Abstract
Solution pipes are an important geomorphological feature in carbonate rocks formed by the host rock’s dissolution due to water’s focused flow, indicating the phenomena of water focusing in particular areas. However, their visual exposures are often limited by sediment and vegetation cover, making it challenging to understand their spatial distribution and morphology. In this study, we used geophysical methods such as ground penetrating radar (GPR) and magnetic gradiometer to detect and estimate the spatial distribution of solution pipes in a freshly exposed quarry site in Smerdyna, Poland. Our results indicate that both GPR and magnetometric measurements effectively detect most of the solution pipes, particularly those filled with large amounts of clay and silt particles. The GPR method, in particular, proved to be convenient due to the high contrast of the dielectric constant. The information on the positions and shapes of the pipes obtained based on these methods is crucial in understanding the link between pipe morphology and the physical conditions at the time of their formation. Furthermore, our measurements provided quasi-spatial correlations between pipe positions, the distribution of inter-pipe distances, and the potential relationship between alignments of rock joints and pipe locations. Our study demonstrates the potential of geophysical methods in detecting and understanding solution pipes, which are essential from environmental and climatic perspectives. This information can be used for future studies on pipe formation and environmental impact.
1 Introduction
Epikarst, a skin of karst [1], is a weathered zone of enhanced porosity, usually near the soil/bedrock contact [2]. It is also a very fragile zone, which can be easily eroded or destroyed, on the one hand, and contaminated on the other. It is a zone associated with a number of natural risks, such as sinkhole development or ground subsidence, which is a hazard to anthropogenic structures.
Reliable characterisation of the epikarst system is critical for understanding its hydrological dynamics, groundwater vulnerability, and risk assessment of potential hazards. However, epikarst is difficult to characterise, despite its proximity to the surface. This is due to several factors. First, epikarst is highly heterogeneous, with many features at all scales, from large funnels down to small caverns, karst pockets, and solution pipes. Second, epikarstic components are usually covered with the soil or sediment layer, which limits direct observations to outcrops, except where the soil has been completely eroded. Hence, one is forced to resort to indirect methods of karst detection, in particular with the use of geophysical techniques [3,4,5,6,7], such as microgravimetry and magnetometry, DC-resistivity methods – mainly electrical resistivity tomography; and other electromagnetic methods, ground conductivity meter – slingram, very-low-frequency technique, time domain electromagnetic and ground penetrating radar (GPR), and a wide range of seismic methods (see ref. [5] for an overview of the most popular techniques). These methods have been typically used to detect features such as caves, larger conduits or collapse valleys [5,8,9]. However, smaller structures, such as pinnacles or notches, have also been detected [6,10,11]. Here, we apply GPR and vertical magnetic gradient (gradiometry) techniques to detect relatively small solution pipes (∼0.5 m in diameter) that usually have numerous epikarst features and important water conduits to the subsurface. Solution pipes are karst geomorphological features formed in carbonate rocks with matrix porosity. The pipes appear as tubular vertical or near-vertical cavities in the epikarst zone. They vary in size and can be over 100 m deep and over 10 m in diameter, but the most common are depths between 1 and 4 m and diameters between 20 and 80 cm [12]. Challenges in characterisation and mapping of solution pipes were mentioned by Lipar et al. [13].
Information about the internal structure of shallow deposits can be obtained with the GPR measurements, providing non-invasive high-resolution and continuous electromagnetic wavefield images (radargrams). The GPR method has been successfully applied to investigate the internal architecture of limestone [14,15], limestone gallery network [16], or karst features [14,17,18,19,20,21,22,23,24]. The ability of GPR to map cylindrical vertical karst structures, including solution pipes, was tested several times [17,18,19,20,21,22,23]. These studies have not always produced precise results, and not all objects are detected. Sometimes, larger pipes are only suggested [19,23]. Successful recognition of solution pipes by GPR probably depends on several factors, such as the size of the solution pipes, the antenna frequency, the overburden thickness, and the contrast of electrical properties between the material filling the solution pipes and the rock.
