Kamini Singha’s research while affiliated with Colorado School of Mines and other places

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Publications (218)


Groundwater—The Dynamic Base of the CZ
  • Chapter

November 2024

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91 Reads

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Andrea E. Brookfield

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Kamini Singha

Chapter 5, by Sullivan et al, discusses the complexities of the interplay of groundwater and Critical Zone dynamics. Water—and especially groundwater—is one of the “pillars” of Critical Zone functioning. Groundwater, both in the saturated and unsaturated layers, controls the dynamics of many terrestrial ecosystems and it is crucial to humans as a primary source of freshwater. Here they explore how the structure of the CZ interacts with groundwater to regulate recharge, evapotranspiration, groundwater-surface water interactions, groundwater flow paths (even km deep), chemical weathering, interbasin groundwater flow, and finally coastal and submarine groundwater discharge dynamics. Altogether they provide a holistic understanding of how CZ processes and structure help to regulate one of Earth's most vital resources.


Experiment setup: (a) The eight plots of the Pfynwald long‐term experimental research site along with the separation in control, irrigation and irrigation‐stop treatments. For this study, we focused on Plots 5 and 6, shown in (b) along with the soil sensors/profiles and resistivity transects. In (b) the location of Tef Pinus Sylvestris L. (Scots Pines) is shown.
Photographs taken from the Pfynwald forest: (a) Outcrop near the long‐term irrigation experiment at Pfynwald, showing the scale of above‐ (Pinus sylvestris L.) and belowground biomass compared with debris‐flow deposits. (b) A soil profile dug in the irrigation treatment reveals the debris‐flow deposits buried under < 0.5 m of humus layer and large boulders in the soil. (c) A view of soil sensor SM‐30, located near the electrical resistivity transect running from North to South as seen in Fig. 1(b).
Soil water potential in kPa (as the mean of two sensors) was measured for the three different treatments (red = control, blue = irrigated and green = irrigation stop) at 10 cm and 80 cm belowground. The rainfall from a nearby meteorological station (Sion) is plotted in the top row. The uncertainty in these measurements is indicated as shaded areas surrounding the lines. Grey dashed lines indicate the two field campaigns in mid‐May and late‐July. Irrigation started in the same week as the first experiment (see Supporting Information Table S1).
Comparison of electrical resistivity tomography results for North–South (NS; a, b) and East–West (EW; c, d) transects measured in May (left column) and July (right column) respectively. The intersection between the two transects is indicated with a dashed vertical line. The extent of each treatment is indicated on the top of each panel. Tomograms are made transparent in areas of low sensitivity.
Relative changes in resistivity between May and July 2022 for the North–South (a) and East–West transects (b). The intersection between the two transects is indicated with a dashed vertical line. The extent of each treatment is indicated on the top of each panel. Tomograms are made transparent in areas of low sensitivity.

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Does optimality partitioning theory fail for belowground traits? Insights from geophysical imaging of a drought‐release experiment in a Scots Pine forest
  • Article
  • Full-text available

November 2024

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205 Reads

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1 Citation

We investigate the impact of a 20‐yr irrigation on root water uptake (RWU) and drought stress release in a naturally dry Scots pine forest. We use a combination of electrical resistivity tomography to image RWU, drone flights to image the crown stress and sensors to monitor soil water content. Our findings suggest that increased water availability enhances root growth and resource use efficiency, potentially increasing trees' resistance to future drought conditions by enabling water uptake from deeper soil layers. This research highlights the significant role of ecological memory and legacy effects in determining tree responses to environmental changes.

