the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
The Aare main overdeepening on the northern margin of the European Alps: basins, riegels, and slot canyons
Fritz Schlunegger
Edi Kissling
Dimitri Tibo Bandou
Guilhem Amin Douillet
David Mair
Urs Marti
Regina Reber
Patrick Schläfli
Michael Alfred Schwenk
This work summarizes the results of an interdisciplinary project where we aimed to explore the origin of overdeepenings through a combination of a gravimetry survey, drillings, and dating. To this end, we focused on the Bern area, Switzerland, situated on the northern margin of the European Alps. This area experienced multiple advances of piedmont glaciers during the Quaternary glaciations, resulting in the carving of the main overdeepening of the Aare River valley (referred to as the Aare main overdeepening). This bedrock depression is tens of kilometres long and up to several hundreds of metres to a few kilometres wide. We found that, in the Bern area, the Aare main overdeepening is made up of two > 200 m deep troughs that are separated by a ca. 5 km long and up to 150 m high transverse rocky ridge, interpreted as a riegel. The basins and the riegel are overlain by a > 200 m and a ca. 100 m thick succession of Quaternary sediments, respectively. The bedrock itself is made up of a Late Oligocene to Early Miocene suite of consolidated clastic deposits, which are part of the Molasse foreland basin. In contrast, the Quaternary suite comprises a Middle Pleistocene to Holocene succession of unconsolidated glacio-lacustrine gravel, sand, and mud. A synthesis of published gravimetry data revealed that the upstream stoss side of the bedrock riegel is ca. 50 % flatter than the downstream lee side. In addition, information from > 100 deep drillings reaching depths > 50 m suggests that the bedrock riegel is dissected by an anastomosing network of slot canyons. Apparently, the slot canyons established the hydrological connection between the upstream and downstream basins during their formation. Based on published modelling results, we interpret that the riegels and canyons were formed through incision of subglacial meltwater during a glacier's decay state, when large volumes of meltwater were released. It appears that such a situation has repeatedly occurred since the Middle Pleistocene Transition approximately 800 ka, when large and erosive piedmont glaciers several hundreds of metres thick began to advance far into the foreland. This resulted in the deep carving of the inner-Alpine valleys and additionally in the formation of overdeepenings, riegels, and slot canyons on the plateau situated on the northern margin of the Alps.
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Overdeepenings are bedrock depressions below the current fluvial base level (e.g. Jørgensen and Sandersen, 2006; Dürst Stucki et al., 2010; Dürst Stucki and Schlunegger, 2013; Fischer and Häberli, 2012). The downstream closures of these basins have adverse slopes that generally dip in the upstream direction (Häberli et al., 2016). Because bedrock depressions with such characteristics (Fig. 1) are commonly found in previously glaciated areas, their formation has been interpreted as resulting from the erosional work of glaciers and/or subglacial meltwater (Wright, 1973; Herman and Braun, 2008; Egholm et al., 2009; Kehew et al., 2012; Patton et al., 2016; Liebl et al., 2023; and many others). Overdeepenings have been reported for the Quaternary from beneath the Greenland and Antarctic glaciers (Ross et al., 2011; Patton et al., 2016) but also in the North Sea (Moreau et al., 2012, Lohrberg et al., 2022); North America (Wright, 1973; Lloyd et al., 2023); and northern Europe, including Scandinavia (Clark and Walder, 1994; Piotrowski, 1997; Krohn et al., 2009). Glaciogenic palaeovalleys are not only limited to the Quaternary but were also described for Paleozoic glaciations (e.g. Douillet et al., 2012; Dietrich et al., 2021). In the European Alps, such erosional troughs occur in Alpine valleys and on foreland plateaus on either side of this mountain belt (Preusser et al., 2010; Dürst Stucki and Schlunegger, 2013; Magrani et al., 2020). Pollen analysis (Welten, 1982, 1988; Schlüchter, 1989; Schläfli et al., 2021), dating using optically stimulating luminescence methods (Preusser et al., 2005; Dehnert et al., 2012; Büchi et al., 2018; Schwenk et al., 2022a), and 14C ages established on organic matter encountered in the overdeepening fill (Kellerhals and Häfeli, 1984) showed that these troughs were formed after the Middle Pleistocene Transition, which occurred at ca. 800 ka (Schlüchter, 2004). Geophysical surveys (e.g. Rosselli and Raymond, 2003; Reitner et al., 2010; Stewart and Lonergan, 2011; Stewart et al., 2013; Perrouty et al., 2015; Burschil et al., 2018, 2019; Ottesen et al., 2020) in combination with drillings (Jordan, 2010; Dürst Stucki et al., 2010; Büchi et al., 2017, 2018; Gegg et al., 2021; Bandou et al., 2022, 2023; Anselmetti et al., 2022; Schwenk et al., 2022a, b; Gegg and Preusser, 2023; Schaller et al., 2023; Schuster et al., 2024) disclosed that such overdeepenings can be several kilometres wide, tens of kilometres long, and > 200 m deep. The surveys also showed that overdeepenings are typically composed of individual sub-basins, separated by bedrock swells or bumps oriented transverse to the flow of a former glacier, hereafter called riegels (Cook and Swift, 2012), yet the specific details of such a geometry have not yet been elaborated.
Here, we summarize the results of an interdisciplinary project where we aim to explore the origin of overdeepenings using a combination of data collected through a gravimetry survey (Bandou, 2023a; Bandou et al., 2022, 2023), drillings (Reber and Schlunegger, 2016; Schwenk et al., 2022a, b), and dating (Schläfli et al., 2021; Schwenk et al., 2022a). We focus our study on the Bern area situated on the northern margin of the European Alps (Fig. 2). For this region, we draw a map of the bedrock topography combining the results of a gravimetry survey in the region (Bandou, 2023a; Bandou et al., 2023) with information obtained through drillings. This map shows that an overdeepened trough or a tunnel valley system, referred to as the Aare main overdeepening (Schwenk et al., 2022a), is made up of two basins separated by a bedrock riegel, which itself is cut by one or multiple slot canyons. This structure has a similar geometry to many examples reported from formerly glaciated landscapes (Brocklehurst and Whipple, 2002; Brocklehurst et al., 2008) and particularly from Alpine valleys, which points to similar processes resulting in their formation.
