under consideration exhibits a westward drainage pattern
toward the Pacific Ocean, facilitated by a well-organized exoreic drainage network that spans five
Strahler orders (see INEGI, 2010b; Sánchez-Montoya et al., 2009). Surface runoff originates along the
western slopes of the Sierra de Juárez, where elevations approach 1,800 m a.s.l., and flows through a
succession of geomorphological units from the Ojos Negros Valley to the agricultural and viticultural
landscapes of the Guadalupe Valley before reaching the coast at La Misión. The principal channels (El
Barbón, Agua Caliente, and Guadalupe creeks) collectively constitute more than 138 km of
interconnected drainage, facilitated by tributaries such as Los Barrancos, Jamatay, La Casita, and Las
Bellotas.
Hypsometric patterns in the basin (see Figure 3) reveal a striking elevation contrast, ranging from sea
level along the coast to a maximum of 1,900 meters on the eastern highlands.
pág. 13944
This topographic gradient exerts strong control over hydrological behavior. High-elevation areas are
distinguished by steep slopes, shallow soils, and rapid runoff generation, whereas low-relief alluvial
valleys offer conducive conditions for water accumulation, infiltration, and groundwater recharge
(Auerswald et al., 2024; Gnann et al., 2022). These dynamics are characteristic of semiarid
Mediterranean mountain systems, where crystalline highlands function as runoff production zones and
valley-fill sediments act as the primary recharge and groundwater-storage domains (Scanlon et al.,
2002).
From a hydrogeological perspective, the basin is composed of two primary groundwater domains. The
first of these corresponds to fractured-bedrock aquifers developed within the crystalline and
metamorphic rocks of the Peninsular Ranges Batholith. The aquifers in question are predominantly
unconfined, relying on secondary permeability created by the San Miguel and Ojos Negros fault
systems and associated splays. Such structural pathways have been demonstrated to augment vertical
percolation and have been identified as pivotal recharge mechanisms in northern Baja California, as
well as in analogous geological settings in southern California (Daesslé et al., 2020; Figueroa-Núñez &
Campos-Gaytán, 2018). These elements function as hydraulic links between mountain slopes and
deeper paleo-aquifers.
Conversely, the extensive Guadalupe Valley encompasses the basin's primary alluvial aquifer. The
system under scrutiny is comprised of gravels, sands, and silts of a coarse texture, which exhibit high
porosity and hydraulic conductivity. These characteristics enable substantial groundwater storage and
response to both diffuse and focused recharge events during periods of precipitation. As in the Segura
Basin (Spain), Santa Ana Basin (California), and central Chile, these valley-fill aquifers serve as key
hydrological buffers in regions with pronounced climatic seasonality, helping to sustain water
availability under fluctuating hydrometeorological conditions (Valdes-Abellan et al., 2020; Scanlon et
al., 2002).
From a hydrological perspective, the basin functions as a coupled mountain-valley system. The Sierra
de Juárez functions as both a runoff source and a recharge zone, while the mid-slope areas facilitate
flow redistribution through channels and subsurface pathways.
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The Guadalupe Valley, which consists of permeable sediments, functions as a pivotal nexus where the
processes of groundwater replenishment and extraction converge. This renders the area the most
vulnerable within the basin, particularly in view of the pressure exerted by intensive agricultural
pumping, industrial extraction, soil compaction resulting from vineyards and grazing, and the removal
of native vegetation. These alterations, driven by anthropogenic activities, have been shown to diminish
the capacity for infiltration, augment surface runoff, and erode the resilience of aquifers during periods
of drought (Salgado Tránsito et al., 2012; Daesslé et al., 2006).
The hydroclimatic factors further exacerbate the spatial contrasts within the basin. The hydrological
regime is distinguished by its heightened sensitivity to interannual variability, as demonstrated by the
predominance of winter-dominated precipitation and elevated summer PET. Recent regional studies
have indicated a decline in winter rainfall, an increase in the frequency of extreme droughts, and rising
temperatures.
These trends pose a threat to recharge processes in mountainous areas and accelerate groundwater
decline in lowlands (IPCC, 2021; Molina-Navarro et al., 2016).
The hydrological and hydrogeological functioning of the Guadalupe Basin is governed by the interplay
of topographic gradients, structural geological features, and sedimentary properties. The phenomenon
of steep relief exerts a significant influence on the processes of runoff generation and flow routing. In
contrast, the presence of faulting and fracture networks serves to delineate the preferential pathways for
vertical groundwater recharge. Highly permeable valley-fill sediments play a central role in controlling
groundwater storage capacity and extraction dynamics. Characterizing the interactions among these
controls is essential for quantifying aquifer vulnerability, evaluating the feasibility of recharge
enhancement strategies, and delineating priority areas for sustainable water management under evolving
climatic and land-use pressures.
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Figure 3. Hypsometric map and drainage network of the Guadalupe Basin.
METHODOLOGY
Spatial Maps
The spatial maps developed in this study provide an integrated visualisation of the climatic, topographic,
and ecohydrological gradients that control water availability, runoff generation, and recharge potential
across the Guadalupe Basin. The creation of these maps involved a rigorous process that utilised
geospatial interpolation, terrain modelling, and thematic GIS integration. This integration entailed the
amalgamation of various data sources, including precipitation, temperature, potential
evapotranspiration (PET), climatic water balance (CWB), vegetation, slope, and geological data.
Collectively, these layers establish the spatial context necessary for interpreting basin-scale
hydrological dynamics under semiarid Mediterranean conditions.
