Volume 29, Issue 3 pp. 676-689
SPECIAL ISSUE ARTICLE
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Testing the Use of 210Pbex to Study Sediment Connectivity in a Mediterranean Mountain Basin with Badlands

Mariano Moreno-de las Heras

Corresponding Author

Mariano Moreno-de las Heras

Institute of Environmental Assessment and Water Research (IDAEA), Spanish Research Council (CSIC), Jordi Girona 18, 08034 Barcelona, Spain

Correspondence to: M. Moreno-de las Heras, Surface Hydrology and Erosion Group, IDAEA, CSIC, Jordi Girona 18, 08034 Barcelona, Spain.

E-mail: [email protected]

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Francesc Gallart

Francesc Gallart

Institute of Environmental Assessment and Water Research (IDAEA), Spanish Research Council (CSIC), Jordi Girona 18, 08034 Barcelona, Spain

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Jérôme Latron

Jérôme Latron

Institute of Environmental Assessment and Water Research (IDAEA), Spanish Research Council (CSIC), Jordi Girona 18, 08034 Barcelona, Spain

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Núria Martínez-Carreras

Núria Martínez-Carreras

Luxembourg Institute of Science and Technology (LIST), 41, Rue du Brill, 4422 Belvaux, Luxembourg

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Laura Ferrer

Laura Ferrer

Environmental Radioactivity Laboratory (LaboRA), University of the Balearic Islands, Ctra. Valldemossa km 7.5, 07122 Palma de Mallorca, Spain

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Joan Estrany

Joan Estrany

Department of Geography, University of the Balearic Islands, Ctra. Valldemossa km 7.5, 07122 Palma de Mallorca, Spain

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First published: 20 February 2017
Citations: 9

Abstract

Basin management demands a sound understanding of sediment dynamics, particularly in Mediterranean mountain catchments with badlands, which affect water bodies and freshwater ecosystems. Connectivity has emerged as a framework for understanding how sediments move between geomorphic zones. We analyse the feasibility of excess lead-210 (210Pbex) to study sediment connectivity in a 4-km2 Mediterranean mountain basin with badlands (Vallcebre research catchments, Eastern Pyrenees) by applying mass-balance models for hypothesis generation and experimental testing. Badlands in the area are weathered by freezing during the winter and are eroded in summer by high-intensity showers. The eroded sediments may remain deposited within the streams from months to years. Application of 210Pbex balance models in our basin suggests: (i) a saw-tooth seasonal pattern of badland surface 210Pbex activities (increasing from October to May, and depleted in summer) and (ii) a downstream increase in sediment activity due to fallout lead-210 accumulation in stream-bed sediment deposits. Our experimental results (obtained during 2013 and 2014) showed low sediment 210Pbex concentrations, illustrating the fresh-rock origin of sediments, but also hampering their study due to high measurement uncertainty (especially for sediments with d50 > 20 μm) and dependence on sampling methods. Suspended sediment 210Pbex activity reproduced the simulated seasonal activity patterns for the badland surfaces. However, sediment activity decreased downstream, suggesting that flushing of fine sediments by flooding prevents fallout lead-210 accumulation on the stream bed. Overall, high sediment connectivity was revealed between the badlands, streams and outlet of the basin, as well as the fast transmission of 210Pbex by the finest sediment fraction. Copyright © 2017 John Wiley & Sons, Ltd.

Introduction

Soil erosion and fluvial sediment transport are physical processes that are recognized as significant environmental problems in many Mediterranean areas. In this region, the interaction between seasonally contrasted climate, rugged topography, variable lithology and a long history of human pressures have led to intense erosion and high sediment loads that may potentially affect the sedimentary structure of rivers, the river biota and the quality of water supplies for human uses (Wainwright & Thornes, 2004; Gallart et al., 2013; García-Ruiz et al., 2013). Recent explorations of sediment yield data collected in more than 5,000 reservoirs and 1,200 gauging stations in European river basins revealed that Mediterranean rivers transport higher amounts of sediments than rivers in other regions and suggested that reservoir siltation may be a matter of concern (Vanmaercke et al., 2011). It is well known, however, that most sediment load is generated by soil erosion hotspots in relatively small sections of the terrain (Nadal-Romero et al., 2011; López-Tarazón et al., 2012; Gallart et al., 2013; García-Ruiz et al., 2017). In Mediterranean mountain catchments, highly erodible landforms representing, in general, minor catchment fractions, such as badlands, contribute much of the total sediment transported within the regional drainage network, therefore impacting channel and floodplain dynamics as well as freshwater ecosystems (Clotet, 1984; Mano et al., 2009; Moreno-de las Heras & Gallart, 2016). Thus, analysis of sediment dynamics in Mediterranean environments is fundamental to basin management, particularly for mountain catchments with badlands.

Small to mesoscale mountain catchments provide excellent landscape settings for the study of hydrological and sediment relationships between hillslopes, where the main runoff and sediment sources are located, and streams, where sediment transfer, deposition and channel scouring takes place (Gallart et al., 2002; Nadal-Romero et al., 2008; Latron et al., 2009; López-Tarazón et al., 2012). Extensive meta-analysis of the sediment budget for Mediterranean basins with badlands ranging from approx. 1 ha to over 500 km2 indicated that sediment yield decreases with scale, owing to a reduction in the proportion of highly erosive landforms and the effect of sediment storage on geomorphological sinks, such as topographical concavities, debris fans and stream beds (Nadal-Romero et al., 2011). Sediment transfer in Mediterranean mountain basins not only varies in space, but also in time (Duvert et al., 2012). Temporal aspects are mainly related to the size and frequency of sediment transfer processes. In fact, the temporal dynamics of rainfall intensity and flood magnitude greatly affect the distribution and activity of sources, stores and sinks of sediments, which ultimately reflect the routes, travel distances and pathways of sediment transfer (Bracken & Croke, 2007; Nadal-Romero et al., 2008; Gallart et al., 2013).