2.1 Overdeepened troughs in the Bern area
The target overdeepening near Bern was sculpted by the Aare piedmont glacier with sources in the central European Alps. From there, the Aare glacier flowed onto the Swiss Plateau (Fig. 2a) over a distance of > 20 km, and it merged with the Valais glacier north of Bern, at least during the Last Glacial Maximum (LGM) ca. 20 kyr ago (Fig. 2b). Upstream of the city area of Bern, two bedrock depressions, referred to as the Gürbe tributary trough and the Aare main overdeepening (Fig. 2c), form prominent basins. They are between ca. 150 (Gürbe trough; Geotest, 1995) and > 250 m deep (Aare main trough, Kellerhals and Häfeli, 1984) and several kilometres wide (Bandou et al., 2022). Downstream of the city of Bern, the Aare main overdeepening splits into several distributary branches. Among these, the Bümpliz trough (“Bü” in Fig. 2c) is the most prominent one with a depth > 200 m (Schwenk et al., 2022a, b). The other depressions, such as the Zollikofen trough, are shallower and reach a depth of < 150 m (Reber and Schlunegger, 2016). The study region also hosts the Meikirch overdeepening (labelled as “Me” on Fig. 3c), a nearly 200 m deep trough (Dürst Stucki et al., 2010; Dürst Stucki and Schlunegger, 2003), which appears to be isolated from the rest of the overdeepening system (Reber and Schlunegger, 2016). Although the area between the northern termination of the Aare main overdeepening and the Meikirch trough is made up of exposed bedrock (Gerber, 1927), the possibility of a connection between both depressions via a narrow canyon, while quite unlikely according to Reber and Schlunegger (2016), cannot be completely ruled out. The Aare main overdeepening itself is the most prominent trough in the city area of Bern and has a maximum depth of nearly 250 m (Reber and Schlunegger, 2016).
2.2 Chronologic framework of overdeepening fill
The Quaternary fill of the Aare main overdeepening has been placed into the chronological framework of glacial advances onto the Swiss Plateau during the past glaciations by previous authors. South of Bern, the Thalgut section (Fig. 2c) disclosed the occurrence of pollen fragments embedded in a lacustrine sequence at the base and near the top of the section (Schlüchter, 1989). The pollen assemblage at the base was assigned to the Holsteinian interglacial period (Welten, 1982, 1988; Schlüchter, 1989; Preusser and Schlüchter, 2004), which corresponds to either MIS 9 (Roger et al., 1999) or MIS 11 (see discussion in Preusser et al., 2011; Koutsodendris et al., 2012; and Schwenk et al., 2022a for a discussion of ages). The lacustrine sediments near the top of the same suite were assigned to MIS 5e (Welten, 1982, 1988; Schlüchter, 1989). Approximately 6 km farther downstream of the Thalgut section, the Brunnenbohrung drilling (Fig. 2d) penetrated nearly the entire sedimentary sequence of the Aare main overdeepening. Based on lithostratigraphic constraints and 14C ages established on organic fragments, Kellerhals and Häfeli (1984), and subsequently Zwahlen et al. (2021), assigned an age postdating MIS 6 to the entire succession. Farther north of Bern, Schwenk et al. (2022a) used the results of feldspar luminescence dating to propose that the sedimentary suite penetrated by the Rehhag drilling has an age of MIS 8 and older (Fig. 2d). Finally, the Neubrügg section, which is exposed at the NE end of the Bremgarten profile (Fig. 2a), exposes a ca. 60–70 m thick sequence with a till at the base and the top. The succession also includes sand and gravel deposits with pollen fragments between the till layers, which may indicate the end of a warm period according to Lüthy et al. (1963). Bandou et al. (2023) used this information to suggest that the till at the base and the top of the suite could correspond to the MIS 6 and MIS 2 glaciations, respectively, while the sediments recording a warm period (or the end of a warm time interval) could have been deposited during MIS 5e. We acknowledge that all of the aforementioned ages are not precise enough to reconstruct in detail the history of how and when the overdeepenings were formed, but they are consistent with the view that the deep troughs in the Bern area were originally formed after the Middle Pleistocene Transition (Schlüchter, 2004; Tomonaga et al., 2024) ca. 800 kyr ago and thus during the same period as when the U-shaped Alpine valleys were carved (Häuselmann et al., 2007; Valla et al., 2011).
2.3 Lithological architecture of bedrock
The bedrock in the region comprises an amalgamated suite of Early Miocene Upper Marine Molasse (UMM) sandstone beds south of Bern. Sedimentological analyses showed that these sediments were deposited in a shallow marine, mostly coastal environment (Garefalakis and Schlunegger, 2019). In the region north of Bern, the bedrock is made up of a Late Oligocene to Early Miocene suite of Lower Freshwater Molasse (LFM) sandstones and mudstones (Isenschmid, 2019). These sediments were deposited in a fluvial environment comprising channel fills and floodplains made up of sandstones and mudstones, respectively (Platt and Keller, 1992; Isenschmid, 2019). The bedding of the Molasse sediments and the contact between the UMM and the LFM gently dip towards the south by ca. 10° (Isenschmid, 2019), with the consequence that, south of Bern, the base of the Aare main overdeepening often consists of LFM deposits, while most of the upper part of the overdeepening is laterally bordered by bedrock made up of UMM. In addition, it has been postulated that the UMM sediments have a lower erodibility than the underlying LFM unit, based on the observation that the UMM forms a cap rock in the region (Isenschmid, 2019). Finally, Isenschmid (2019) documented that the Molasse bedrock beneath the Bern city area is dissected by left-lateral faults that strike NW–SE, offering zones of mechanical weaknesses.
2.4 Lithological architecture of overdeepening fill
Schwenk et al. (2022a) grouped the Quaternary sediments recovered from the Rehhag drilling into distinct facies assemblages based on a detailed description of the 210 m long drill core. The first assemblage, interpreted as subglacial traction till and encountered at the base of the Rehhag sequence (Fig. 2d), comprises a suite of gravel with angular to rounded clasts that are embedded in a sandy to silty, strongly compacted, and sheared matrix. This element shows strong lithologic similarities to the second facies assemblage, which consists of an alternation of gravel and sand layers and which was encountered in the middle of the drill core. This assemblage was interpreted by Schwenk et al. (2022a) as ice-contact fan deposits. Finer-grained facies assemblages consist either of (i) sand layers with mud and gravel interbeds (in the section between ca. 195 and 140 m depth), interpreted as deposits from proximal turbidity currents, or of (ii) alternating sand and mud layers (in the section between ca. 80 and 20 m depth), representing deposits from distal turbidity currents (Fig. 2d). The uppermost sequences made up of mud layers with isolated clasts (drop stones) were interpreted as lake bottom sediments (Fig. 2d). Based on OSL dating, Schwenk et al. (2022a) assigned an MIS 8 or possibly older age to the sequence at the Rehhag.