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Woody Encroachment Modifies Subsurface Structure and Hydrological Function

November 2024

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71 Reads

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1 Citation

Ecohydrology

Woody encroachment—the expansion of woody shrubs into grasslands—is a widely documented phenomenon with global significance for the water cycle. However, its effects on watershed hydrology, including streamflow and groundwater recharge, remain poorly understood. A key challenge is the limited understanding of how changes to root abundance, size and distribution across soil depths influence infiltration and preferential flow. We hypothesised that woody shrubs would increase and deepen coarse‐root abundance and effective soil porosity, thus promoting deeper soil water infiltration and increasing soil water flow velocities. To test this hypothesis, we conducted a study at the Konza Prairie Biological Station in Kansas, where roughleaf dogwood ( Cornus drummondii ) is the predominant woody shrub encroaching into native tallgrass prairie. We quantified the distribution of coarse and fine roots and leveraged soil moisture time series and electrical resistivity imaging to analyse soil water flow beneath shrubs and grasses. We observed a greater fraction of coarse roots beneath shrubs compared to grasses, which was concurrent with greater saturated hydraulic conductivity and effective porosity. Half‐hourly rainfall and soil moisture data show that the average soil water flow through macropores was 135% greater beneath shrubs than grasses at the deepest B horizon, consistent with greater saturated hydraulic conductivity. Soil‐moisture time series and electrical resistivity imaging also indicated that large rainfall events and greater antecedent wetness promoted more flow in the deeper layers beneath shrubs than beneath grasses. These findings suggest that woody encroachment alters soil hydrologic processes with cascading consequences for ecohydrological processes, including increased vertical connectivity and potential groundwater recharge.


Figure 5: (a) Boxplot of 200 GAP trials ordered by lowest (left) to highest (right) aridity, where mean 377 annual discharge generally decreased with aridity in humid sites but increased with aridity in arid 378 sites. Based on the (b) Budyko plot, higher-elevation sites have more arid climates. Most sites fall 379 along a Budyko curve. Runoff ratios (blue values), plotted from lowest (left) to highest (right), (Q/P) 380 in (c) arid and (d) humid sites were often larger in catchments with steeper slopes (brown values), 381 though not all catchments fall within this trend. 382 Annual flowpath partitioning in most catchments showed monomodal distributions for the 383 200 GAP calibration trials (Figure 6a), meaning calibration trials often resulted in consistent values 384 for f(QSF), f(QSZ), and f(QDZ). Kings River B201, La Jara Post-Fire, and Albion, however, showed large 385 spreads of f(QSZ) and f(QDZ). While surface flow, f(QSF), consistently made up the smallest fraction of 386 annual streamflow in all catchments, deep zone contributions, f(QDZ), were more often the dominant 387 component in flatter catchments with lower runoff ratios. Conversely, shallow zone contributions, 388 f(QSZ), were more often the dominant component in steeper catchments with higher runoff ratios 389 and discharge. 390 While trends are visible, neither shallow nor deep zone contributions, f(QSZ) and f(QDZ), 391 showed significant correlations with slope. They did, however, show significant correlations with 392 runoff ratios and Q (Figure 6b,c). Specifically, f(QDZ) was negatively correlated with f(QSZ), Q 393
Figure 6: (a) Flow-path partitioning distributions of 200 GAP calibration trials of each catchment 399 ordered from flattest (top) to steepest (bottom) mean slope are mostly monomodal with respect to 400 each flowpath. In general, flatter catchments tended to have more deep flow (f(QDZ)). While slope did 401 not show a significant correlation with f(QDZ), f(QDZ) was significantly correlated with the water 402 balance related variables (b) Runoff Ratio (RR; Spearman's rho = -0.52; p-value = 0.03) and (c) Q 403 [mm/yr] (Spearman's rho = -0.61; p-value = 0.01) which are determined, in part, by slope. 404 In-phase seasonality and lower f(QDZ)) are associated with more sensitive 405 storage-discharge relationships (high b-values) 406 Subsurface dynamic storage (Stot) was highest in Copper Creek, while Stot in Sleepers River was the 407 lowest. Maximum storage was observed in catchments with less sandy soils (Spearman's rho = -0.55, 408 p = 0.03) and higher PET (Spearman's rho = 0.70, p < 0.01; SI Figure S5). 409 A simple power-law storage-discharge relationship (Q = aStot b ; Figure 7a) was used to 410 describe how Q responded to changes in Stot. High b-values indicate that discharge is highly sensitive 411 to changes in dynamic storage. Calculated b-values ranged from 1.2 in Kings River B201 to a peak of 412 7.4 in Como Creek, increasing with elevation. Though b-values were strongly related to many 413 variables (SI Figures S7), f(QDZ) (Figure 7b) and seasonality (Figure 7c) were identified as the most 414 influential (Figure 7d). More sensitive storage-discharge relationships (higher b-values) occurred in 415 catchments with lower f(QDZ) (Spearman's rho = -0.53, p-value = 0.04) and more in-phase seasonality 416 (Spearman's rho = 0.67, p-value < 0.01), or where water input (infiltration) and demand (PET) occur 417 simultaneously, which was common for high-elevation catchments. Mean catchment elevation and 418
Figure 7: (a) Storage-discharge relationship (Q = aStot b ), with the b-value indicating discharge (Q) 425 sensitivity to changes in dynamic storage (Stot). The inset highlights the four driest catchments: La 426 Jara (LJ) Pre-Fire, Konza N04D, Konza N01B, and Boulder Creek. Higher b-values correlate with (b) 427 lower f(QDZ) (Spearman's rho = -0.53, p-value = 0.04) and (c) greater in-phase seasonality 428 (Spearman's rho = 0.67, p-value < 0.01), typical of snow-dominated climates. (d) General linear 429 models show that seasonality alone (dark grey) predicts b-values better than f(QDZ) (light-grey), with 430 the best fit using both factors (light green). 431
Figure 8: The Richards-Baker Flashiness Index (RBI) was used to quantify streamflow flashiness. RBI 449 values were lower in catchments with (a) higher P as snow and (b) coarser soil textures with less silt 450 (Spearman's rho = 0.76, p-value < 0.01). (c) Comparing linear and mixed-effects models showed RBI is 451 best explained (highest r and AIC) when soil texture is treated as a fixed effect within the context of 452 rain-dominated and snow/snow-transition (random effect) catchments. 453
Controls From Above or Below? The Influence of Entangled Climate and Land Characteristics on Hydrological Dynamics in Headwater Catchments