Sediment budget analysis by standard sediment load monitoring programs provides little information on the mobilization, delivery and storage of sediments within the entire catchment. Thus, new approaches are required for improving the interpretation of basin sediment dynamics (Fryirs et al., 2007; Porto et al., 2013). Connectivity has recently emerged in Earth Surface and Environmental sciences, upon old questions (e.g. the sediment delivery problem; Walling, 1983), as a useful concept for understanding the movement and spatiotemporal coupling of sediments between parts of the catchment. Sediment connectivity can be described as the active transfer of sediments from a source to a sink or the catchment outlet via soil particle/sediment detachment and transport, which is affected by how the sediment moves between all geomorphic zones in the catchment (Bracken et al., 2015). Sediment connectivity varies for each (and within each) flood event in response to the highly dynamic nature of soil erosion, sediment transport and deposition, which complicates process-based quantification and analysis (Wainwright et al., 2011). In fact, attempts to measure (functional or process-based) sediment connectivity explicitly are scarce, and homogeneous analytical frameworks are lacking (Lexartza-Artza & Wainwright, 2011; Fryirs, 2013; Bracken et al., 2015).

The use of fallout radioactive isotopes can provide important clues for sediment tracing and connectivity analysis. Particularly, the fallout component of the lead-210 radioisotope (generally termed unsupported or excess lead-210, 210Pbex) has been very valuable in a variety of applications during the last decades. 210Pbex applications have included the exploration of sedimentation rates in lakes, reservoirs, floodplains and other sedimentary systems (Appleby & Oldfield, 1978; Foster et al., 2007; Du & Walling, 2012), the analysis of soil erosion patterns (Mabit et al., 2010; Benmansour et al., 2013; Porto et al., 2013) and spatial analysis of the processes of sediment transport and redistribution, including sediment fingerprinting techniques (Collins et al., 1996; Walling, 2005; Hancock et al., 2014; Wilkinson et al., 2015; Estrany et al., 2016). Fallout lead-210 has a relatively long half-life (22 years). It is deposited naturally, mostly through rainfall, on the soil surface, where it is strongly adsorbed by clay-sized soil particles. Subsequent redistribution of this fallout radionuclide across the landscape is mainly controlled by soil erosion and sediment transport processes, which founds the basis for the broad potential of 210Pbex for soil and sediment tracing in terrestrial and aquatic environments (Walling, 2003; Mabit et al., 2014). Recent applications of fallout lead-210 analysis for sediment source tracing indicated that downstream transport, mixing and dilution of sediments can obliterate the fallout radionuclide signal of sediment sources with low 210Pbex initial concentrations (e.g. large gullies and badlands), providing geomorphic evidence of sediment (dis)connectivity (Wethered et al., 2015).

High measurement uncertainty (i.e. weight of analytical error over measured values) and interference of sediment sampling/processing methods in radionuclide determinations may, however, complicate the application of 210Pbex for the assessment of sediment redistribution processes, particularly in areas with highly erosive landforms where radionuclide activities are usually low (Mabit et al., 2010, 2014; Dercon et al., 2012). In fact, the sampling methods and processing of sediments may influence particle-size composition (Phillips et al., 2000; Soler et al., 2006, 2012; Regüés & Nadal-Romero, 2012), a factor that affects considerably the concentration and measurement uncertainty of fallout radionuclides (He & Walling, 1996; Walling, 2005; Smith & Blake, 2014; Foucher et al., 2015).

The aim of this work is to study the feasibility of using 210Pbex analysis to assess sediment connectivity in a small Mediterranean mountain basin with badlands (Vallcebre catchments, Eastern Pyrenees). Our study approach is based on the analysis of the spatiotemporal changes in the activity of fallout lead-210 for investigating sediment (dis)connectivity between the badland areas and catchment streams, by applying 210Pbex balance models for hypothesis generation and further experimental testing in the field. We also evaluate the possible interferences and limitations of the sediment sampling methods in our fallout radionuclide-based approach to sediment connectivity.

This paper is organized in two parts. First, after a brief description of the experimental site, we present the conceptual underpinning and general sediment connectivity hypotheses of the study. For this purpose, we use simple mass balance models that simulate the spatiotemporal 210Pbex signal of badland surface materials and in-stream (transit) sediments in our experimental catchments. Second, we explore the spatiotemporal patterns of sediment 210Pbex activity empirically by a range of sampling methods (i.e. surface sediment traps, manual collection in stream beds, time-integrated and automated sampling of suspended sediments) in a variety of geomorphic sites (i.e. badland toes, stream transit sites, gauging stations), to assess spatial coupling of sediments across the basin and interpret the influence of the sediment sampling method on the radionuclide patterns analysed.

Characteristics of the Study Area: The Vallcebre Catchments

The Vallcebre research catchments are located at the headwaters of the Llobregat River, in the Catalan Pyrenees, NE Spain (42°12′N, 1°49′E). The main cluster (Cal Rodó basin, Figure 1a) has an extension of 4·17 km2 and an elevation gradient of 600 m (from 1,100 to 1,700 masl). The climate is Mediterranean humid. Mean annual air temperature is 9°C; 16°C in summer and 3°C in winter, with approx. 40 days per year with mean air temperature below 0°C. Mean annual precipitation is about 860 mm, with 90 rainy days per year on average and two wet periods (April–May and August–November) that account for about 70% of annual precipitation (Latron et al., 2009; Duvert et al., 2012). Precipitation characteristics have a seasonal pattern, with short storms of high rainfall intensity occurring in summer, and longer precipitation events of low to moderate intensity in autumn and spring. Snowfall accounts for less than 5% of annual precipitation (Gallart et al., 2013).

Details are in the caption following the image
Location map and experimental setup: (a) map of the Vallcebre research catchments (Cal Rodó basin and Ca l'Isard sub-basin) with details of the sediment sampling locations; (b) general view of a badland within Ca l'Isard sub-basin; (c) surface trap of sediments (permeable bag) at a badland surface; (d) stream-bed sediment deposit in Torrent del Purgatori; (e) Ca l'Isard gauging station with detail of a time-integrated sediment sampler on the wall; (f) runoff flow event at Cal Rodó gauging station (with detail of an ISCO sequential sediment sampler). Source for background image: Institut Cartogràfic i Geològic de Catalunya (a). Pictures by M. Moreno-de las Heras (b), F. Gallart (c–d) and J. Latron (e–f). [Colour figure can be viewed at wileyonlinelibrary.com]

The research catchments lie on continental sedimentary bedrocks of Cretaceous–Paleocene age (Garumnian facies of the Tremp formation; Arostegui et al., 2011), dominated by smectite-rich mudstones that are susceptible to mass movements, erosion and badland formation (Solé et al., 1992; Moreno-de las Heras & Gallart, 2016). Badlands extend over 2·8% of the surface of the Cal Rodó basin. These highly erosive landforms are most widespread in the Ca l'Isard sub-basin (1·32-km2 area contained within the Cal Rodó basin), where they cover 4·5% of the catchment (Figure 1a and b). Elsewhere, the basin is covered by pasture, Mediterranean shrubs and Pinus sylvestris forests. Forests now cover about 60% of the area. During the last 60 years, they have spontaneously spread over old terraced agricultural fields due to land abandonment (Poyatos et al., 2003; Latron et al., 2009).