At the Mattenhof situated farther to the ENE, the log of the > 200 m thick Quaternary sequence was reconstructed based on cuttings (Geotest, 2013). The suite starts with a ca. 20 m thick gravel, which is overlain by a ca. 30 m thick succession of mud with gravel interbeds. Following the scheme of Schwenk et al. (2022a), we interpret this sequence as a till that is overlain by material supplied by turbidites (Fig. 2d). The following sequence between 166 and 124 m drilling depth comprises gravel beds with mud and interbedded sand layers. This represents a more proximal facies than the underlying sequence and could, according to the interpretation scheme of Schwenk et al. (2022a), correspond to ice-contact fan deposits. The overlying suite, up to a depth of 102 m, is made up of mud with some gravel layers and isolated clasts. Similarly to the basal unit, this material was most likely supplied by turbidity currents. The isolated clasts in this suite could represent drop stones. The upper part of the Mattenhof section consists of gravel deposits up to a depth of 42 m, followed by a silty gravel unit between 42 and 28 m depth and then another gravel sequence reaching the top of the section. This gravelly suite could potentially represent a glacio-deltaic system, postdating MIS 6 according to the regional correlation of Bandou et al. (2023).
For the Marzili drilling, information about the stratigraphic architecture of the > 250 m thick Quaternary suite was reconstructed based on cutting and gamma ray data (Gees, 1974). There, the sequence starts with a suite made up of gravels and interbedded sand layers, which we interpret as a till or as ice-contact fan deposits following the interpretation scheme of Schwenk et al. (2022a). These deposits are overlain by a sequence of mud with interbedded gravel layers, possibly representing an environment where a large portion of the material was supplied by turbidity currents. A 4 m thick gravel unit was encountered at a drilling depth of ca. 130 m, which could represent a till. The overlying sequence comprises an alternation of gravel and mud (Gees, 1974), possibly representing a suite of sediments supplied by turbidity currents. Towards the top, the Marzili section comprises a 6 m thick sequence made up of mud, and it ends with a 20 m thick fluvial gravel. Based on regional correlations, Bandou et al. (2023) tentatively assigned a post-MIS 6 age to the sequence overlying the gravel at 130 m depth.
Farther north, the Metas drilling penetrated a 110 m thick sequence without reaching the bedrock (Geotest, 1997). The drilled core starts with a ca. 90 m thick suite made up of mud and sand layers, which contains isolated clasts. These sediments were most likely deposited in a proglacial lake by turbidity currents. In this context, the isolated clasts could represent drop stones (Schwenk et al., 2022a). This sequence is overlain by a till (MIS 2?) and finally by a ca. 15 m thick proglacial gravel (Geotest, 1997). Finally, south of Bern, the > 250 m thick succession at the Brunnenbohrung site (log based on cuttings) starts with a till that is a few metres thick (possibly MIS 6), yet the drilling did not reach the bedrock (Kellerhals and Häfeli, 1984). The till is overlain by an alternation of mud, silt, and sand layers that is several metres thick (possibly MIS 5e). The latter unit is then followed by a > 30 m thick suite made up of a glacio-deltaic gravel; alternations of gravel, mud, and sand; and then again a 10 m thick gravel. It continues with a fining-upward sequence deposited by turbidity currents at the bottom of a lake. Measurements of 14C concentrations in organic matter point to an age of MIS 3 (Kellerhals and Häfeli, 1984). The topmost 100 m thick suite starts with a till at a depth of ca. 100 m (possibly MIS 2), which grades into a fining-up sequence made up of mud and silt deposited at the bottom of a lake. The Brunnenbohrung section ends with a fluvial gravel.
In summary, the Quaternary successions are spatially highly heterogeneous as disclosed by the drillings, but they all record the same depositional setting, as the sediments were most likely deposited in a glacio-lacustrine environment (e.g. Schwenk et al., 2022a). Apparently, the material supply was spatially highly heterogeneous (Schwenk et al., 2022b), as evidenced by the varying locations where coarse-grained facies assemblages were encountered in the drillings (Fig. 2d).
2.5 Density of Molasse bedrock and Quaternary sediments
Data on the bulk density of the Molasse bedrock and the overlying Quaternary sediments are crucial for interpreting gravimetric datasets (Kissling and Schwendener, 1990). In this context, Schwenk et al. (2022a), Schaller et al. (2023), and Schuster et al. (2024) measured γ-density values on drill cores with a multi-sensor core logger. Their results revealed a strong dependence of the material densities on lithology, with the largest-density values measured for gravel layers. However, in addition to lithological control, Schwenk et al. (2022a) showed that the measured density values generally increase with the depth at which the Quaternary sequences were deposited, indicating that post-depositional compaction also played a role in determining the density of the Quaternary sediments (Schwenk et al., 2022a). However, for interpreting the gravity signal of Quaternary sediments, the bulk density of the entire sedimentary suite is more diagnostic than the density values of individual sedimentary beds (Kissling and Schwendener, 1990). Such bulk density values were determined by Bandou et al. (2022) for the Molasse bedrock and the Quaternary sediments overlying the overdeepened troughs using the results of a Nettleton profile across the Belpberg (which is underlain by Molasse bedrock; Fig. 2c) and through 3D gravity modelling. Using this approach, these authors assigned a bulk density of 2500 kg m−3 to the Molasse units (Fig. 2c). This is a substantially higher value than the bulk densities between 2150 and 2000 kg m−3, which have been determined for the basal part and the top sequences of the Quaternary suites in the Aare main overdeepening, respectively. In particular, Bandou et al. (2023) documented that the best-fit reproduction of the gravity signals along the Bremgarten, Bern1, Bern2, and Kehrsatz profiles could be achieved by assigning a density value of 2000 kg m−3 to the topmost sediments postdating MIS 6 and a higher density of approximately 2150 kg m−3 (due to a greater compaction) to the underlying Quaternary deposits predating MIS 6. Drilling information (Mattenhof, Marzili, Metas) shows that the sediments younger than MIS 6 comprise a suite made up of gravels (Mattenhof); alternations of gravel, mud, and sand beds (Marzili); and mud with interbedded sand layers (Metas). The results thus indicate that the bulk densities of the Quaternary sediments depend less on the lithological architecture of the material or the depositional environment in which the sediments were deposited. Instead, they appear to be primarily influenced by the overburden of the overdeepening fill and the number of glaciations, during which the Quaternary sediments were compacted under a thick glacial cover (Bandou et al., 2023). For instance, a sequence postdating MIS 6 was compacted by a piedmont glacier during the Last Glacial Maximum (LGM) only, while the older sediments experienced a glacial compaction during at least two full glaciations.