October 2024

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467 Reads

Although the importance of dynamic water storage and flowpath partitioning on discharge behavior has been well recognized within the critical zone community, there is still little consensus surrounding the question, “ How do climate factors from above and land characteristics from below dictate dynamic storage, flowpath partitioning, and ultimately regulate hydrological dynamics ?” Answers to this question have been hindered by limited and inconsistent spatio-temporal data and arduous-to-measure subsurface data. Here we aim to answer this question above by using a semi-distributed hydrological model (HBV model) to simulate and understand the dynamics of water storage, groundwater flowpaths, and discharge in 15 headwater catchments across the contiguous United States. Results show that topography, precipitation falling as snow, and catchment soil texture all influence catchment dynamic storage, storage-discharge sensitivity, flowpath partitioning, and discharge flashiness. Flat, rain-dominated sites (< 30% precipitation as snow) with finer soils exhibited flashier discharge regimes than catchments with coarse soils and/or significant snowfall (>30% precipitation as snow). Rain-dominated sites with clay soils (indicative of chemical weathering) showed lower dynamic storage and discharge that was more sensitive to changes in dynamic storage than rainy sites with coarse soils. Steep, snowy sites with coarse soils (more mechanical weathering) had lowest dynamic storage and deep groundwater fed discharge that was less sensitive to changes in dynamic storage than fine-soil snowy or rainy catchments. These results highlight aridity and precipitation (snow versus rain) as the dominant climate controls from above and topography and soil texture as the dominant land controls from below. The study challenges the traditional view that climate controls water balance while subsurface structure dictates subsurface flow path. Rather, it shows that climate and land characteristics jointly regulate water balance, groundwater flowpath partitioning, and discharge responses. These findings have important implication for the projection of the future of water resources, especially as climate change and human activities continue to intensify.