Badland dynamics in the Vallcebre catchments follow a seasonal pattern of regolith formation and erosion. Bedrock weathering takes place in winter due to repeated freezing cycles, which lead to the development of highly erodible “popcorn” regolith surfaces (Clotet et al., 1988; Regüés et al., 1995). Rill incision and erosion of the regolith mantle are caused by high-intensity convective storms in summer. Typically, the eroded sediments are straightaway transferred to the streams (i.e. badland slopes in the area are rectilinear, generally lacking of significant sediment transport/storage layers such as large slope toe concavities or major debris fans). Most of the sediment is, however, deposited a short distance away due to low and ephemeral streamflow during summer (i.e. basin runoff coefficients are usually about 1% in summer) and may remain stored from months to years as stream-bed sediment deposits within the drainage network until long-lasting autumn precipitations cause high runoff flow by means of saturation mechanisms (Gallart et al., 2002; Latron et al., 2009; Gallart et al., 2013).

Erosion at the Vallcebre badlands has been explored during the last decades by a variety of methods, i.e. short-term studies using erosion pins, plastic bags and Geib slot divisors, extended 15-year model simulations using KINEROS2 and 40-year estimations using a natural sediment trap. These gave an average erosion rate of 6–17 kg m−2 y−1 or an equivalent ~1 cm y−1 mean denudation rate (Clotet et al., 1988; Castelltort, 1995; Martínez-Carreras et al., 2007; Gallart et al., 2013). Monitoring of badland surface dynamics in the Vallcebre catchments indicated that their regolith mantle is hardly ever exhausted due to deep weathering caused by freezing, suggesting that badland erosion rates are essentially limited by rainfall energy (Regüés et al., 1995; Regüés & Gallart, 2004). In contrast, sediment load and erosion rate at the basin scale are independent of rainfall energy and intensity. Rather, they are controlled by peak discharge, which is a function of rainfall depth and preceding soil moisture conditions (Soler et al., 2008; Duvert et al., 2012; Gallart et al., 2013). Decadal monitoring (1996–2009) of suspended sediment loads at the Vallcebre stream gauging stations provided catchment-scale annual erosion rates of 0·9 and 0·5 kg m−2 y−1 for the Ca l'Isard sub-basin and Cal Rodó basin, respectively (Nord et al., 2010; Gallart et al., 2013).

Hypothesis Generation Using 210Pbex Balance Models

We apply two 210Pbex balance models exploring (i) the temporal dynamics of badland regolith and sediment 210Pbex activities, and (ii) the effects of in-stream sediment transit-time on the spatial patterns of 210Pbex activity, to formulate a set of general sediment connectivity study hypotheses for the Vallcebre research catchments.

Badland Regolith 210Pbex Activity Model

A simple mass-balance model defining the 210Pbex areal activity density at a stable reference site (Aref, Bq m−2) and at the end of a period of time (t, days) reflects the site activity density for the previous day (t − 1), the 210Pbex activity decay rate (λ = 8·5 10−5 days−1) and the 210Pbex depositional input (or deposition flux). Assuming a steady (and essentially wet) deposition flux of fallout lead-210 (Appleby & Oldfield, 1978; Mabit et al., 2014), the 210Pbex depositional input can be calculated by the product of daily precipitation (P, mm day−1) and mean lead-210 activity per precipitation unit (a, Bq L−1):

urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0001(1)

Aref in equation 1 reaches equilibrium after 4–6 half-lives of lead-210 (about 90–140 years). However, 210Pbex areal activity density for sites subjected to intense soil erosion, such as badlands, is far from equilibrium (Hancock et al., 2014; Wilkinson et al., 2015). On the assumption that each erosion event removes a layer of soil, and that depth distribution of 210Pbex mass activity (Bq kg−1) approaches a negative exponential form (Walling, 2003; Benmansour et al., 2013; Porto et al., 2013), the remaining 210Pbex areal activity density of a site after the effects of an erosion event (A(Er), Bq m−2) can be calculated as (Walling et al., 2009):

urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0002(2)

Where: Er (kg m−2) is the erosion rate of the event, and h0 is the relaxation mass depth (or 210Pbex penetration depth) that represents the depth above which 63% (i.e. 1–1/e) of total 210Pbex is distributed. By substituting Aref in equation 2, we can represent a daily-step 210Pbex areal activity density balance model for a badland (regolith) site (A, Bq m−2; Figure 2a):

Details are in the caption following the image
210Pbex modelling details: diagrams of (a) the badland regolith and (b) transit sediment 210Pbex activity models; (c) the reference, undisturbed soil 210Pbex inventory used for parameterizing the fallout 210-lead atmospheric flux in the mass-balance models (soil profile 40 × 40 cm surface, 15 cm depth; sampling site location is shown in Figure 1a); (d) simulated 210Pbex at the badland surfaces (daily time step); (e) simulated effect of in-stream sediment residence time on sediment 210Pbex activity. Bars in panel (c) indicate the analytical error. [Colour figure can be viewed at wileyonlinelibrary.com]
urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0003(3)
The loss of 210Pbex areal activity density by soil erosion in the badland regolith (Al, Bq m−2) can be determined by subtracting the activity before and after the erosion event (i.e. difference between equations 1 and 3):
urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0004(4)
Modelled 210Pbex mass activity of the eroded sediments (Sa, Bq kg−1; Figure 2a) can be calculated from the areal activity density loss at the badland regolith (equation 3) divided by the mass eroded per unit area:
urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0005(5)

Transit-Time Sediment 210Pbex Activity Model

An equivalent formulation of the areal activity density 210Pbex balance model presented in equation 1 can be used to represent the (daily-step) transit variation of the sediment 210Pbex mass activity (TSa, Bq kg−1; Figure 2b) for sediments deposited in atmospherically exposed sediment stores within the stream network:

urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0006(6)

Where: TSa(t-1) (Bq kg−1) is the mass activity of sediments deposited at time t − 1 (days), λ is the 210Pbex activity decay rate (8·5 10−5 days−1), F is the 210Pbex depositional input (Bq m−2 day−1) and Bk is the blanket thickness of deposited sediments (kg m−2).