2.6 Riegels and slot canyons in Alpine valleys
Bedrock swells between neighbouring basins are common features in previously glaciated landscapes (Anderson et al., 2006; Alley et al., 2019). They are common in the European Alps (see Fig. 3 for a few examples), and they have also been detected underneath active glaciers (Feiger et al., 2018; Nishiyama et al., 2019). In the Alps, most of the bedrock swells cross the thalweg of valleys (Fig. 3) and are dissected by inner gorges or slot canyons that connect the upstream with the downstream basin (Hantke and Scheidegger, 1993; Valla et al., 2010; Montgomery and Korup, 2011). In addition, Alpine bedrock riegels have a geometry where the upstream stoss side is flatter than the downstream lee side (insets of Fig. 3). This is particularly the case for the swells in the Aare valley (Fig. 3a; dip of stoss side and lee sides < 5° and > 6°, respectively; Hantke and Scheidegger, 1993), the Trift valley (Fig. 3b; ca. 30° versus 40°; Steinemann et al., 2021), and the Maggia valley (Fig. 3c; 6° versus 40°). Bedrock riegels and slot canyons are also found on the foreland plateau adjacent to the Alps, such as the example east of Lucerne (Fig. 3d), yet their geometric expressions are less well developed. In this work, we will document that the overdeepening beneath the city of Bern shares the same geometric properties as the ensemble of bedrock riegels and slot canyons in Alpine valleys.
The bedrock topography beneath the city area of Bern was already reconstructed in 2010 and then updated in 2016, based on information from thousands of drillings publicly available on the geoportal of the Canton of Bern (see Dürst Stucki et al. (2010) and Reber and Schlunegger (2016), respectively). Since these drillings primarily penetrated the entire Quaternary sequence down to the bedrock at the lateral margins of the Aare main overdeepening, we regard the bedrock topography model of Reber and Schlunegger (2016) for the shallow parts of the trough as accurate. However, detailed reconstructions of the deeper, central part of the overdeepening were hindered due to a lack of information from deep drillings at that time (Reber and Schlunegger, 2016). Here, we benefit from the results of a recent gravity survey conducted in the city area of Bern (Bandou et al., 2022, 2023; Bandou, 2023a) and information from new drillings > 50 m deep. We proceeded through compiling, as a first step, the publicly available gravity data. We re-processed them to provide information about the spatial pattern of the gravity signal, either from the bedrock topography beneath the overdeepening fill (Sect. 3.1) or from the overdeepening fill itself (Sect. 3.2). Using these data along with the results from modelling conducted by Bandou et al. (2023), we reconstructed a map outlining the general thickness distribution of the Quaternary sediments (Sect. 3.3). This was then used as the basis to update the existing bedrock topography model of Reber and Schlunegger (2016), thereby incorporating data from > 100 drillings that penetrated > 50 m into the subsurface (Sect. 3.4).
3.1 Assessing the gravity signal of the bedrock topography beneath the overdeepening
We compiled the gravity data collected by Bandou (2023a) and combined them with data archived in the Gravimetric Atlas of Switzerland by swisstopo (Olivier et al., 2008). From this dataset, we calculated the Bouguer anomaly values (see Bandou et al., 2023, for references to the methodological papers) using the density of the Molasse bedrock (2500 kg m−3) instead of the standard density of 2670 kg m−3 that is conventionally used for Bouguer anomaly corrections. We then draw the isogals (contour lines of equal Bouguer anomaly values) using the Golden Software Surface licensed to swisstopo. This map was used to infer the general shape of the bedrock topography beneath the overdeepening fill. In particular, deviations in the isogals from the long-wavelength trend can serve as a priori constraints for reconstructing the course and geometry of the bedrock outlining the overdeepening.
3.2 Assessing the gravity signal of the Quaternary sediments overlying the overdeepening
Subtracting the Bouguer anomaly values measured along a profile from the regional gravity field along the same profile yields what is referred to as the residual gravity anomaly. The related values provide information about a near-surface body or structure with a bulk density different from that of the surrounding bedrock (Kissling and Schwendener, 1990). Bandou et al. (2022, 2023) used this concept to determine the gravity signal of the Quaternary sediments overlying the Molasse bedrock. They proceeded by calculating the residual gravity anomaly values along 10 profiles perpendicular to the inferred course of the Aare main overdeepening (black lines in Fig. 2c). Note that, because the Quaternary deposits have a lower bulk density than the Molasse bedrock, the occurrence of such deposits results in a negative residual gravity anomaly (Kissling and Schwendener, 1990). Accordingly, a larger bulk mass of Quaternary sediments yields a stronger (and thus a more negative residual anomaly) signal than a fill with less Quaternary material (Kissling and Schwendener, 1990; Bandou et al., 2022). Following this concept, we compiled the residual anomaly data from Bandou et al. (2023) for each gravity profile and drafted a contour map where each line displays the same residual anomaly value. This map was drawn by hand, thereby considering the a priori information about the orientation of the Aare main overdeepening (Reber and Schlunegger, 2016).