Additional information about shallow deposits can also be obtained by gradiometers, the instruments designed to measure gradients of Earth’s magnetic field. It is possible to determine horizontal gradients [25]. However, only the vertical component was used in this research as it is easier to process. In the ground version of gradiometers, the distance between sensors should be between 0.5 and 1.5 m [26]. As the vertical gradient is measured, noise effects from long-wavelength magnetic fields are suppressed, and only anomalies from external sources are amplified. All magnetic datasets contain elements of disturbances and artificial noise; therefore, they require diurnal correction. The most significant correction is the diurnal variation in the Earth’s magnetic field. However, the obtained data can be adjusted by measuring only the gradient and not the absolute value of the magnetic field. The gradient is determined by subtracting the measurement results between the two sensors. Thus, the diurnal variation is automatically corrected as it has the same effect on both measurements [27]. The gradient of the dipole magnetic field is inversely proportional to the fourth power of the object’s distance from the measuring station to the source of this field [28]. Thus, as the depth of the anomaly source increases, the value of the measured gradient decreases rapidly. When measuring the magnetic field using the gradient method, direct information about shallow objects, at the level from a few to several metres below the ground surface, is obtained [29]. The influence of the regional field associated with more profound and extensive anomalies is negligible.
This study tested the geophysical approach of detecting solution pipes using GPR and gradiometers. We analyse the detection capability of these methods in terms of pipe locations, distribution, and morphology by comparing the predictions with the field data. We chose a freshly exposed quarry site, which allowed us to test this approach in a latitudinal cross-section with visible pipes to verify the results. An example of a solution pipe from the investigated quarry is shown in Figure 1.

An example of a solution pipe on the walls of the Smerdyna quarry.
2 Geological setting
The research area is located in the surroundings of Smerdyna village, roughly 12 km east of Staszów in southeastern Poland (Figure 2a), in a temperate warm transitional climatic zone with increased continental impact [30]. Mining activities provided extensive exposure to Middle Miocene calcarenite with the presence of solution pipes. The calcarenite is part of the Chmielnik formation [31], representing a range of quartz-rich sandstones and calcarenites of post-collisional deposition on the basin forebulge flank [32]. The bioclastic white to pale grey calcarenites around Smerdyna exceed 90% carbonate content and mainly contain quartz residues, followed by illite and smectite clay minerals [33]. The calcarenites are fractured and cross-bedded; their cross-beds are angled up to 27° with only a few degrees of post-depositional tilting [33,34]. The total porosity is estimated to be 36% [35]. The calcarenites are overlain by up to 5 m of uncemented Pleistocene glacial tills [36] from which the material for filling solution pipe is derived [33].

The locality of the research area. Location of the study area on the map of Poland (a). The satellite image of the grids inside the quarry (red – Grid 1; yellow – Grid 2; blue – Grid 3) (b).
The solution pipes were described first in the quarry where the surveys were conducted [37,38] as karst forms filled with brown weathered material. Mycielska [37] indicated that these fillings are made of glacial tills. Later, research from Mycielska-Dowgiałło [38] allowed for the extension of this information and it was concluded that the karst structures are also filled with various sediments. White and dusty lime sediment is at the bottom of the solution pipes, and above is a reddish-brown weathered material (Terra Rossa). Sometimes, sand inserts are visible between the streaks of the weathered layer. Then, there are Pleistocene formations made of sand with clay at the bottom above the clay. According to Mycielska-Dowgiałło [38], the boundary between red-brown (Terra Rossa) and sand-brown weathered materials is often blurred. Many solution pipes were found in the investigated quarries in longitudinal and lateral cross-sections. Morawiecka and Walsh [39] and Walsh and Morawiecka-Zacharz [33] published a detailed study of solution pipes in this locality, including lithological characteristics of this area. The average depth of the pipes is 1.9 m, and the average diameter is 0.6 m. Their formation is most likely related to releasing a large amount of water during the Elsterian deglaciation (∼450–400k year ago) [12,33]. Based on the surrounding walls of the quarry, around 2 m of limestone was removed from the analysed surface.