The interpolation of climatic variables was conducted utilising Inverse Distance Weighting (IDW), a
methodology that has been extensively employed in mountainous semiarid basins characterised by
sparse meteorological station coverage. IDW has been shown to preserve local variability and
demonstrate reliable performance under conditions of steep climatic gradients (Molina-Navarro et al.,
2016; Valdes-Abellan et al., 2020). The resulting climatic surfaces capture the dominant hydroclimatic
gradient of the basin, with higher winter precipitation and lower PET in the elevated eastern Sierra de
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Juárez and warmer, drier conditions in the western lowlands. Derived terrain features from the digital
elevation model (see Figure 3) reveal steep mountain fronts, which are conducive to rapid runoff,
transitional mid-elevation slopes with mixed hydrological responses, and low-relief alluvial plains
where residence times increase and infiltration becomes more favourable (Auerswald et al., 2024;
Gnann et al., 2022). These topographic structures have been observed to mirror ecohydrological
behaviour that has been documented in Mediterranean mountain systems (Eagleson, 2002).
Vegetation cover (see Figure 4) has been demonstrated to modulate soil-moisture retention and
evapotranspiration dynamics (Guo et al., 2017; Salgado Tránsito et al., 2012). Forests and chaparral at
higher elevations have been shown to enhance moisture storage and delay desiccation during winter,
whereas agricultural and disturbed lowland areas exhibit reduced infiltration and higher runoff
coefficients. The intersection of degraded land cover, elevated PET, and negative CWB underscores the
combined influence of land-use change and climate forcing. The spatial datasets presented in Figures 3
and 4 reveal a structurally coherent hydroclimatic system, in which high-elevation eastern sectors serve
as the main recharge zones, intermediate slopes shape lateral redistribution and soil-moisture cycling,
and permeable lowlands function as infiltration environments constrained by high evaporative demand
(Scanlon et al., 2002; Houze, 2012). These maps form the foundation for the integrated hydroclimatic
interpretation presented in Sections 4.14.7.
The Thornthwaite-Mather Method
The empirical formula for water balance is the process of accounting for water in the soil by
Thornthwaite and Mather (1955). They introduced the term potential evapotranspiration (PET), and it
is based on temperature and latitude and determines that the latter constitutes a good index of energy in
a specific place. The PET must be corrected using a coefficient that considers the number of days in the
month and hours of light per day, depending on the latitude, to obtain the final PET according to
Thornthwaite (mm/month).
Determine the monthly Heat Index (i):

From the monthly average temperature (t).
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Determine the annual Heat Index (I):
Adding the 12 values of i.
Determine the “uncorrected” monthly ET using the formula
󰇛 
Where:
ET (uncorrected) Potential evapotranspiration at monthly level in mm/month, for months of 30 days
and 12 hours of sunshine (theoretical)
I = Annual Heat Index
T = Monthly average temperature in °C
a= function of the annual heat index (I), calculated with
    
Make corrections for the number of days in the month and the number of hours of sunshine.
 󰇛󰇜


Where:
ET = Corrected potential evapotranspiration
N = Maximum number of hours of sunshine, depends on the month and latitude
D = Number of days in a month: 30
The methodology was developed to facilitate recharge assessment in semiarid basins where available
climatic data is limited. The integration of the ThornthwaiteMather model with geospatial analysis
provides a stable structure for estimating climatic recharge potential under conditions where data is
scarce. This approach is widely utilised in regions where station density is inadequate for physically
based models such as PenmanMonteith or distributed hydrological simulations (Scanlon et al., 2002).
In order to enhance the robustness of the study, multiple datasets (namely, NASA EARTHDATA,
WorldClim 2.0, and CONAGUA station records) were integrated and harmonised with a view to
reducing temporal and spatial uncertainty. The employment of standardised soil moisture parameters,
pág. 13949
slope-derived runoff indices, and land-cover weighting serves to further enhance the internal
consistency of the model. The climatic variables obtained included maximum, minimum, and average
temperature, relative humidity, wind speed, precipitation, extraterrestrial radiation, and sunshine hours.
The data were then organized, structured, and systematised in databases, following appropriate
calculation methods to determine reference evapotranspiration (ETo).
Processing of Climate Information
The processing of climate data was conducted using the QGIS Geographic Information System (GIS),
employing spatial analysis tools to generate thematic layers depicting temperature, radiation, sunshine
hours, and relative humidity. The calculation of ETo was achieved by establishing a relationship
between sunshine hours and other climate variables, in accordance with the method originally outlined
by Thornthwaite and Mather (1957). The model was fed with a 30-year series of climate records
obtained from meteorological stations, ensuring representativeness in the hydrological analysis.
Subsequently, the interpolated climatic surfaces were harmonized with terrain derivatives to ensure
spatial continuity across the basin.
Notwithstanding the dearth of long-term hydrometric and groundwater observations in the basin,
several indirect validation procedures were implemented to enhance methodological robustness. Firstly,
simulated potential evapotranspiration (PET) values were compared against regional estimates reported
for semiarid Mediterranean climates, showing consistency with reference ranges documented in
southern Spain, California, and central Chile (Guo et al., 2017; Valdes-Abellan et al., 2020). Secondly,
precipitation fields derived from gridded datasets were cross-checked with available station records
from CONAGUA and CICESE, confirming that spatially interpolated values fall within observed
seasonal ranges. Thirdly, the spatial patterns of climatic recharge potential correspond with the
previously reported fluctuations in groundwater levels within the Guadalupe Valley aquifer, particularly
in areas where mixing processes and deep percolation have been documented (Daesslé et al., 2020).
While it is recognized that these validation steps do not supplant direct hydrogeological measurements,
it is contended that they enhance confid ence in the internal coherence of model outputs and their
applicability under conditions where data is scarce.
pág. 13950
Slope Analysis
Slope analysis was performed using a Digital Elevation Model (DEM). Slope was defined as the
maximum rate of change in altitude of each Digital Elevation Model (DEM) cell relative to its
neighboring cells. The methodology proposed by Van Zuidam (1986) was utilized for the classification
of slopes. Subsequently, the values obtained were adjusted to conform to geomorphological standards.