3.3 Estimating the thickness of Quaternary sediments based on gravity data
Residual gravity anomaly values can be converted to thicknesses of Quaternary sediments through modelling, provided that a priori data are available (Kissling and Schwendener, 1990). This includes information on (i) density contrasts between the Molasse bedrock and the Quaternary fill, (ii) depths of bedrock encountered in drillings, and (iii) an already existing bedrock topography model (in our case the bedrock topography model of Reber and Schlunegger, 2016). Bandou et al. (2023) used a 3D gravity software referred to as PRISMA (Bandou, 2023b) to implement this approach, modelling the residual gravity anomalies along six profiles (Fig. 5b) where the aforementioned a priori data are well constrained. Note that, upon using PRISMA, the geometry of the overdeepening fill was approximated by Bandou et al. (2022, 2023) through multiple right-handed prisms oriented as perpendicularly as possible to the profile of interest (Nagy, 1966; Banerjee and Das Gupta, 1977). We compiled the results of the PRISMA modelling presented by Bandou et al. (2022, 2023) to draw a map displaying the thickness distribution of Quaternary sediments overlying the Aare main overdeepening. When creating this map, we considered that a trend towards smaller or larger negative residual anomalies indicates a thinning or thickening of the Quaternary sediments, respectively (Kissling and Schwendener, 1990; Bandou et al., 2023). The difference between the elevation of the modern topography and the thickness of the Quaternary sediments returns a map displaying the bedrock topography.
3.4 Combining the results of the gravity survey with drilling data to reconstruct the details of the bedrock topography
We updated the bedrock model of Reber and Schlunegger (2016) with information about the general shape of the overdeepening retrieved through gravity modelling outlined above, and we additionally considered the information of > 100 drillings that were sunk > 50 m deeply into the subsurface during the past years. Similar to Reber and Schlunegger (2016), we manually drew the isohypses of the bedrock, inferring that changes in the orientation of the contour lines and the depths of the bedrock were gradual. We finally combined the map displaying the geometry of the bedrock beneath the overdeepening with the elevation data provided by the 2 m SwissAlti3D DEM (based on lidar data of swisstopo) to present the shape of the bedrock topography as shaded relief.
4.1 Isogals and gravity signal of the bedrock topography beneath the overdeepening
The isogals calculated with the density of bedrock (2500 kg m−3) clearly depict the general gravity trend, which is characterized by a continuous SE-directed increase in the Bouguer anomaly values from −85 mGal in the NW to −105 mGal towards the SE (Fig. 4). Note that a more negative value implies a stronger gravity anomaly. The isogals generally strike SW–NE, reflecting the orientation of European continental lithosphere, which gently dips beneath the Alpine orogen. However, and most importantly in our context, the isogals also deviate from this pattern by being deflected towards the NW, where we expect the occurrence of the Gürbe tributary trough and the Aare main overdeepening. This anomaly (or deflection) has indeed the largest amplitudes of > 4 and > 3 mGal beneath the Aare (location 1a on Fig. 4) and Gürbe (location 1b) valleys, respectively. This indicates that the depth of the overdeepened trough is greatest there. Farther to the NW, the amplitude of the deflection decreases from approximately 3 mGal at site 2 (between Airport and Kehrsatz) to < 1 mGal at site 3 (Fig. 4), suggesting a shallowing of the bedrock trough and thus the occurrence of a swell (or riegel). From there, the amplitude increases again at site 4 as the trough appears to deepen once more, after which the anomaly fades farther to the NW.
4.2 Gravity signals of the Quaternary sediments overlying the overdeepening
The residual gravity anomalies, which correspond to the gravity signal of the Quaternary sediments, reveal the same pattern as the isogals where the Bouguer anomaly values were calculated with the bedrock density of 2500 kg m−3. For the sections across the Aare main overdeepening (Fig. 2c), Bandou et al. (2022, 2023) showed that the Quaternary fill of the Aare main overdeepening results in a gravity signal that ranges between ca. −4.0 and −0.5 mGal. In addition, they showed that this signal changes from upstream to downstream: in particular, along the Gürbe–Aare transect (Fig. 2c), which also crosses the Belpberg ridge made up of Molasse bedrock, the strength of the signal ranges from ca. −2.9 mGal in the Gürbe valley to ca. −4.1 mGal in the Aare valley (Bandou et al., 2022). Farther downstream, the residual anomaly values and thus the signal of the overdeepening fill decrease, where the corresponding values change from ca. −3.0 mGal (Airport profile) to approximately −1.5 and finally ca. −1.0 mGal along the Kehrsatz and Wabern2 profiles, respectively (Fig. 5a). The weakest signals with values between ca. −0.5 and −1 mGal were reported for the Wabern1 profile (Bandou et al., 2023; Fig. 5a). This suggests a decrease in the mass of Quaternary sediments approaching Wabern1, most likely due to a shallowing of the bedrock forming a riegel in this area. Farther downstream, the gravity signal of the Quaternary fill increases again and reaches values between ca. −1.0 and ca. −2.0 mGal along the Bern sections and then approximately −2.5 mGal along the Bremgarten section ca. 2 km farther downstream. This points towards an increase in the Quaternary mass and thus towards a deepening of the trough in this direction. The residual anomaly data thus clearly depict the course of the Aare main overdeepening, which strikes SE–NW in the city area of Bern (Figs. 2c and 5a). Towards the NW margin of the study area, a second overdeepening referred to as the Bümpliz tributary trough (Schwenk et al., 2022a) or Bümpliz side channel (Fig. 5b) strikes SW–NE and converges with the Aare main overdeepening NW of Bern. The gravity signal of the Bümpliz sedimentary fill is less and reaches a value of ca. −1.5 mGal (Fig. 5a; Bandou et al., 2023). Finally, the upstream side of the inferred bedrock riegel dips more gently than the downstream side, which is twice as steep: on the stoss side, the residual gravity anomalies change from < −2.5 to > −1.0 mGal over a downstream distance of ca. 4 km, whereas, on the lee side, the same change in the gravity signal occurs over only 2 km. Given that the residual gravity signal is a direct response of the bulk mass of Quaternary sediments overlying the Molasse bedrock (see Sect. 3.2) and thus their volume supposing a lower density than the Molasse bedrock (see next section and Bandou et al., 2022, 2023), the differences in the upstream and downstream gradients of the residual gravity anomaly values disclose the contrasts in the dip angles of the bedrock topography.