Site Simulations of 210Pbex Activity Dynamics for Badland Surfaces and Transit Sediments

Site parameterization of the lead-210 atmospheric depositional input (or deposition flux) for the Vallcebre area is provided by the analysis of a reference 210Pbex soil inventory (40 × 40 cm surface, 15-cm depth) in an undisturbed site (i.e. a natural meadow nearby the main badland areas) within the Cal Rodó basin (site location in Figure 1). 210Pbex mass activity at the soil surface is 62 Bq kg−1 and decreases exponentially with depth (Figure 2c). Depth integration of the soil 210Pbex activity gives an areal density of 2,449 Bq m−2 (Figure 2c). Assuming a steady-state balance between 210Pbex input and decay, the reference soil inventory yields a depositional flux, F, of 0·21 Bq m−2 day−1 (76 Bq m−2 y−1 annual flux), which is similar to the mean atmospheric flux of fallout lead-210 for the northwest coast of the Mediterranean basin (71 ± 27 Bq m−2 y−1; García-Orellana et al., 2006). Taking into consideration that fallout lead-210 flux is essentially controlled by wet deposition (Mabit et al., 2014), 210Pb activity per precipitation unit, a, for the Vallcebre area (with a mean annual precipitation of 860 mm) can be calculated as 0·09 Bq L−1.The short fallout exposure duration of badland surface materials due to high erosion rates usually results in low 210Pbex activity levels that are confined to the upper 1–2 cm of the regolith mantle (Hancock et al., 2014; Wilkinson et al., 2015). We, therefore, assume a small fallout lead-210 penetration for our regolith simulations, with a relaxation mass depth, h0, of 8·3 kg m−2, which is equivalent to a 1-cm depth for the average 1·2 g cm−3 regolith bulk density of the Vallcebre badland surface materials (Regüés et al., 1995). Detailed explorations of erosion dynamics for the Vallcebre badlands applying 3-year (1990–1993) experimental data from a small (1,240 m2) badland area (“el Carot macro-plot”; Castelltort, 1995) and extended 15-year (1994–2009) simulations using the event-oriented and physically based KINEROS2 model (Martínez-Carreras et al., 2007; Gallart et al., 2013) indicated that the event-scale erosion rate correlates closely (Pearson's R = 0·85; 91 events) with the product of 5-min maximum rainfall intensity and kinetic energy. Accordingly, the above-described regolith and sediment 210Pbex activity models are fed by using a simple linear equation for calculating event badland erosion in the Vallcebre area (9% normalized root-mean-square error):

urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0007(7)

Where: Er (kg m−2) is the event-scale badland erosion, I5 (mm h−1) is the maximum rainfall intensity in 5 min and Ke (J m−2) is the storm kinetic energy.

We applied local daily precipitation records (i.e. precipitation amount, storm I5 and Ke) to simulate 210Pbex activity for the Vallcebre badland regoliths during 2013 and 2014 in mass-balance equations 3 and 5, with a preceding model warming-up period of 18 months, which resulted in a saw-tooth seasonal pattern of excess lead-210 associated with the temporal patterns of rainfall characteristics (Figure 2d). Badland surface 210Pbex activity increased from October to May, accumulating the fallout radionuclide flux generated by low-intensity rainfall events from autumn to spring. Conversely, regolith 210Pbex activity decreased from June to September, due to the erosive effect of high-intensity summer storms, which were particularly active in July and August 2013 (with I5 and Ke reaching up to 94 mm h−1 and 1,500 J m−2, respectively). Summer storms caused a periodic reset of the badland regolith inventory, which resulted in maximum 210Pbex activity levels below or near the lead-210 annual deposition flux for the study site (76 Bq m−2, Figure 2d). Simulated badland erosion for the modelled period was 14·2 kg m−2 y−1, with an equivalent badland denudation rate of 1·1 cm y−1 that broadly matches long-term estimations of badland erosion activity for the Vallcebre experimental area (Clotet et al., 1988; Gallart et al., 2013).

Simulation of transit-time influence on sediment 210Pbex activity by using the mass-balance equation 6 along with the Vallcebre fallout flux calculation (F, 0·21 Bq m−2 day−1) and three plausible sediment blanket thickness values reported for first-order streams in Pyrenean catchments affected by badlands (Bk, 1, 5 and 10 kg m−2; López-Tarazón et al., 2011; Piqué et al., 2014) indicated a general increase in sediment 210Pbex activity with increased in-stream residence time or age of the sediments (Figure 2e). Sediment 210Pbex activity increases were particularly important for the first years of stream sediment storage, causing a sharp rise of modelled sediment activity after 2–5 years of in-stream sediment residence of up to an order of magnitude for an initial sediment 210Pbex concentration of 10 Bq m−2 and a blanket thickness of 1 kg m−2. Similarly, empirical estimations of sediment residence time by Wallbrink et al. (2002) for the Brisbane and Logan rivers in Australia reflected a sharp increase in sediment 210Pbex activity within 2–5 years of in-stream storage, which also suggests that, for simple channels, accumulation of fallout 210-lead in sediments may increase downstream with sediment age.

Formulation of Sediment Connectivity Hypotheses for the Vallcebre Research Catchments

Our 210Pbex balance models for the Vallcebre research catchments suggested: (i) a saw-tooth temporal pattern of sediment 210Pbex activity in the sediment sources (i.e. the badland surfaces) due to the accumulation of fallout lead-210 because of low-intensity autumn and winter rainfalls, and subsequent 210Pbex loss caused by highly erosive summer storms, and (ii) an increase in sediment 210Pbex activity with in-stream sediment storage/age. Geomorphic evidence for spatiotemporal changes in the activity of fallout radionuclides provides a ready approach for assessing sediment (dis)connectivity between sediment sources and basin streams (Wethered et al., 2015). Accordingly, we hypothesize that:
  1. Spatial sediment coupling between badland sites and basin streams is reflected by the conservation of the modelled (saw-tooth) seasonal pattern of badland surface 210Pbex activity in the suspended sediments of the streams.
  2. Storage of fine sediments within the stream beds results in downstream increases in sediment 210Pbex activity, also reflecting temporal decoupling between the production of sediments at their sources (i.e. badland surface) and the mobilization of sediments in the basin streams.