The classification resulting from this process is presented in Table 1.
The processing of geographical data in Geographic Information Systems (GIS) facilitated the generation
of slope maps and the identification of drainage patterns, thereby enabling the assessment of runoff in
the basin. In order to achieve this objective, a range of geospatial analysis techniques were employed,
including raster reclassification methods and spatial interpolation techniques. The advent of Geographic
Information System (GIS) tools has precipitated substantial advancements in the realm of data
collection and processing.
Table 1. Slope ranges taken from Van Zuidam (1985)
Slope coverage (modified from FAO 2006) and area coverage in percentage
Slope classes
Slope (°)
Area ratio (%)
Level slope
<1
7.00%
Very gentle sloping
01-feb
2.75%
Gently sloping
02-may
3.68%
Sloping
05-oct
27.69%
Strongly sloping
oct-15
20.35%
Moderately steep
15 - 30
13.36%
Steep
30 - 45
22.36%
Very steep
> 45
80.00%
100.00%
RESULTS AND DISCUSSION
Morphometric analysis of slopes
The morphometric structure of the Guadalupe Basin has been revealed to be characterised by a highly
heterogeneous topography, with slopes ranging from 0° to 56.93°. The topography exerts fundamental
control over runoff generation, infiltration potential, soil stability, and groundwater recharge. Gentle
slopes, defined as those with a gradient of less than 5°, comprise approximately 42% of the basin,
pág. 13951
predominantly situated in the southwestern alluvial valleys and agricultural terraces. In this region, the
presence of deep, coarse- to medium-textured soils has been observed to impede overland flow, prolong
residence time, and substantially enhance infiltration (see Figure 4A). These low-gradient sectors
function as natural infiltration corridors and represent the most favourable environments for focused
and diffuse recharge. Comparable recharge dynamics in low-relief alluvial plains have been
documented in semiarid Mediterranean basins of southern Spain, California, and central Chile, where
permeable sediments and gentle slopes promote infiltration even under strong seasonal water deficits
(Scanlon et al., 2002; Valdes-Abellan et al., 2020).
Conversely, the precipitous inclines (>20°) in the eastern and central regions adjacent to the Sierra de
Juárez facilitate expeditious runoff, impede infiltration due to the shallow nature of the soils, and
expedite the process of erosion. These steep sectors function as runoff-generation zones where
precipitation is rapidly redistributed downslope before substantial infiltration can occur, a behaviour
consistent with well-established hydrologic responses in mountainous terrains worldwide (Eagleson,
2002; Auerswald et al., 2024). Despite the generally unfavourable conditions on steep slopes, localised
recharge is possible where major fault systems, such as the San Miguel and Ojos Negros faults, create
vertical permeability contrasts. As demonstrated in the relevant literature, fractured zones defined by
the presence of fissures or fractures in the rock matrix exhibit an increased capacity for percolation in
igneous and metamorphic rocks that are characterised by low permeability. This enhanced percolation
process is a significant factor in the contribution to deep groundwater accumulation (Daesset al.,
2020; Figueroa-Núñez & Campos-Gaytán, 2018).
Vegetation Controls on Hydrological Processes
These slope-controlled patterns are closely linked to the spatial distribution of vegetation cover (Figure
4B), since chaparral and forest-dominated slopes generally exhibit higher soil aggregation and moisture
retention, whereas degraded or agricultural surfaces on gentle slopes show reduced infiltration capacity.
It is imperative to incorporate vegetation into the interpretation of slope morphology to facilitate
comprehension of the spatial differentiation of runoff and recharge zones across the basin. The spatial
configuration of slopes establishes a hierarchical hydrological system within the basin, wherein steep
highlands function as zones of runoff production, intermediate slopes act as transfer corridors that
pág. 13952
redistribute flow laterally and longitudinally, and low-relief alluvial plains serve as accumulation and
recharge environments. This morphometric organisation provides a foundation for the recharge patterns
derived from the water balance analysis and elucidates the concentration of infiltration potential in the
western and central basin sectors.
In the upper echelons of the Sierra de Juárez, the presence of oak-pine forest patches has been observed
to enhance soil-moisture retention. This phenomenon is attributed to the presence of thicker organic
layers, lower temperatures, and reduced PET levels in these regions. Consequently, the recharge
window is extended, resulting in a prolonged period of water accumulation. These forested zones
function as hydrological buffers that facilitate percolation into fractured bedrock, thereby strengthening
mountain-block recharge processes, as observed in other semiarid mountainous regions (Valdes-
Abellan et al., 2020; Houze, 2012). The riparian vegetation along the Guadalupe, Agua Caliente, and
Jamatay creeks plays a critical role in stabilising channel banks, maintaining soil moisture, and
promoting focused infiltration during high-flow events. The existence of vegetated corridors has been
demonstrated to enhance groundwater and surface water connectivity and to enhance recharge
opportunities within the drainage network. This phenomenon has been observed in Mediterranean
streams on a global scale (Sánchez-Montoya et al., 2009).
Conversely, agricultural lands, vineyards, orchards, and areas with disturbed or compacted soil,
especially in the western and central lowlands, have reduced infiltration capacity due to the removal of
vegetation, soil disturbance, and mechanized land management practices. The alterations have been
demonstrated to engender an augmentation in runoff coefficients, a diminution in soil water storage,
and an escalation in the basin's hydrological vulnerability (Salgado Tránsito et al., 2012). The spatial
overlap of these degraded areas with zones of high PET and negative climatic water balance (see Figures
4C-4D) further increases the susceptibility of these areas to moisture deficits and rapid runoff
generation.