4.3 Thickness of Quaternary sediments
Available drilling information shows that the Quaternary fill in the Bern region generally consists of an alternation of gravel, sand, and mud (Fig. 2d), which have a bulk density that ranges from 2150 kg m−3 for material at the base of the overdeepening fill to 2000 kg m−3 for the sediments towards the top (Bandou et al., 2023). Based on a sensitivity analysis where the gravity response to different densities for the Quaternary sediments was evaluated, Bandou (2023a) and Bandou et al. (2022, 2023) could exclude the possibility that the Bouguer anomaly and residual anomaly patterns displayed in Figs. 4 and 5a could be explained by spatial differences in the sedimentary architecture of the Quaternary fill. For instance, the low residual gravity anomalies displayed in the region of the Wabern2 profile (Fig. 5a) would require an amalgamation of highly compacted glacial till. However, this is not consistent with the stratigraphic log of the core drilled at Metas (Fig. 2d), which is made up of an alternation of sand, mud, and gravel that was most likely deposited in a lacustrine environment. Instead, we prefer a perspective where the pattern of residual gravity anomaly values reflects spatial variations in the thickness of the Quaternary sediments. Accordingly, the thickest Quaternary suite can be found upstream and downstream of Bern (Fig. 5b), where the Aare main overdeepening is between 4 and 5 km wide and > 200 m deep, consistent with drilling information (Bandou et al., 2023). In the city area of Bern, however, the main trough tends to become shallower. This is indicated by the thickness of the Quaternary sediments reaching 100 m and possibly less (Fig. 5b). The thickness of the Quaternary sediments filling the trough then increases again farther downstream.
4.4 The consideration of deep drillings discloses the occurrence of slot canyons
The reconstructed bedrock topography of the target region reveals a complex pattern (Fig. 6), which can be described as a bedrock riegel that is dissected by multiple, partly anastomosing slot canyons or inner gorges (Bandou et al., 2023). At this stage, we cannot precisely reconstruct the number of the inferred canyons because we lack a high-resolution database of deep drillings (Fig. 6). However, the discrepancy between (i) a relatively low gravity signal particularly between the Wabern2 and the Bern sections (Fig. 5a) and (ii) drillings that reached the bedrock at much deeper levels > 200 m below the surface (Fig. 6) can only be resolved by invoking the occurrence of a plateau at shallow elevations that is dissected by one or multiple slot canyons (Fig. 7). These gorges are up to 150 m deep and may connect the overdeepened basins upstream and downstream of the city area of Bern. In particular, south of Bern along the Aare profile (Figs. 2b and 8a), the Aare main overdeepening has a cross-section that displays two superimposed levels of U-shapes, each of which has steep lateral flanks and a flat base. While the upper flat base occurs at an elevation of ca. 450 , the lower flat contact to the bedrock is situated at ca. 250 and is thus approximately 200 m deeper than the upper level (Bandou et al., 2022). Approximately 5 km farther downstream along the Airport section (Figs. 2b and 8b), the cross-section of the Aare main overdeepening maintains its generally U-shaped geometry with a base at an elevation between 200 and 250 There, the base of the overdeepening appears less flat than farther upstream, but we acknowledge that the density of deep drillings in the region (Fig. 6) and the resolution of the gravity data (Fig. 5a; Bandou et al., 2023) are not high enough to fully support this comparison. Upon approaching the city area of Bern, the base of the bedrock becomes shallower and appears to evolve towards a plateau particularly between the Kehrsatz and Bern2 sections (Figs. 6, 7, and 8c–e). This plateau is situated at an elevation of ca. 400 (dashed lines in Fig. 8) and dissected by multiple slot canyons, as evidenced by drillings reaching depths down to ca. 300 and even lower elevations, yet the canyons remain undetected by the gravity survey. This implies that the canyons must be cutting up to 150 m deep below the plateau at ca. 400 and that they are too narrow to be detected by the gravity survey (Bandou et al., 2023). Farther to the northwest, reaching the terminal part of the Aare main overdeepening (Fig. 2b), the trough widens again and gives way to a relatively deep basin, where the deepest part occurs at an elevation of almost 300 (Figs. 6 and 8f). This terminal basin appears to be connected with the Bümpliz tributary trough farther to the SW. However, the density of the drillings is too low (Fig. 6) to determine whether a possible bedrock swell separates the Aare main overdeepening from the Bümpliz tributary trough (Fig. 2b).
5.1 Limitations upon reconstructing the bedrock topography model
The inferred existence of a bedrock riegel and slot canyons below Bern is based on two features: (i) gravimetric data showing a relatively low negative anomaly, which we interpret as a low depth to bedrock in the Bern city area, and (ii) previous borehole logs that show a much greater drilled depth to bedrock. Indeed, the combination of deep bedrock detected from borehole data in an area otherwise characterized by shallow bedrock, as imaged by gravimetry, suggests that the canyons must extend deeply while remaining highly confined in order to stay below the spatial resolution of the gravimetry method. However, we acknowledge that no direct drilling evidence confirms the presence of such a riegel. Nevertheless, the contour lines of the Bouguer anomaly values, calculated using a density of bedrock (2500 kg m−3), indicate that the target overdeepening is generally broad and deep upstream of Bern, shallow beneath the city, and then narrows and deepens downstream of it (Fig. 4). In addition, gravity data collected at 10 gravity stations along the Bern2 profile point towards the occurrence of a residual anomaly signal with a short wavelength beneath the main large-wavelength residual gravity anomaly (Fig. S1a and b in the Supplement). Indeed, using the results of 3D gravity modelling, Bandou et al. (2023) considered the large-wavelength anomaly to be the gravity response of the Quaternary fill overlying the bedrock riegel, whereas the short-wavelength anomaly beneath it suggests the possible presence of a slot canyon filled by Quaternary sediments (Fig. S1c). Further slot canyons could not be identified upon modelling due to a lack of resolution of the gravimetric data.
In summary, we are confronted with the situation that there is most likely a bedrock riegel imaged by the gravity data and that thick Quaternary deposits (deep erosion) have been encountered in some deep drillings as well (and have also been detected in the Bern2 gravity profile; Fig. S1a and b). We thus propose an interpretation where a bedrock riegel is cut by narrow slot canyons filled with Quaternary sediments, as such a scenario adequately combines the findings from our gravity survey and drilling information. Furthermore, using the modern examples such as the Aare gorge displayed in Fig. 3a as a basis, we interpret that these slot canyons formed the hydrological link between the upstream and downstream basins. We exclude an alternative interpretation where the drilled Quaternary sequences represent the filling of isolated glacial potholes. Indeed, the short distance between the individual boreholes with thick Quaternary sequences and the almost linear arrangement of these boreholes, particularly near Wabern1 (Fig. 6), suggests that the drilled sequences comprise the fill of continuous channels rather than potholes.