Methods For Hypothesis Testing

Sediment Sampling and Laboratory Analyses

Sediment sampling took place during 2013 and 2014 at a variety of basin locations along a 1·5 km section of the Torrent del Purgatori, a first-order stream connecting the most significant badland areas of the Vallcebre catchments with the outlets of the Ca l'Isard sub-basin and the Cal Rodó basin (Figure 1a). The locations included the slope toe of a badland site at the head of the stream, downstream places at stream transit sites, and two automated gauging stations at the outlet of Ca l'Isard and Cal Rodó. Sediments were sampled by a range of methods: (i) a surface trap (permeable bag) of sediments at the toe of the badland site (Figure 1a, and c); (ii) direct collection of (2–3 cm depth) sediments from stream-bed deposits at three stream transit sites (at 100–300 m and 1·3 km downstream from the badland site) and the two gauging stations (Figure 1a and d); (iii) five time-integrated sediment samplers (following the design of Phillips et al., 2000) at the same five (stream transit and gauging station) locations (Figure 1a and e); and (iv) two automated (ISCO) sequential water samplers with high-frequency acquisition (as much as one sample every 2 min during high-discharge events) of (1 L) water and suspended sediment samples at the two gauging stations (Figure 1a and f). Because of the transient character of the flow in the streams studied, the time-integrated samplers were installed in nearly dry stream beds (Figure 1e). Consequently, their original design was slightly modified by piercing three (2 mm) air escape holes in the upper part of the samplers to facilitate the filling of the tubes at the beginning of the events. Complementary data for the calculation of catchment-scale sediment yield during the study period were provided by monitoring sediment load at the Ca l'Isard and Cal Rodó gauging stations in continuous by means of automated turbidity (D&A OBS3) and ultrasonic (Bestobell-Mobrey MSM40) suspended sediment sensors (Soler et al., 2012; Gallart et al., 2013).

A total of 50 sediment samples were collected during the study period, encompassing 11 badland sediment samples from the surface trap (taken from April to December 2014), 7 stream-bed sediment samples (taken from April to May 2014), 16 suspended sediment samples from the automated (ISCO) sequential samplers (taken from March 2013 to December 2014, and integrated over consecutive runoff events to reach a minimum size of 50–100 g of dry matter for laboratory analysis) and 17 suspended sediment samples from the time-integrated samplers (taken from June to December 2014). The samples were taken to the laboratory and oven-dried at 65°C. Both sequential and time-integrated sediment samples were recovered by means of sedimentation. Previous field observations of sediment dynamics in the Vallcebre catchments indicated that peak streamflow transports significant amounts of poorly weathered particles of mudstone in suspension, which can be strongly altered by sediment pre-processing in the laboratory (Soler et al., 2012). To preserve the original physical characteristics of the sediments, no sieving or sediment fractioning was applied. Absolute grain-size composition and specific surface area (SSA, m2 g−1) for all the samples was measured by a laser-diffraction (Malvern Mastersizer 2000) analyser.

Total 210Pb and 226Ra (from 214Bi) activity (Bq kg−1) was measured by gamma spectrometry (gamma-ray emissions at 46·5 and 609·3 keV, respectively) using an iron-shielded, high-purity coaxial germanium detector (Canberra GR5023–7500 SL). Spectra were acquired and analysed by the Canberra GENIE 2000 software. Energy and efficiency calibrations were performed by certified gamma cocktail standards purchased from the Spanish Research Centre for Energy, Environment and Technology (CIEMAT). Counting time applied for gamma spectrometry was 86,400 s for all samples, obtaining a data precision range of 10–20% at the 95% confidence level. Prior to analysis, all samples were sealed in polyethylene bottles for 21 days to achieve equilibrium between 226Ra and its daughter 222Rn (1,622 years and 4 days half-life, respectively). 210Pbex activity for each sample was determined by subtracting the supported lead-210 in equilibrium with 226Ra from the total 210Pb activity. Measured 226Ra activity values were corrected (~0·8 factor) for the calculation of in situ 226Ra-supported 210Pb concentrations, based on the ratio of total 210Pb to (uncorrected) 226Ra observed in the lower part (i.e. depth > 10 cm) of our reference 210Pbex soil inventory, where 210Pbex was assumed to be absent (cf. Graunstein & Turekian 1986; Wallbrink & Murray 1996; Porto et al., 2013; Mabit et al., 2014). Uncertainty in the determination of 210Pbex was highly variable, with analytical error ranging from 10% to over 100% of measured activity values. 210Pbex activity may take negative values for sediment (or soil) samples where total 210Pb and 226Ra-supported 210Pb show similar concentrations and are affected by high measurement uncertainty levels (Mabit et al., 2010). Negative 210Pbex activity measurements in this study were taken as zero for purposes of data analysis.

Data Analysis

We tested for the effects of the sediment sampling method and its relation with particle-size distribution (i.e. median grain size d50, and SSA) on experimental sediment 210Pbex activity and its associated measurement uncertainties, by applying Kruskal–Wallis ANOVA to the full experimental set of 50 sediment samples. 210Pbex activity data with analytical error above 100% of measured value were subsequently discarded for the evaluation of the sediment connectivity hypotheses.The temporal pattern of experimental 210Pbex activity in sediments was evaluated against the simulated (saw-tooth) seasonal dynamics of fallout radionuclide activities for the badland surfaces to ascertain spatial coupling (by pattern conservation of fallout radionuclide concentrations) between the badland regoliths and the sediments in the basin streams. Comparison of radionuclide concentrations between source materials (e.g. soils, regoliths) and sediments generally reflects sediment enrichment ratios due to strong radionuclide binding to the most mobile, fine-grained particles, which requires the application of particle-size corrections for exploring source-stream sediment radionuclide distribution patterns (Collins et al., 1996; He & Walling, 1996; Walling, 2005; Smith & Blake, 2014). The simulated 210Pbex activities at the badland surfaces were, therefore, particle-size corrected for comparison with the experimental 210Pbex in sediments using the following conversion equation (He & Walling, 1996; Porto et al., 2003):

urn:x-wiley:10853278:media:ldr2712:ldr2712-math-0008(8)

Where: C0 is the original (simulated) 210Pbex activity for sediments generated at the badland surface, CC is the corrected 210Pbex activity value, SS is the mean SSA for the experimental sediments applied in the evaluation, SR is the typical SSA for the badland regoliths and n is a scaling exponent. We used the minimum SSA measured for the 11 sediment samples collected at the badland toe location (surface sediment trap), as a conservative estimate of the particle size for the original regolith materials at the badland surface, SR. A value of 0·75 was applied to the scaling exponent, n, which is within the range of empirical values reported by He & Walling (1996) for the correction of soil/sediment 210Pbex measurements.