Post-disturbance landscapes, including burned slopes and areas dominated by invasive grasslands, pose
significant hydrological challenges. The increasing frequency of wildfires in Mediterranean ecosystems
of Baja California has been shown to reduce canopy cover, increase soil hydrophobicity, and trigger
extreme runoff responses during subsequent precipitation events (Pulido-Chávez et al., 2023; Sample,
pág. 13953
2022). These processes substantially decrease infiltration efficiency and accelerate erosion, particularly
across mid-slope terrains.
Vegetation in the Guadalupe Basin forms a well-defined ecohydrological hierarchy. High-elevation
oakpine forests function as primary recharge zones, while chaparral-covered slopes regulate soil
moisture dynamics and lateral flow redistribution. Riparian corridors maintain localized infiltration
pathways and enhance surfacegroundwater connectivity (Smith et al., 2022). In contrast, agricultural
or degraded lowland areas exhibit reduced infiltration capacity and increased runoff generation. As
discussed in Sections 4.34.6, these vegetationhydrology interactions are fundamental for interpreting
the climatic water balance and the spatial organization of groundwater recharge potential.
Climate water balance
The hypothesis that temperature gradients reinforce this spatial behaviour has been demonstrated. The
mean annual temperature in the lower basin is recorded as exceeding 1820°C. This has the effect of
increasing potential evapotranspiration (PET) and reducing water availability for infiltration.
Conversely, temperatures in the highlands are below 1214°C, which enhances water retention and
slows evaporation. The thermal regime exerts a direct influence on vegetation distribution, soil moisture
persistence, and the duration of the hydrological recharge period (see Figure 4B). During the summer
months, the presence of strong warming, persistent high-pressure systems, and near-zero precipitation
has been observed to result in severe soil desiccation, amplified PET, and extremely low infiltration
efficiency, even during isolated storm events.
The distribution of precipitation, temperature, and seasonal hydroclimatic factors collectively delineates
a recharge landscape characterised by spatial asymmetries, including high-elevation recharge corridors
and lowland deficit zones. This imbalance underscores the imperative for the conservation of montane
recharge regions, the maintenance of vegetation cover across slope gradients, and the implementation
of land use practices that enhance infiltration and minimise soil compaction in mid- and low-elevation
areas.
Recent studies have demonstrated that vegetation cover has a significant impact on the spatial behaviour
of CWB. Forested regions and areas with mature chaparral vegetation have been observed to moderate
soil desiccation, increase interception, and enhance infiltration during winter precipitation events.
pág. 13954
Conversely, agricultural fields, vineyards, degraded soils, and urbanized or disturbed areas demonstrate
diminished infiltration capacity and elevated runoff coefficients. These modified landscapes have been
shown to have a substantial impact on local CWB values, often resulting in shifts towards more negative
balances. This phenomenon can be attributed to a decline in soil water storage accompanied by
increased evaporative losses (Salgado Tránsito et al., 2012).
It is evident that anthropogenic activities exert a substantial influence on shifts in CWB. The processes
of land clearing, soil compaction, road construction and vegetation removal disrupt natural infiltration
zones and redirect surface flow pathways. These disturbances have the effect of reducing the
hydrological buffering capacity of mid- and low-elevation zones, which historically served as recharge
corridors.
The spatial distribution of the CWB demonstrates the basin's structural vulnerability to water deficits
and emphasises the necessity of preserving high-elevation recharge zones. The restoration of vegetation
cover, the prevention of soil degradation, and the improvement of land-use management in mid- and
lowland sectors are of the utmost importance in order to sustain soil-water storage, reduce runoff losses,
and reinforce the basin's hydrological resilience in the face of ongoing climate variability.
Potential Evapotranspiration and Hydrothermal Gradients
Potential evapotranspiration (PET) exerts a predominant influence on soil moisture dynamics,
vegetation stress, and groundwater recharge efficiency in semiarid Mediterranean basins. In the
Guadalupe Basin, the spatial distribution of PET demonstrates a distinct west-east asymmetry in
hydrothermal conditions, which is directly associated with temperature, solar radiation, elevation, and
land cover patterns (Figure 4D). The western and central lowlands have the highest PET values,
reflecting warmer conditions, lower humidity, and extensive disturbed or agricultural soils. The
aforementioned factors have been demonstrated to engender an escalation in evaporative demand, a
acceleration in surface drying, and a reduction in the annual infiltration window (Eagleson, 2002).
Conversely, the elevated eastern sectors of the Sierra de Juárez demonstrate a significant decline in PET
levels, attributable to cooler temperatures, reduced solar exposure, and denser vegetation. The
prevailing hydroclimatic conditions have been demonstrated to engender prolonged soil moisture
retention, delay the onset of vegetation growth, and increase the likelihood that winter infiltration will
pág. 13955
reach deeper subsurface pathways (Valdés-Ábellan et al., 2020). The combination of low PET, higher
precipitation (Figure 4E), and organic-rich soils in forested areas creates optimal conditions for
groundwater replenishment.
Figure 4.
A) Slope degrees, B) Basin depth, C) Climatic water balance, D) Simulated evapotranspiration,
E) Average annual water flow over a 30-year period, F) Average annual ambient temperature over a 30-year period.
This phenomenon aligns with the documented mountain-block recharge processes prevalent in
Mediterranean regions worldwide (Houze, 2012). Furthermore, research has demonstrated a correlation
between soil texture and the outcome of PET. The presence of Coarse-grained alluvial sediments in
valley bottoms promote rapid infiltration during winter precipitation events; however, their low water-
retention capacity makes them highly susceptible to evaporative losses under elevated temperature
A
B
C
D
E
F
pág. 13956
conditions. This renders them highly sensitive to evaporative demand. Conversely, soils with a finer
texture or higher organic content such as those found in forested uplands demonstrate increased
moisture retention capacity. This capacity provides a buffering effect against the impact of PET. This
enhanced capacity is attributed to the stabilisation of soil-water storage throughout transitional seasons
(Gnann et al., 2022). These interactions serve to reinforce the spatial differentiation observed in the
climatic water balance (Figure 4C), where negative values predominate in regions with high PET.