5.2 Subglacial origin and the role of subglacial meltwater
It is agreed upon in the literature that the formation of overdeepened basins can be understood as the response of erosion by glaciers. The main arguments that have been put forward are (i) the depths of the base of these depressions, which are generally below the current fluvial base-level, and (ii) the occurrence of adverse slopes in the downstream direction of these basins (Fig. 1; Preusser et al., 2010; Patton et al., 2016; Alley et al., 2019 Magrani et al., 2022; Gegg and Preusser, 2023). Such geometric features are also encountered for the Aare main overdeepening beneath the city area of Bern. Therefore, the origin of this depression has repeatedly been interpreted as the response of the erosional processes of a glacier with a source in the central Alps of Switzerland (Dürst Stucki et al., 2010; Preusser et al., 2010; Reber and Schlunegger, 2016; Magrani et al., 2022; Bandou et al., 2023). As a refinement already outlined by Bandou et al. (2023) and further detailed in this work, the overdeepening beneath Bern can be subdivided into a southeastern and a northwestern sub-basin. These depressions are separated by a bedrock riegel or swell, which itself is dissected by one or multiple slot canyons establishing a hydrological link between the upstream and downstream basins (Fig. 6). Such ensembles of basins, riegels, and slot canyons (or inner gorges) are common features in Alpine valleys (Fig. 3) and have therefore been the target of previous research. In this context, it was proposed that such gorges and riegels in the Alps were likely shaped during several glacial/interglacial periods (Montgomery and Korup, 2011) and that the incision of the canyons occurred during the decay of glaciers and ice caps, when large volumes of meltwater were released (Steinemann et al., 2021). As a further, yet only partly related, example, erosion by subglacial meltwater was put forward to explain the formation of inner gorges at the margin of the Fennoscandian ice sheet (based on the pattern of surface exposure ages; Jansen et al., 2014), and such a mechanism was used to explain (i) the origin of the deep channels on the floor of the eastern English Channel and (ii) the breaching of the bedrock swell at the Dover Strait during the aftermath of the Marine Isotope Stage (MIS) 12 glaciation or a later glacial period (Gupta et al., 2007, 2017; Cohen et al., 2014). In this context, Jansen et al. (2014) noted that typical field evidence for inferring a subglacial meltwater control includes (i) the occurrence of anastomosing channels, (ii) undulating valley long profiles, and (iii) a topography that apparently amplifies the hydraulic potential. The resolution of our data is not enough to see such details of the valley long profiles, but it is sufficient to display the anastomosing patterns of the slot canyons, with channels meandering, splitting, and merging again (Fig. 6).
5.3 Formation through erosion by subglacial meltwater inferred from theory and modelling
Besides the geometrical arguments and field-based observations outlined in the previous section, a subglacial meltwater influence on the formation of overdeepenings has also been inferred based on theoretical considerations, including the relationships between meltwater runoff and the sediment transport capacity of proglacial and subglacial streams (e.g. Boulton and Hindmarsh, 1987; Alley et al., 1997; Herman et al., 2011, Beaud et al., 2016). Because sediment transport increases exponentially with both the volume and seasonality of meltwater runoff, Alley et al. (1997) interpreted that subglacial and proglacial streams are among the most efficient sediment transport mechanisms on Earth. This process peaks in the ablation zone of a glacier, where surface melt reaches the bed and significantly contributes to the generation of subglacial runoff. Also on theoretical grounds, Cohen et al. (2023) showed that subglacial meltwater is able to remove the sediment from the base of a glacier and to further incise into bedrock provided that the pressure of the subglacial meltwater and that of the ice overburden are at least the same (Boulton and Hindmarsh, 1987). The results from the model of Cohen et al. (2023), tailored to determine the location of the subglacial drainage pathways, further suggest that such conditions most likely prevailed at the front of piedmont glaciers and particularly during the decaying stage of a glacier when large volumes of meltwater were available. In addition, the model predicts that, under such circumstances, the locations of subglacial meltwater pathways are likely to coincide with segments where high rates of glacial erosion occur (Cohen et al., 2023). Therefore, reaches with evidence for intense erosion by both water and ice occur in the same area and are hydrologically connected with each other. We propose this to be the case for the ensemble of overdeepened basins and slot canyons beneath Bern.
5.4 The role of bedrock strength and the confluence of two glaciers
The formation of riegels and basins is consensually understood as conditioned by differences in bedrock strengths. This also concerns the controls on the size of a basin itself, where bedrock with a high erodibility tends to host a larger basin than lithologies where the erodibility is low (e.g. Magrani et al., 2020; Gegg and Preusser, 2023). Following this logic, swells would preferentially form in locations where the bedrock has a lower erodibility than the rock units farther upstream and downstream. This has been documented for the riegel in the Aare valley, which separates an overdeepened basin upstream from a wide valley farther downstream (Fig. 3a). There, the bedrock riegel is made up of the Quinten Formation (Gisler et al., 2020; Stäger et al., 2020). These limestones tend to have a lower erodibility (Kühni and Pfiffner, 2001) than the sandstone–marl alternations (North Helvetic Flysch; Gisler et al., 2020; Stäger et al., 2020) downstream of the bedrock swell and the suite of sandstones, marls, and dolomite beds upstream of it (Mels and Quarten formations; Gisler et al., 2020; Stäger et al., 2020). Another example is offered by the riegel in the Trift valley (Fig. 3b), where the bedrock forming the ridge is made up of a banded, biotite-rich gneiss (Erstfeld gneiss). Upstream and downstream of the swell, the bedrock is cut by multiple faults and fractures, thus offering a lower resistance to erosion (Steinemann et al., 2021). In the Bern area, the bedrock architecture is comparable to the examples explained above, where the UMM, which has a low erodibility, forms the swell, whereas the LFM with a relatively large erodibility constitutes the bedrock downstream of the riegel (Sect. 2.3). In addition, the NW–SE strike faults in the Molasse bedrock (Isenschmid, 2019), which offer zones of mechanical weaknesses, most likely controlled the course of the slot canyons, as they have the same orientation.
Besides bedrock erodibility contrasts, the occurrence of the bedrock swell in the confluence area between the Valais and Aare glaciers (Fig. 2b) is an additional significant observation. This is consistent with confluence area examples of Alpine valleys (Fig. 3) and topographic and bathymetric DEMs of overdeepenings in Labrador, Canada (Lloyd et al., 2023). In these cases, the deep carving into the bedrock would be the result of an acceleration of the ice flow (Herman et al., 2015) in response to the increase in the ice flux downstream of the confluence region. Alternatively, a bedrock riegel could also form upstream of the confluence of two glaciers (see e.g. the Maggia valley as modern example; Fig. 3c). For the Bern area, the damming of the Aare glacier by the much larger Valais glacier could have caused a reduction in the flow velocity of the Aare glacier (Fig. 2b). Consequently, the shear velocity and thus the bedrock abrasion rates would decrease, thereby facilitating the preservation of a bedrock swell.