Groundwater-Surface water interactions research: Past trends and future directions

September 2024

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483 Reads

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2 Citations

Journal of Hydrology

Interactions between groundwater and surface water sustain groundwater-dependent ecosystems and regulate river temperature and biogeochemical cycles, amongst many other processes. These interactions occur in freshwater environments including rivers, springs, lakes, and wetlands, and in coastal environments via tidal pumping, submarine groundwater discharge, and seawater intrusion. Here, we explore groundwater-surface water interactions research using bibliometric analyses of titles, abstracts, and keywords from 20,275 journal papers published between 1970 and 2023 extracted from Scopus. Analyses show that research into groundwater-surface water interactions is highly multi-disciplinary, with growing contributions from the social and biological sciences. The number of groundwater-surface water interactions papers is rapidly increasing with over 1200 papers published per year since 2020. Drawing on our data-driven approach and expert knowledge, we synthesise current research trends and identify critical future research directions. Despite the thousands of papers on groundwater-surface water interactions, important processes are still difficult to quantify or predict at meaningful spatial scales to inform water-resources management. We see benefits in future groundwater-surface water interactions research focusing on: (1) using new technologies including internet-of-things-based sensors, uncrewed vehicles, and remote-sensing approaches for data collection to inform groundwater-surface water interactions at large scales, (2) seeking approaches to upscale site-specific findings to better inform management, and (3) continuing the movement towards multi-disciplinary investigations to better inform the understanding of groundwater-surface water interactions and processes that will enable better management outcomes.



FIGURE 2
FIGURE 5 Transformation timescale vs. transient storage time scale compared across the agricultural and forested sites. Da is the Damköhler number, which can be calculated as a ratio of the transient storage timescale to the transformation timescale and serves as an indicator for reaction-vs. transport-limited conditions.
Site discharge, nutrient injectate ratios, and resazurin (Raz) masses added in each injection completed in the forested and agricultural reaches.
Differences in aquatic respiration in two contrasting streams: forested vs. agricultural metabolism

August 2024

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132 Reads

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1 Citation

Frontiers in Water

Land cover changes alter hydrologic (e.g., infiltration-runoff), biochemical (e.g., nutrient loads), and ecological processes (e.g., stream metabolism). We quantified differences in aquatic ecosystem respiration in two contrasting stream reaches from a forested watershed in Colorado (1st-order reach) and an agricultural watershed in Iowa (3rd-order reach). We conducted two rounds of experiments in each of these reaches, featuring four sets of continuous injections of Cl − as a conservative tracer, resazurin as a proxy for aerobic respiration, and one of the following nutrient treatments: (a) N, (b) N + C, (c) N + P, and (d) C + N + P. With those methods providing consistent information about solute transport, stream respiration, and nutrient processing at the same spatiotemporal scales, we sought to address: (1) Are respiration rates correlated with conservative transport metrics in forested or agricultural streams? and (2) Can short-term modifications of stoichiometric conditions (C:N:P ratios) override respiration patterns, or do long-term physicochemical conditions control those patterns? We found greater respiration in the reach located in the forested watershed but no correlations between respiration, discharge, and advective or transient storage timescales. All the experiments conducted in the agricultural stream featured a reaction-limited transformation of resazurin, suggesting the existence of nutrient or carbon limitations on respiration that our short-term nutrient treatments did not remove. In contrast, the forested stream was characterized by nearly balanced transformation and transient storage timescales. We also found that our short-lived nutrient treatments had minimal influence on the significantly different respiration patterns observed between reaches, which are most likely driven by the longer-term and highly contrasting ambient nutrient concentrations at each site. Our experimental results agree with large-scale analyses suggesting greater microbial respiration in headwater streams in the U.S. Western Mountains region than in second-to-third-order streams in the U.S. Temperate Plains region.