Annual Precipitation and Temperature
The annual precipitation in the Guadalupe Basin exhibits pronounced spatial asymmetry, driven
primarily by orographic forcing, elevation gradients, and seasonal atmospheric circulation. Basin-wide
estimates indicate annual precipitation ranging from approximately 206 to 456 mm, with maximum
values concentrated in the eastern highlands of the Sierra de Juárez. Orographic uplift in this sector has
been shown to enhance cloud formation and intensify winter precipitation events (Figure 4E).
Documented precipitation patterns in other Mediterranean mountain systems are analogous, with
elevation-induced gradients generating a spatial concentration of recharge potential within high-altitude
zones (Houze, 2012; Eagleson, 2002).
The eastern and northeastern sectors, with elevations exceeding 1,500 meters above sea level, receive
the highest precipitation levels, typically over 450 millimeters per year. When combined with lower
temperatures and reduced PET (see Figure 4D), these conditions significantly enhance soil moisture
retention, extend the recharge window, and promote both diffuse and focused infiltration in permeable
zones.
Conversely, the western and central lowlands receive less than 250 mm annually and exhibit persistent
climatic deficits (Jones et al., 2022, reinforcing their limited recharge capacity under high evaporative
demand. These hydrometeorological asymmetries, typified by uplands with high recharge and lowlands
with high discharge, are a hallmark feature of Mediterranean basins experiencing climatic water stress.
In these regions, valley floors and coastal plains are becoming increasingly vulnerable to warming and
drying trends (Valdés-Ábellan et al., 2020). Seasonality exerts a substantial influence on the basin's
hydrological regime, with over 85% of annual precipitation occurring during the winter months
(NovemberMarch) and being predominantly associated with Pacific frontal systems.
pág. 13957
This precipitation accumulation underscores the significance of optimal soil moisture timing, as
evidenced by the findings that recharge is maximised when winter precipitation coincides with low PET
and increased soil saturation. During periods of drought, comparative analyses of semiarid watersheds
in California and northern Chile (Molina-Navarro et al., 2016) have demonstrated that the delayed
arrival or decreased intensity of winter storms substantially impacts annual recharge.
Integrated Spatial Analysis of Hydroclimatic Drivers
An integrated spatial analysis of slopes, vegetation cover, climatic water balance (CWB), potential
evapotranspiration (PET), precipitation, and temperature reveals the interconnected nature of the
Guadalupe Basin's hydrogeomorphology. Its hydrological functioning is collectively determined by
topography, climate, soils, and ecological patterns (Figures 4A4F). The spatial alignment of these
variables reveals a persistent east-west hydroclimatic asymmetry characteristic of Mediterranean
semiarid basins. In these basins, elevation, winter-dominated precipitation, and hydrothermal gradients
govern infiltration, runoff generation, and recharge potential (Eagleson, 2002; Molina-Navarro et al.,
2016).
In the eastern highlands of the Sierra de Juárez, several favorable factors converge: high winter
precipitation (Figure 4E), cooler temperatures, low PET (Figure 4D), and dense chaparral and oak-pine
forest cover (Figure 4B). These combined conditions reduce evaporative demand, enhance moisture
retention, and prolong the period during which infiltration can occur. The fractured bedrock typical of
these areas further enhances vertical percolation, facilitating recharge processes consistent with those
observed in the mountains of Mediterranean regions in Spain, California, and Chile (Houze, 2012;
Valdés-Ábellan et al., 2020). This region clearly functions as the main recharge engine of the basin.
Mid-slope terrains serve as transitional ecohydrological zones where infiltration, runoff redistribution,
and soil-vegetation interactions occur. Slopes with a gradient of 7 to 20 percent are characterized by
dense chaparral vegetation that intercepts runoff and promotes partial infiltration. However, the
hydrological behavior of these slopes is highly sensitive to land disturbance. Vineyard expansion, road
construction, soil compaction, and vegetation clearing can rapidly shift these terrains from partially
infiltrating to runoff-dominated conditions. These threshold responses have been extensively
documented in semiarid Mediterranean catchments under anthropogenic influence, where minor
pág. 13958
disturbances can significantly alter infiltration pathways and water storage dynamics (Gnann et al.,
2022).
The western and central alluvial plains have the lowest CWB values due to high PET, high temperatures,
and shallow winter precipitation. Despite containing coarse, highly permeable sediments that are
conducive to infiltration, the geologically recent valley floors of these areas experience rapid soil
evaporation following winter storms due to the lowlands' strong evaporative demand. This limits the
effectiveness of infiltration and reduces the proportion of winter rainfall that contributes to groundwater
replenishment. Similar dynamics have been observed in Mediterranean lowland basins, where high
permeability does not result in high recharge under warm, dry climatic conditions (Valdés-Ábellan et
al., 2020).
Analysis of the data reveals that the Guadalupe Basin is organized into three hydrological subsystems.
First, the recharge-dominant highlands have low PET and high winter precipitation. Second, the
transition-dominant mid-slopes control lateral redistribution. Third are the storage-limited lowlands,
where PET-driven dedication restricts recharge. This tripartite organization is characteristic of
Mediterranean climate regions worldwide. It provides a scientific basis for identifying priority zones
for conservation, recharge, protection, and climate-resilient management (IPCC, 2021).