Temporal (month to year) (dis)connection between the sediment production at the badland surfaces and the mobilization of sediments in the basin streams was assessed by analysing downstream patterns of sediment 210Pbex activity with a general linear mixed model. The general linear mixed model included (i) the downstream distance for the sediment sampling locations along the Torrent del Purgatori as a continuous fixed predictor of sediment 210Pbex activity, and (ii) the sampling site as a random factor for analysis across monitored runoff/sediment transport events.

Results and Discussion

Effects of Sampling Method on Sediment Characteristics and 210Pbex Activity Patterns

Our results show a strong effect of sampling method on the physical characteristics of sediments. Suspended sediments showed a smaller median (d50) grain size and larger SSA than deposited sediments collected at either the badland site (surface trap) or the stream bed (Figure 3a and b), which reflects general differences in the nature (i.e. suspended versus deposited) of sediments. In addition, suspended sediments collected by the sequential (ISCO) samplers were significantly finer than those collected by the time-integrated samplers (Figure 3a and b), which suggests physical interference of sediment sampling instruments with the sediment characteristics. In fact, at the scale of individual runoff events, sediments collected by the time-integrated samplers at the gauging stations showed d50 grain sizes 42–102% bigger than those collected by the sequential (ISCO) samplers at the same locations. Accordingly, Phillips et al. (2000) demonstrated that the application of time-integrated samplers for collecting suspended sediments may increase their median grain size by a 40–150% range, depending on flow velocity and original particle-size distribution. On the contrary, previous experimental comparisons of suspended sediment concentration and grain size by using automated and simultaneous control samples from the Vallcebre catchments indicated that the original grain-size distributions of suspended sediments were satisfactorily captured by the time-integrated (ISCO) samplers (Soler et al., 2006).

Details are in the caption following the image
Effect of sediment sampling method on (a) median (d50) sediment grain size, (b) specific surface area of sediment and (c) 210Pbex sediment activity. Graph (d) illustrates the general influence of sediment grain size on 210Pbex sediment activity (closed/open circles indicate 210Pbex data with analytical error below/above 100% of measured value). Abbreviations: AE, analytical error. [Colour figure can be viewed at wileyonlinelibrary.com]

Mean sediment 210Pbex activity was in general low, ranging from 0 to about 10 Bq kg−1 for the variety of sampling methods (Figure 3c), which reflects the fresh rock origin of the sediments, but also evidences a very strong influence of sampling methods and sediment physical characteristics on radionuclide concentrations. In fact, the finer, suspended sediments that were retrieved by the sequential (ISCO) samplers showed higher radionuclide activities than the coarser suspended sediments retained by the time-integrated samplers. Furthermore, 210Pbex activity for the coarse-grained, deposited sediments that were collected from the badland sediment bag and the stream-bed locations showed zero and near-zero values (Figure 3c). Measurement uncertainty severely affected the 210Pbex data. 210Pbex analytical error was above 100% of the measured value for all data except 16 measurements, all of which corresponded to suspended sediment samples of median grain size ranging from 5 to 20 μm (Figure 3d).

The impact of sediment particle-size distribution on 210Pbex measurements can be explained by the selective adsorption of lead-210 by the finer, clay-sized mineral particles of soils and sediments (He & Walling, 1996; Mabit et al., 2014; Foucher et al., 2015). A common method designed to mitigate differences in particle-size distribution for radionuclide analysis consists of isolating the <63 μm fraction of the soils and sediments (Walling, 2005). Our results, however, indicate that 210Pbex concentrations are only detectable for sediments with median grain size below 20 μm (Figure 3d). Other studies have suggested the application of wet fractioning of sediments by particle settling and flocculation to isolate <10 μm grains for radionuclide analysis, particularly in catchments where sediment transport is dominated by clay-sized particles (Olley & Caitcheon, 2000; Hancock et al., 2014; Wilkinson et al., 2015). Nonetheless, wet fractioning of sediments is undesirable in areas with badlands developed over friable and/or soft materials (e.g. marls and mudstone), where particle-size distribution may behave as a dynamic sediment property that can be strongly altered by sediment processing in the laboratory. For example, observations in the Vallcebre catchments and similar highly erosive mountain basins with badlands indicated that large floods typically transport significant proportions of poorly weathered, sand-grained particles of soft bedrock in suspension, which may be further weathered into new fine sediments in a variable time after deposition on the stream bed or by intense sediment manipulation in the laboratory (Mathys et al., 2003; Soler et al., 2008, 2012; Regüés & Nadal-Romero, 2012).

The dynamic nature of badland-originated sediments (i.e. radionuclide-unlabelled, coarse sediments may decay into fine particles by intensive sediment processing in the laboratory) and the strong influence of physical sediment characteristics (i.e. particle-size distribution) on both radionuclide activity and measurement uncertainty patterns stress the importance of selecting efficient methods for fine sediment sampling and investigation in highly erosive catchments with marly and mudstone badlands, where 210Pbex concentrations are low and strongly influenced by high levels of analytical error. Our experimental results at the Vallcebre catchments suggest that the automatic sequential water samplers provide the best method for collecting representative samples (in terms of particle-size distribution) of fine, suspended sediments for implementing sediment tracing by radionuclide analysis in areas with very active badlands developed over soft bedrock. Additionally, the application of counting times longer than that used in this study (86,400 s) for deriving sediment 210Pbex concentration estimates from gamma spectrometry or the use of alternative analytical methodologies with higher precision for the detection of low radionuclide activity levels (e.g. alpha spectrometry; Mabit et al., 2008) may help to minimize the uncertainty associated with the sediment 210Pbex determinations.