Hyporheic Reaction Potential: A Framework for Predicting Reach Scale Solute Fate and Transport

May 2024

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13 Reads

Environmental Science & Technology Letters

We develop a new framework, hyporheic reaction potential (HRP), to predict the influence of oxidation-reduction reactions on metal fate and transport in streams using data from tracer studies and geochemical sampling. HRP, with energy flux units [KJ m–2 s–1], is a metric calculated from both the physical and chemical properties of the hyporheic zone. We apply the HRP framework for iron reactions, using existing geochemical and geophysical data from two metal-impacted alpine streams at high and low flow. In these two systems, HRP delineates contrasting controls on iron fate and transport with biogeochemical controls in Mineral Creek and physical controls in Cement Creek. In both systems, HRP scales with discharge and hyporheic-zone extent as flows change seasonally, which demonstrates the ability of HRP to capture physical aspects of chemical reactions in the hyporheic zone. This paper provides a foundation on which HRP can be expanded to other solutes where chemical gradients in the hyporheic zone control reaction networks, making it broadly applicable to redox cycling in stream systems. This framework is useful in quantifying the role of the hyporheic zone in sourcing and storing metal(loid)s under varying hydrologic conditions with implications for water quality, mine remediation, and regional watershed management.


Geophysics as a hypothesis-testing tool for critical zone hydrogeology

May 2024

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138 Reads

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3 Citations

Wiley Interdisciplinary Reviews Water

Geophysical methods have long been used in earth and environmental science for the characterization of subsurface properties. While imaging the subsurface opens the “black box” of subsurface heterogeneity, we argue here that these tools can be used in a more powerful way than characterization, which is to develop and test hypotheses. Critical zone science has opened new questions and hypotheses in the hydrologic sciences holistically around controls on water fluxes between surface, biological, and underground compartments. While groundwater flows can be monitored in boreholes, water fluxes from the atmosphere to the aquifer through the soil and the root system are more complex to study than boreholes can inform upon. Here, we focus on the successful application of various geophysical tools to explore hypotheses in critical zone hydrogeology and highlight areas where future contributions could be made. Specifically, we look at questions around subsurface structural controls on flow, the dimensionality and partitioning of those flows in the subsurface, plant water uptake, and how geophysics may be used to constrain reactive transport. We also outline areas of future research that may push the boundaries of how geophysical methods are used to quantify critical zone complexity. This article is categorized under: Water and Life > Nature of Freshwater Ecosystems Science of Water > Hydrological Processes Water and Life > Methods



Citations (64)


... As awareness of the importance of groundwater process-based representation grows, along with the rapid development of groundwater models with a variety of complexity, there is a growing interest in incorporating the groundwater representations into hydrological or land surface models (Gleeson et al., 2021;De Graaf et al., 2017;Maxwell et al., 2015;Irvine et al., 2024;Ntona et al., 2022). When designing coupled models, balancing model complexity with computational efficiency is crucial Barthel and Banzhaf, 2016;Henriksen et al., 2003). ...

Reference:

DECIPHeR-GW v1: A coupled hydrological model with improved representation of surface-groundwater interactions
Groundwater-Surface water interactions research: Past trends and future directions

Journal of Hydrology

... To date, the composition and abundance of DOM have been characterised mainly through regional eld studies (Battin et al., 2008) and tracer experiments in representative reaches (Dorley et al., 2024). While those studies have revealed complex heterogeneities and dynamics of OM processing at local to reach scales, generalising ndings within and across river networks remains elusive due to the lack of replicability in the use of consistent quantitative methods across biogeographical gradients and sites with contrasting catchment characteristics, watershed areas, elevations, and latitudes. ...

Differences in aquatic respiration in two contrasting streams: forested vs. agricultural metabolism

Frontiers in Water

... These methodologies facilitate the detection of fluid dynamics and the intricate biogeochemical processes the subsurface, thereby facilitating the acquisition of continuous, three-dimensional information regarding subsurface spaces (Shao et al. 2021). Furthermore, they provide us with the capability to meticulously characterize hydrogeological heterogeneity and accurately identify geological structures that govern groundwater flow patterns and pollutant migration pathways, thereby advancing our understanding of the subsurface environment in a scientifically rigorous manner (Shao et al. 2022;Dumont and Singha 2024). To a certain extent, these techniques can compensate for the limited resolution and coverage associated with boreholes and monitoring wells. ...