Comparative Discussion: Hydrological Dynamics of the Guadalupe Basin in an International
Mediterranean Context
When examined within an international Mediterranean framework, the Guadalupe Basin's hydrological
behaviour reveals a high level of consistency with well-documented patterns in semiarid, mountain-fed
basins across California, central Chile, southern Spain, Israel, and Turkey. One of the strongest parallels
that can be drawn is the dominance of winter precipitation, which typically accounts for over 80% of
annual rainfall and coincides with the lowest potential evapotranspiration (PET). This seasonal
synchrony is imperative for the effective replenishment of groundwater reserves, a phenomenon that
has been observed across all Mediterranean regions. This phenomenon is especially pronounced in the
Guadalupe Basin, where the frequency and intensity of winter storms have a direct impact on the annual
potential for recharge (Houze, 2012; Eagleson, 2002). It is evident that a reduction in, delay to, or
weakening of winter rainfall has a substantial impact on infiltration and recharge efficiency.
pág. 13959
This phenomenon has been observed in a variety of geographical locations, including California's
coastal basins, Chile's Andean foothills, and Spain's interior catchments (Molina-Navarro et al., 2016).
The geomorphological structure of the Guadalupe Basin is analogous to that of Mediterranean basins
on a global scale. These basins exhibit a distinctive three-part hydrological organisation (Jones et al.,
2022). The organisation of this system is characterised by steep, high-elevation runoff production and
recharge zones, transitional mid-slopes that control lateral redistribution, and low-relief alluvial plains
that serve as sediment accumulation and extraction areas (Jones et al., 2022). In the Guadalupe Basin,
the majority of winter recharge is attributable to the Sierra de Juárez. Concurrently, the chaparral-
covered midlands regulate slope hydrodynamics, and the western alluvial plains exhibit high PET and
reduced infiltration. These patterns bear a strong resemblance to those previously observed in the
Segura Basin (Spain), the Maipo Basin (Chile), and the Santa Ana River watershed (California) (Gnann
et al., 2022; Valdés-Ábellan et al., 2020).
The interaction between vegetation and hydrology further aligns the basin with global Mediterranean
behaviour. Chaparral ecosystems in Baja California are distinguished by pronounced summer
evapotranspiration, profound root systems, and heightened vulnerability to fire. These characteristics
are shared with chaparral in California and matorral in Chile. This vegetation type is characterised by
significant fluctuations in soil moisture levels between the winter and summer periods, resulting in
distinct transitions in the ecosystem's hydrological balance. Concurrently, oak-pine forests flourish at
higher altitudes and demonstrate hydrological functions analogous to those observed in Mediterranean
mountain forests in Europe and South America. As demonstrated in the relevant literature, these forests
have been observed to reduce temperatures, decrease PET, stabilise soils and enhance infiltration (see
Guo et al., 2017; Houze, 2012).
The phenomenon of climate change has been demonstrated to engender additional parallels. The
contemporary Mediterranean climate is characterised by increased temperatures, intensified heat waves,
and potential reductions in winter precipitation. These climatic shifts are likely to shorten recharge
windows and increase evaporative demand (IPCC, 2021). These alterations directly impact the
Guadalupe Basin, where warming trends are expected to exacerbate soil moisture deficits in the
lowlands and increase hydrological dependence on high-elevation recharge zones.
pág. 13960
This structural vulnerability bears a striking resemblance to those previously documented in the Segura
Basin in Spain, the central valleys of Chile, and the inland watersheds of California.
It is evident that numerous Mediterranean regions have devised adaptive water management strategies
that have the potential to inform decision-making processes in the Guadalupe Basin. These strategies
include the protection of mountain recharge zones, the restoration of mid-slope vegetation, the reduction
of soil compaction in lowland agricultural areas, the implementation of managed aquifer recharge
(MAR) systems, and the incorporation of climate forecasts into water allocation planning (Scanlon et
al., 2016; Dillon et al., 2020).
The hydroclimatic configuration of the Guadalupe Basin supports these interventions and underscores
the necessity of an ecohydrologically informed governance approach.
Limitations & Uncertainty
Notwithstanding the integrative framework applied in this study, several methodological and data-
related limitations introduce uncertainty in the estimation of precipitation, evapotranspiration, and
groundwater recharge in the Guadalupe Basin. It is imperative to acknowledge these limitations to
establish a comprehensive contextual framework for interpreting the results and informing future
research directions. Firstly, the sparse distribution of long-term meteorological stations in the region
necessitated the use of gridded climatological products, such as Legates and Willmott's (1990) gauge-
corrected precipitation dataset and WorldClim 2.0 climatology. While these datasets have been
extensively utilised in the field of hydrological research, it has been observed that they possess the
capacity to attenuate extreme events and underestimate spatial variability within mountainous terrain.
This phenomenon is particularly pronounced in the Sierra de Juárez, where marked altitudinal variations
give rise to substantial microclimatic contrasts that are not adequately captured by coarsely interpolated
surfaces.
Secondly, the Thornthwaite-Mather water balance model estimates potential evapotranspiration (PET)
and relies heavily on air temperature as a proxy for available energy. It is evident that this empirical
formulation does not explicitly incorporate aerodynamic variables, such as wind speed, vapor pressure
deficit, or net radiation. As Lascano and Van Bavel (2007) have previously observed, these
simplifications may introduce biases in PET estimation when compared to physically based models,
pág. 13961
such as the Penman-Monteith model. Additionally, the parameters that govern the transition between
actual evapotranspiration and recharge (i.e., soil storage parameters) introduce uncertainty because they
are derived from generalized soil descriptions rather than site-specific hydraulic measurements.