5.5 Differences in the geometries between the exposed riegels and basins in Alpine valleys and the overdeepening beneath Bern
Despite obvious similarities between the geometric properties of the overdeepening system beneath Bern and the currently exposed riegels and slot canyons in Alpine valleys, there are also major differences (Fig. 3 versus Figs. 6 and 8). The most striking one is the occurrence, beneath Bern, of the riegel and inner gorges approximately 50–100 m below the current base level and the absence of an obvious continuation of the thalweg NW of Bern (Fig. 2c). Accordingly, the inferred interpretation where the slot canyons beneath Bern were formed by subglacial meltwater requires a mechanism where the meltwater is not only capable of incising into bedrock beneath a glacier but also of escaping the depression by ascending nearly 200 m from the base of the overdeepening to the surface near the glacier's snout. Using Bernoulli's principle as a basis (e.g. Batchelor, 1967), it was proposed that such an ascent of subglacial meltwater was driven by the translation of high hydrostatic pressures into hydrodynamic pressures at the downstream margin of a glacier (Dürst Stucki and Schlunegger, 2013). Such a mechanism is most effective at work where the surface slope of a glacier is steeper than the adverse slope of an overdeepening (Hooke and Pohjola, 1994), as is commonly found in the frontal part of a glacier (Fig. 1a). Since the ratio between the densities of ice and water is > 0.9 (Harvey, 2019), the inferred 200 m rise in the meltwater requires a minimum hydrostatic pressure corresponding to > 220 m thick ice to allow an upward water flow. Such a scenario is plausible, as the Aare glacier in the Bern area was estimated to have reached several hundred metres in thickness during past glaciations (Bini et al., 2009; Preusser et al., 2011; Fig. 2b). If this hypothesis is valid, then the thickness of the piedmont glaciers sets an uppermost limit to the depth at which overdeepenings can be carved into the bedrock, since it represents the driver of overpressure required for the subglacial meltwater to ascend to the surface from deeper levels.
Bedrock riegels separating upstream and downstream basins are common features in modern Alpine valleys, and they have been documented from overdeepenings in the region of Bern. We propose that these riegels occur as ensembles together with slot canyons that cut through these swells and establish a hydrological link between the upstream and downstream basins. We suggest this based on our reconstruction of the bedrock topography of the Aare main overdeepening in the Bern area, and we propose that such ensembles of basins, riegels, and slot canyons also occur in other Alpine overdeepenings such as the Rhone, Rhine, and Inn valleys (Fig. 9). We further suggest that these slot canyons were formed through incision by glacial meltwater during the deglaciation when large volumes of meltwater were available. As the flow must counteract adverse slopes, it may also be envisioned that the slot canyons formed during glacial maxima, when ice thickness (and thus excess hydrostatic pressure) is at its maximum, driving vigorous underflows. For the bedrock swell underneath Bern, the resolution of the dataset presented in this work does not allow us to locate and reconstruct the precise course of the inferred slot canyons. However, the presented reconstruction of the bedrock topography reconciles (i) the occurrence of low residual gravity anomalies in the Bern area (Fig. 5a), which suggests a topographic high of the incised bedrock marking the base of the overdeepening, and (ii) the significant depth at which Quaternary sediments were encountered in drillings, indicating deep-reaching bedrock incision (Figs. 6 and 7). In many Alpine valleys, such ensembles of riegel and slot canyons appear to be preferentially formed in the confluence area between two glacial valleys and where the bedrock has a relatively low erodibility. We posit that this configuration is also valid for the overdeepening below the Bern area, where such a bedrock swell appears to be situated just upstream of the confluence between the Aare and Valais glaciers, at least during LGM times and possibly during previous glaciations. In addition, the inferred bedrock riegel beneath Bern is located where the bedrock has a lower erodibility than farther downstream.
In summary, we present a bedrock model that documents an upstream–downstream trend in the subglacial drainage network: (i) along the Aare cross-section, which is situated upstream of the riegel, there appears to be no evidence of a channelized subglacial drainage network incising into the bedrock; (ii) in the area of the inferred riegel, we postulate the occurrence of an anastomosing network of slot canyons based on drilling information, which evolves (iii) downstream of the riegel into a single canyon, as seen along the Bremgarten cross-profile. This raises further questions about the mechanisms that could be responsible for these changes in the network, how such processes evolved in space and time, and how possible variations in the subglacial drainage network would have affected bedrock erosion and ice flow. Answers to such follow-up questions require detailed constraints on the ages and the sedimentary architecture of the Quaternary fill, which are not available. However, the small amount of chronological information published on the Quaternary fill of overdeepenings in the Swiss Plateau does support an interpretation where the deep carving occurred during multiple stages since the Middle Pleistocene Transition ca. 800 kyr ago (Schlüchter, 2004). Apparently, the change in the frequency of glacial–interglacial cycles from a 40 ka to a 100 ka periodicity, which occurred at that time, not only resulted in rapid glacial erosion (Pedersen and Egholm, 2013) and in the deep glacial carving of U-shaped valleys in the Alps (Häuselmann et al., 2007, Valla et al., 2011), but also in the formation of overdeepenings with complex geometries, including basins, riegels, and slot canyons, in the foreland.
All data used in this paper can be ordered by the authorities of the Canton of Bern and by the authors on request.
The supplement related to this article is available online at: https://doi.org/10.5194/esurf-12-1371-2024-supplement.
EK designed the study, together with FS and DB. DB collected the gravity data and processed them, with support by UM and EK. FS wrote the paper and conducted the analyses and interpretation of the data. RR drafted the bedrock topography map. PS, MS, DM, and GD contributed to the discussion. All authors approved the article.
The contact author has declared that none of the authors has any competing interests.
Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors.
The financial contributions from the Stiftung Landschaft und Kies, swisstopo, and the Gebäudeversicherung Bern (GVB) are greatly acknowledged.
This research has been supported by the Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (grant no. 200021_175555).
This paper was edited by Wolfgang Schwanghart and reviewed by Lukas Gegg and one anonymous referee.
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