Geophysics as a hypothesis-testing tool for critical zone hydrogeology
  • Citing Article
  • May 2024

Wiley Interdisciplinary Reviews Water

... Their computational complexity also acts as a barrier to users without computational expertise. There is a pressing need for flexible and parsimonious modeling tools that are accessible to users from diverse backgrounds without extensive computational training (Perdrial et al., 2023;Singha et al., 2024). ...

Expanding the Spatial Reach and Human Impacts of Critical Zone Science

... At present, research on the mechanism of the dry-wet cycle between soft rock and water mainly focuses on achieving relevant results at different scales. Regarding the interaction between soft rock and water, the changes in ion concentration and acid-base properties in aqueous solutions are primarily measured to determine the alterations in the mineral composition of the soft rock itself and further validate its mechanical properties (Ali and Davood, 2020;Krzysztof and Radoslaw, 2022;Sara et al., 2024;Anh et al., 2023). During dry-wet cycles, the process of electrolysis occurs between hydrogen ions and hydroxide ions within the aqueous solution. ...

Water‐rock interactions drive chemostasis
  • Citing Article
  • February 2024

Hydrological Processes

... For contaminants such as TPH and Pb, which exhibit more pronounced depth-dependent migration patterns, it is essential to consider strategies that account for their tendency to enter groundwater through diffusion, especially when diffusion factors exceed a critical threshold. For example, in perched water layers, In Situ Chemical Oxidation (ISCO) could be employed to target TPH hotspots by injecting oxidants to degrade pollutants directly in the affected zones, 65 reducing both soil and groundwater contamination. In contrast, metals like Co and Ni, whose transport is more heavily inuenced by convection, require remediation techniques that focus on controlling groundwater ow. ...

Real-time monitoring of in situ chemical oxidation (ISCO) of dissolved TCE by integrating electrical resistivity tomography and reactive transport modeling
  • Citing Article
  • March 2024

Water Research

... Li et al., 2023). Developing groundwater system inversion frameworks based on large language models is of great significance for the advancement of hydrology and earth science Foroumandi et al., 2023). 615 ...

ChatGPT in Hydrology and Earth Sciences: Opportunities, Prospects and Concerns

... To represent the impact of streams on GWLs, the distance between the monitoring wells and the streams was utilized as one of the influencing factors. The topographical influence factors of elevation and slope determine the direction and speed of surface water runoff, indirectly affecting the quantity of surface water infiltration and influencing GWLs (Rinderer et al. 2014;Erdbrügger et al. 2023;Warix et al. 2023). Additionally, slope and aspect have nonlinear, interactive, and time-dependent effects on near-surface solar radiation (Tian et al. 2001;Zou et al. 2007). ...

Local Topography and Streambed Hydraulic Conductivity Influence Riparian Groundwater Age and Groundwater‐Surface Water Connection

... Further, our findings underscore the relevant role played by DOM composition as well as microbial activity (enzymatic activities) in the processing of NO 3 . Collectively, our findings claim for a more integrated view of C and nutrient cycling in freshwater ecosystems, combining different empirical approaches, analytical tools, and a cross-disciplinary perspective (Dorley et al., 2023;Graeber et al., 2021). Nutrient cycling is one of the most impacted ecosystem properties by anthropogenic activities (Richardson et al., 2023;Rockström et al., 2009). ...

Physical and stoichiometric controls on stream respiration in a headwater stream

... Electrical conductivity (σ), or its reciprocal, resistivity, of porous media lays the foundation for various geophysical methods such as electrical resistivity tomography, electromagnetic induction, and induced polarization, which have been extensively used in fields such as applied geophysics, petroleum engineering, hydrogeophysics, forest ecology and soil science (Binley et al., 2015;Brovelli & Cassiani, 2011;Loiseau et al., 2023;Parsekian et al., 2015;Romero-Ruiz et al., 2018). Applications of these geophysical methods require the establishment of accurate petrophysical relationships that relate the electrical properties with relevant hydrological, chemical transport, and mechanical properties (Lesmes & Friedman, 2005). ...

The geophysical toolbox applied to forest ecosystems – A review

The Science of The Total Environment