In Mediterranean semiarid environments of northwestern Mexico, reference evapotranspiration
calculated using the FAO Penman–Monteith method commonly ranges between 7.5 and 9 mm day⁻¹
during summer months in the Valle de Guadalupe and adjacent viticultural valleys (Macías-Carranza et
al., 2021). Numerous comparative studies have demonstrated that temperature-based approaches such
as Thornthwaite tend to underestimate potential evapotranspiration relative to the physically based FAO
PenmanMonteith formulation, particularly under conditions of high radiation and low atmospheric
humidity typical of semiarid climates (Allen et al., 1998; Droogers, 2002; Xu, 2002). Although the
Thornthwaite method remains suitable for data-scarce basins and for spatially comparative analysis,
these documented differences suggest that absolute PET values derived in this study should be
interpreted as conservative estimates, while the spatial patterns and hydroclimatic gradients remain
robust.
Thirdly, the use of inverse distance weighting (IDW) to interpolate climatic and topographic variables
has been demonstrated to result in the creation of spatial artefacts, a phenomenon that is especially
prevalent in areas characterised by steep relief transitions or sparse data. Despite its computational
efficiency and widespread use, IDW assumes isotropic spatial continuity, neglecting terrain barriers and
preferential climatic gradients (Wang & Liu, 2006). Fourthly, the study lacked direct groundwater
abstraction data, pumping records, isotopic tracers, and geophysical estimates of infiltration. This
limitation resulted in a restricted validation of recharge estimates. Consequently, the water balance
indicates climatic recharge potential rather than actual recharge under prevailing extraction pressures.
It is conceivable that extraction pressures are considerably lower in overexploited systems, as evidenced
in analogous semiarid aquifers (Daesslé et al., 2020).
Finally, it is imperative to acknowledge the uncertainties arising from rapid land use changes, including
vegetation degradation, soil compaction, and urban expansion, which must be given due consideration.
These factors modify the partitioning of runoff and infiltration. It is evident that static land-cover
datasets are incapable of fully capturing the evolving dynamics under consideration. Consequently,
pág. 13962
these datasets may have a substantial impact on recharge estimation. In spite of the aforementioned
uncertainties, the integrated hydrological-climatic approach developed here provides a reliable initial
diagnosis of water availability and stress in the Guadalupe Basin. It is recommended that future research
incorporate expanded climate monitoring networks, tracer-based recharge validation, soil hydraulic
characterisation, and coupled surface-groundwater models. These additions would serve to reduce
uncertainty and strengthen predictive capability.
A qualitative sensitivity analysis was performed to evaluate the influence of key parameters on model
outputs. Variations of ±10% in temperature and precipitation resulted in proportional changes in PET
and water balance estimates. These results are consistent with sensitivities reported in other semiarid
basins (Guo et al., 2017). The findings indicated that soil storage capacity exerted the most significant
influence on recharge estimates. This result underscores the necessity for enhanced precision in
subsequent field measurements of this parameter. Despite its simplifications, this sensitivity assessment
provides insight into the relative contributions of climatic and edaphic uncertainties to overall recharge
estimation.
Implications for Sustainable Water Management
The hydroclimatic structure identified in the Guadalupe Basin provides critical scientific insight into
the spatial controls governing groundwater recharge and highlights key priorities for sustainable water
resources management in semiarid Mediterranean environments. The strong dependence of recharge on
the high-elevation sectors of the Sierra de Juárez underscores the strategic importance of mountain
recharge areas as fundamental components of regional water security. These upland zones exhibit
favorable hydroclimatic conditions, including lower potential evapotranspiration, higher winter
precipitation, and enhanced soil moisture retention. Collectively, these conditions promote deep
percolation and aquifer replenishment. As demonstrated in extant literature, recharge in mountainous
regions has been shown to exhibit a high degree of similarity in Mediterranean basins worldwide. In
these basins, highland recharge is identified as the primary source of groundwater renewal (Scanlon et
al., 2002; Viviroli et al., 2020; Valdes-Abellan et al., 2020).
The identification of recharge-dominant highlands and storage-limited lowlands has important
implications for land-use planning and aquifer sustainability.
pág. 13963
Anthropogenic disturbances, such as the removal of vegetation, soil compaction associated with
agriculture, vineyard expansion, and infrastructure development, have the potential to significantly
reduce infiltration capacity and alter natural recharge processes. These impacts have been previously
documented in the Guadalupe Valley aquifer, where intensive land use and groundwater extraction have
contributed to declining water levels and increased aquifer vulnerability (Daesslé et al., 2006; Salgado
Tránsito et al., 2012; Díaz-Gutiérrez et al., 2024). The preservation of vegetation cover, particularly
oakpine forests and chaparral ecosystems, plays a critical role in maintaining soil structure, regulating
evapotranspiration, and enhancing recharge efficiency. Consequently, the restoration and conservation
of vegetation have been identified as pivotal management strategies to enhance hydrological resilience
in semiarid watersheds (Guo et al., 2017; Scanlon et al., 2016).
Furthermore, the results underscore the structural limitations of lowland aquifer zones, where high
evaporative demand and persistent climatic water deficits constrain natural recharge despite the
presence of permeable sediments. This finding suggests that groundwater extraction in these areas may
exceed long-term recharge capacity under current and projected climatic conditions. A plethora of
studies have documented analogous imbalances between recharge and extraction in multiple semiarid
aquifers across the globe. These imbalances have been identified as a predominant catalyst for
groundwater depletion and long-term water insecurity (Wada et al., 2012; IPCC, 2021).
These findings underscore the imperative for adopting integrated water management approaches that
explicitly incorporate spatial recharge dynamics into decision-making processes. Strategies such as the
protection of recharge zones, regulation of groundwater abstraction, restoration of degraded landscapes,
and implementation of managed aquifer recharge systems have been successfully applied in
Mediterranean-climate regions to enhance groundwater sustainability and mitigate water stress
(Scanlon et al., 2016; Dillon et al., 2020). The spatial framework developed in this study provides a
scientifically robust basis for identifying priority conservation areas, optimizing land-use planning, and
supporting climate-resilient water management strategies in the Guadalupe Basin.