Assessing Catchment Sediment Connectivity: Sediment Load and Spatiotemporal Patterns of Suspended Sediment 210Pbex Activity

Suspended sediment load during the study period totalled 1,370 Mg for Ca l'Isard and 1,875 Mg for Cal Rodó, representing 0·52 and 0·23 kg m−2 y−1 sediment yield at the sub-basin and basin scales, respectively. These figures are about 50% below the long-term mean sediment yield records for the Vallcebre catchments (0·9 and 0·5 kg m−2 y−1 for Ca l'Isard and Cal Rodó, respectively; Nord et al., 2010; Gallart et al., 2013) and contrast considerably with the deep badland denudation estimate obtained in our simulation results for 2013 and 2014 (1·1 cm y−1). This variation in erosive performance between the catchment and badland sites for the study period can be explained by the local dynamics of precipitation, which suggests low sediment transport capacity at the sub-basin and basin scales in 2013 and 2014. In fact, 2013–2014 precipitation (910 mm y−1) was 6% above the historical average records, with regular activity of high-intensity summer storms, which strongly control badland erosion rates in the study area (Castelltort, 1995; Martinez-Carreras et al. 2007; Gallart et al., 2013). The long-lasting autumn precipitations that regulate suspended sediment load in the Vallcebre streams (Soler et al., 2008; Gallart et al., 2013) were, in turn, 40% below the mean historical rainfall amount, resulting in limited sediment transport at the broader catchment scale. Accordingly, downscaling of the 2013–2014 sediment yield records obtained at the Ca l'Isard and Cal Rodó gauging stations over the total badland extension for the Vallcebre catchments (11·7 ha) results in a figure 30–40% below the simulated badland erosion rate for the study period. These results suggest that significant amounts of fresh badland sediments remained stored within the stream network during the study period, which was also confirmed by direct observation of stream-bed deposits in the field.

The analysis of spatiotemporal patterns of sediment fallout radionuclide concentrations can facilitate the assessment of active connections and transit-time dynamics of sediments between parts of the catchment (Wallbrink et al., 2002; Walling, 2005; Belmont et al., 2014; Wethered et al., 2015). The group of experimental sediment samples unaffected by severe 210Pbex measurement uncertainty (i.e. suspended sediments with homogeneous 5–20 μm median grain size) showed 210Pbex activity levels ranging from 7 to about 25 Bq kg−1 during the study period, which overall matches simulated radionuclide concentrations (Figure 4a). More importantly, the temporal variations in experimental 210Pbex sediment activity reproduced the simulated temporal pattern of fallout lead-210 for sediments generated at the badland surfaces. In fact, 210Pbex activity in the experimental sediments tracked the characteristic (saw-tooth) seasonal pattern of fallout radionuclide concentrations modelled for the badland regoliths, which predicted a build-up of 210Pbex activity at the badland regoliths due to low-intensity precipitation events in autumn and spring, and a subsequent 210Pbex depletion caused by high-intensity showers in summer (Figures 2d and 4a). As expected, the drop in measured suspended sediment 210Pbex activity levels was particularly pronounced during July and August 2013, when strong summer storms with intensities up to 94 mm h−1 in 5 min caused deep erosion at the badland sites. The close similarity of both the simulated and the experimental sediment radionuclide activity patterns discards any significant contributions of sediments from other surface cover types, such as the very stable pastures and forests of the Vallcebre catchments, where soil 210Pbex patterns can be assumed to be in equilibrium at activity levels of about 60 Bq kg−1 at the soil surface (Figure 2c). These results agree with previous sediment budget investigations in the Vallcebre catchments, which revealed the badland surfaces as the ruling source to basin sediment load (Gallart et al., 2002, 2013; Soler et al., 2008).

Details are in the caption following the image
Spatiotemporal patterns of sediment 210Pbex activities: (a) temporal pattern of daily precipitation, as well as simulated and experimentally measured sediment 210Pbex activities; (b) influence of downstream distance on measured sediment 210Pbex activity (the dotted lines connect the samples for three flow events with available paired measurements for the sampling locations). Abbreviations: GLMM, general linear mixed model statistics. Notes: spatiotemporal data were analysed by the experimental sediment 210Pbex records with analytical error below 100% of measured values; simulated sediment 210Pbex activities in graph (a) were particle-size corrected by use of equation 8 along with the mean specific surface area (SSA) of displayed experimental sediments (0·50 m2 g−1) and the SSA estimate for the badland regoliths (0·14 m2 g−1). [Colour figure can be viewed at wileyonlinelibrary.com]

The observed conservation of the modelled seasonal arrangement of badland regolith 210Pbex concentrations in the radionuclide signatures of collected suspended sediment samples (Figure 4a) indicates high fine sediment connectivity between the badland sites, the streams and the outlet of the Vallcebre catchments. Similarly, a broad range of sediment studies in small (i.e. less than 50 km2) Mediterranean mountain basins across the Pyrenees and Central Alps have highlighted a high connectivity and fast stream transmission of fine sediments originating in highly dynamic humid badlands, especially for areas where these erosive landforms are structurally integrated in the basin stream network (Descroix & Mathys, 2003; Francke et al., 2008; Nadal-Romero et al., 2008; Duvert et al., 2012; Gallart et al., 2013). At the larger regional scale, the high mobility of fine sediments generated in these badland landscapes can result in the delivery of large amounts of suspended sediments through the drainage networks. For example, sediment budget investigations and spectral fingerprinting analysis of suspended sediment transport for the Isabena basin, a central Pyrenean 445-km2 basin affected by (about 1% of terrain) badlands, reflected a yearly average input of about 260,000 t y−1 badland sediments and a 60–80% sediment delivery ratio (López-Tarazón et al., 2012; Brosinsky et al., 2014). Similarly, for the mesoscale regional context of the Vallcebre catchments (i.e. the upper Llobregat basin; 500 km2) where badlands represent ~0·5% of the terrain, integrated sediment budget and GIS analysis estimated badland sediment contribution to represent up to 30% of the regional flux of suspended sediments (Clotet et al. 1984; Moreno-de las Heras et al. 2016).