The integration of hydroclimatic, geomorphological, and ecological information presented here
contributes to a more comprehensive understanding of groundwater vulnerability and reinforces the
pág. 13964
importance of science-based water management to ensure long-term sustainability under conditions of
increasing climatic variability and water demand (Abbaspour et al., 2015; Viviroli et al., 2020).
CONCLUSIONS
The integrated hydroclimatic, geomorphological, and ecohydrological assessment of the Guadalupe
Basin reveals a strongly differentiated watershed that exhibits the defining characteristics of
Mediterranean semiarid systems. The integrated analysis of slope gradients, vegetation cover, climatic
water balance, potential evapotranspiration (PET), and winter-dominated precipitation reveals that
groundwater recharge, runoff generation, and soil moisture dynamics exhibit spatial structuring and are
governed by elevation-driven hydrothermal gradients. The basin functions as a tripartite hydrological
system, comprising recharge-dominant highlands, mid-slope transition zones that regulate lateral
redistribution, and lowland sectors characterized by storage limitations and persistent hydroclimatic
stress. This functional organization is consistent with Mediterranean basins worldwide, where elevation,
seasonality, and evaporative demand govern hydrological behavior (Eagleson, 2002; Molina-Navarro
et al., 2016; Valdes-Abellan et al., 2020).
The eastern high-elevation sectors of the Sierra de Juárez function as the primary recharge corridors of
the basin. These regions are distinguished by elevated winter precipitation, diminished PET, temperate
temperatures, and dense oakpine and chaparral vegetation. These conditions contribute to the
prolongation of soil moisture availability and promote deep percolation. The presence of fractured
crystalline bedrock further enhances vertical infiltration, thereby supporting mountain-block recharge
processes analogous to those documented in Mediterranean mountain systems of California, Chile, and
southern Spain (Houze, 2012; Scanlon et al., 2002; Daesslé et al., 2020). Conversely, the western and
central lowlands experience elevated PET, higher temperatures, and reduced precipitation, resulting in
persistent negative climatic water balance values. This condition increases long-term aquifer
vulnerability under projected warming trends. (IPCC, 2021; Valdes-Abellan et al., 2020).
Vegetation emerges as a pivotal ecohydrological regulator across the basin. Forested and chaparral-
covered uplands have been shown to enhance soil structure, moisture retention, and infiltration
efficiency during the winter recharge period. Conversely, agricultural lands, vineyards, compacted soils,
and disturbed surfaces in lowland areas exhibit reduced infiltration capacity and accelerated runoff
pág. 13965
generation. These contrasts underscore the imperative of preserving and reviving native vegetation to
ensure hydrological connectivity and mitigate the repercussions of rising PET under climate change
(Guo et al., 2017; Gnann et al., 2022; Salgado Tránsito et al., 2012).
From a water management perspective, the results indicate that long-term groundwater sustainability in
the Guadalupe Basin cannot be achieved through interventions focused solely on valley floors or
extraction zones. An effective management approach must explicitly acknowledge the structural
dependence of the aquifer system on recharge areas located at higher elevations. The preservation of
mountain recharge corridors, the maintenance of vegetation cover on slopes, and the limitation of land-
use changes that disrupt infiltration pathways are therefore essential requirements for basin-scale
hydrological resilience. Decisions pertaining to agricultural expansion, urban development, road
construction, and vegetation clearing directly influence recharge efficiency and aquifer vulnerability in
semiarid Mediterranean environments (Scanlon et al., 2016; Dillon et al., 2020).
These findings underscore the pressing need to incorporate recharge zone protection and hydroclimatic
spatial variability into regional water management strategies. It is imperative to acknowledge the
paramount importance of preserving high-elevation recharge areas within the Sierra de Juárez, as this
is instrumental in ensuring the long-term sustainability of aquifers. Consequently, land-use regulation
in mid-slope and valley sectors is imperative to avert further reductions in infiltration capacity caused
by vegetation removal, soil compaction, and agricultural intensification. A review of comparable semi-
arid Mediterranean regions indicates that groundwater sustainability is contingent upon the protection
of recharge areas, the restoration of degraded landscapes, and the implementation of adaptive
management strategies such as managed aquifer recharge and vegetation conservation (Scanlon et al.,
2016; Dillon et al., 2020; Viviroli et al., 2020). The incorporation of hydroclimatic controls into land-
use planning and groundwater governance is imperative to enhance water security and climate resilience
in the Guadalupe Basin.
A comparison of the Guadalupe Basin with other regions confirms that it shares the fundamental
attributes of Mediterranean-climate watersheds. These include strong seasonality, winter-dependent
recharge, hydrothermal asymmetry, and heightened sensitivity to warming trends (Eagleson, 2002;
Houze, 2012; IPCC, 2021).
pág. 13966
Comparable regions have implemented adaptive strategies, including managed aquifer recharge,
reforestation of critical slopes, reduction of soil compaction in agricultural areas, and protection of
riparian corridors. These strategies have been identified as viable pathways for enhancing recharge and
mitigating long-term water stress (Scanlon et al., 2016; Dillon et al., 2020).
Methodologically, this study demonstrates that integrating climatic water-balance modeling with
geomorphological, ecological, and spatial analyses provides a robust and transferable framework for
identifying relative recharge patterns in data-scarce semiarid regions. Although the Thornthwaite
Mather approach does not quantify absolute recharge volumes, its integration with terrain, vegetation,
and hydroclimatic gradients provides a scientifically sound foundation for strategic planning. The
Guadalupe Basin offers a paradigmatic example of the hydrological challenges confronted by
Mediterranean semiarid environments, thereby providing transferable insights for climate-resilient
water management and sustainable territorial planning.
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