Unlike the downstream sediment 210Pbex concentration increase with sediment age suggested by our transit-time sediment simulations (Figure 2e), fallout lead-210 activity levels for the experimental suspended sediments decreased downstream between the sampling locations of the Vallcebre catchments (Figure 4b). A variety of studies have explained downstream decreases in the 210Pbex concentrations of suspended sediments by the contribution of unlabelled fresh materials from (nearly vertical) streambanks showing nil or little fallout lead-210 interception (Belmont et al., 2014; Hancock et al., 2014; Wethered et al., 2015). Channel entrenchment in the Vallcebre catchments is strongly conditioned by the occurrence of infrequent, strong autumn events with an approx. 5-year return period (Gallart et al., 2002, 2013). Nonetheless, the observed low sediment transport conditions for 2013 and 2014 did not support streambank erosive activity during the study period. More likely, flushing of the most dynamic, fine sediments from the stream bed by flooding may have prevented 210Pbex accumulation in temporary sediment stores within the stream network. Decay of poorly weathered sand-grained particles of clayey bedrock stored in stream-bed deposits into fine particles may also add radionuclide-unlabelled suspended sediments to the streamflow (Soler et al., 2012), contributing to the observed downstream reduction in sediment 210Pbex activity. These results must, however, be explored with caution due to the scarcity of events with paired observations between sediment sampling locations with reliable sediment 210Pbex measurements in our data. More information is required, optimally for a wide variety of streamflow conditions (e.g. low, regular and extreme runoff events), to disentangle the complex interactions that control the downstream dynamics of sediment 210Pbex concentration. In the light provided by our results, we hypothesize that high streamflow conditions that dramatically activate the mobilization of long-term sediment stores and general channel entrenchment in the drainage network (Gallart & Clotet, 1988; Gallart et al., 2013; Serrano-Muela et al., 2015) will exacerbate the downstream obliteration of the suspended sediment 210Pbex signatures.

Process-based understanding of sediment connectivity (i.e. the continuity of sediment transfer between different zones of a catchment; Bracken et al., 2015) is required for effective basin management, particularly in Mediterranean mountain basins, where badland occurrence is a common phenomenon that can have important consequences for river dynamics, freshwater ecosystems and the security of water resources. Despite very intense discussion in a series of recent conceptual studies (e.g. Bracken & Croke, 2007; Lexartza-Artza & Wainwright, 2011; Wainwright et al., 2011; Bracken et al., 2015; Okin et al. 2015), there is little consensus about how to quantify sediment connectivity. A broad range of studies carried out in Mediterranean mountain basins with badlands have applied the sediment budget approach, which rely on the measurement, extrapolation and accumulation of sediment production/transport in different parts of the catchment to infer sediment transfer (Clotet, 1984; Llorens et al., 1997; Nadal-Romero et al., 2008; López-Tarazón et al., 2012; Gallart et al., 2013). In this context, the use of environmental tracers, such as the fallout component of the radioactive isotope lead-210, has provided alternative methodologies for inferring sediment transfer in a variety of environments (e.g. Walling, 2005; Porto et al., 2013; Wilkinson et al., 2015; Estrany et al., 2016). Radioisotope sediment studies are, however, notably lacking in badland environments, where their highly erosive nature is frequently perceived as a major limitation for 210Pbex analysis (Mabit et al., 2008; Dercon et al., 2012). Differently, our study indicates that the highly dynamic nature of mountain Mediterranean badlands provides an opportunity for the assessment of sediment connectivity on the basis of fallout lead-210 activity patterns. In fact, badland surface 210Pbex activity is characterized by a seasonal pattern (i.e. progressive accumulation in autumn/winter followed by a sharp summer reduction of fallout levels) that can be used to track the continuity of sediment transfer between different parts of the catchment by spatiotemporal analysis of sediment 210Pbex concentration. Overall, our study reveals sediment 210Pbex analysis as a powerful tool that can complement more traditional sediment load monitoring programs for the study of fine sediment connectivity in Mediterranean basins affected by the activity of highly erosive landforms.

Conclusions

This work provides empirical evidence of the feasibility of using excess lead-210 analysis to study sediment connectivity in Mediterranean basins affected by badland dynamics, and also illustrates the analytical difficulties of the sediment 210Pbex approach (in relation to sediment characteristics and sampling method) for catchments where the sediment dynamics are strongly controlled by highly erosive landforms over soft bedrock. Both deposited and suspended sediments collected at the Vallcebre catchments showed, in general, low sediment 210Pbex concentrations, illustrating their fresh-rock origin at the badland sites, but also hampering the understanding of sediment 210Pbex patterns due to high measurement uncertainty (particularly for sediments with d50 > 20 μm) and to strong dependence on sediment sampling methodology. Application of mass balance models for exploring the spatiotemporal patterns of sediment 210Pbex signatures demonstrated that the fine, suspended sediments collected at the Vallcebre streams showed a saw-tooth pattern of 210Pbex activity that mimics the seasonal cycles of (autumn to springtime) lead-210 fallout accumulation and subsequent erosion by summer storms at the badland sites. Contrary to the in-stream transit increases of sediment 210Pbex activity that were predicted by our model simulations, fallout lead-210 concentrations in the suspended sediments decreased towards the basin outlet, suggesting that fine sediment flushing by flooding prevented 210Pbex accumulation in the coarser stream-bed sediment deposits. These results indicate very high fine-sediment connectivity between the badlands, streams and basin outlet of the Vallcebre catchments, as well as the fast transmission of fallout lead-210 by the finest and most dynamic fraction of sediments. Conversely, a significant fraction of fresh sediments eroded from badland surfaces are sandy or coarser and untagged by the fallout; the connectivity of these sediments appears to be much lower, as they mainly remain in the stream bed and their decay into finer particles contributes to the bulk sediment load during major sediment load events. This study was carried out during a period with relatively low sediment transport capacity and characterized by the build-up of temporal stream-bed deposits of coarse sediments. Further research is required to analyse the influence on the spatiotemporal sediment 210Pbex patterns studied of low-recurrence, high-flow events that mobilize long-term sediment stores from the stream beds.

Acknowledgements

This study was supported by the research projects MEDhyCON (CGL2012-32446) and EcoHyMed (CGL2013-43418-R) funded by the Spanish Ministry of Economy and Competitiveness (MINECO). Mariano Moreno-de las Heras is beneficiary of a Beatriu de Pinós fellowship (SEDCONMED, 2014 BP-B 00111) co-funded by the Generalitat de Catalunya and the European Commission. Fieldwork and laboratory support by Diego Vuolo and members of the Surface Hydrology and Erosion group (SHEg, IDAEA-CSIC), the Mediterranean Ecogeomorphological and Hydrological Connectivity Research team (MEDhyCON, University of the Balearic Islands) and the Environmental Radioactivity Laboratory (LaboRA, University of the Balearic Islands) are gratefully acknowledged. We also thank the editor, Saskia Keesstra, and four anonymous reviewers for their thoughtful comments.