3 Materials and methods
GPR and gradiometry measurements were carried out on three different polygonal grids on the freshly excavated ground of the quarry (Figure 2b). The bottom of the quarry was heavily altered and the ground was disturbed as a result of calcarenite extraction. Here and there, areas where solution pipes could potentially be located were visible – darker or brighter material appeared, scattered irregularly nearby. The area (Grids 1 and 2) was selected in such a way that the searched structures were visible, i.e. there were indications of the occurrence of solution pipes. At Grid 3, the quarry floor was covered with a heavily altered layer of sand and clay, and the ground was disturbed as a result of calcarenite extraction. The location of the solution pipes was confirmed after geophysical measurements, when the covering layer was removed with a shovel (Grids 1 and 2) or an excavator (Grid 3).
Grid 1, with dimensions of 2.8 m × 3.5 m, was focused on a single large solution pipe. Grid 2, 1.8 m × 3.5 m in size, was aimed at two solution pipes with different fillings. In addition, one of the pipes was situated at the edge of the grid in such a way that only half of its horizontal circular area was measured. At Grid 1 and Grid 2, solution pipes were visible, i.e. there were indications of the occurrence of solution pipes on the quarry floor prior to the GPR and gradiometry survey. This allowed us to check how the instruments detected their presence. Grid 3 was the largest, 11.5 m × 12.5 m in size, and contained visually identified pipes of various sizes and fillings. The methodological assumption of the conducted geophysical measurements was to test their effectiveness in places where the presence of solution pipes (Grids 1 and 2) was suspected and then to apply these methods in the areas where there were no indications that solution pipes were present below (Grid 3). In terms of methodology, Grid 2 was particularly interesting, where indications of the occurrence of solution pipes were visible as dark and bright zones. Both geophysical surveys were performed on dense measurement grids. Measurement profiles were determined parallel to each other. On the largest grid (Grid 3), measurements were also made on perpendicular profiles. The GPR measurements were acquired for the assumed length of each profile. In comparison, the magnetic gradiometry measurements on each profile were made with a time-step approach along more or less the same lines as the GPR with the determination of the exact position according to its internal global positioning system (GPS).
3.1 GPR
The GPR measurements acquired a total of 15 lines for Grid 1, 10 lines for Grid 2, and 57 X and 69 Y lines for Grid 3. GPR profiles were determined parallel to each other at a distance of 0.2 m. The real distance between the Y profile lines on Grid 3 turned out to be smaller – the average distance is 0.18 m. The Malå Ground Explorer (GX) High Dynamic Range system with a shielded 450 MHz antenna was used during the surveys. The GPR data were collected using a trace distance interval of around 0.04 m and a sampling interval of 0.195 ns. The obtained GPR data were processed in ReflexW software [40] using multiple procedures to improve the signal-to-noise (S/N) ratio and correlate valuable reflections. The data were processed using the following steps: subtraction of the mean (dewow), moving the start time, gain function, bandpass filtering, background removal, and time cut. The data collected in the form of a 2D profile grid on the surface were used to create a 3D volume in Voxler software.
3.2 Magnetic gradiometer
Gradiometric measurements were conducted using the GEM GSM-19T Overhauser Magnetometer integrated with GPS. This allowed for measuring the total magnetic field with its location and vertical gradient. The latter was used in our analysis. The distance between the sensors for vertical gradient measurements was set to 0.96 m, within the recommended range for the ground version of gradiometers [26]. When a vertical gradient is measured, the noise effects from long-wavelength magnetic fields are suppressed. In particular, correcting the diurnal variations in the Earth’s magnetic field is optional, as is the case for the total magnetic field data [27]. The gradient of the dipole magnetic field is inversely proportional to the fourth power of the object’s distance from the measuring station to the source of this field. Therefore, as the depth of the anomaly source increases, the value of the measured gradient decreases rapidly. The measurement grids were similar to the GPR ones. The measurement was made every second along the profiles spaced 0.2 m apart. The marching time was adjusted in such a way that the measurement step along the profile was about 0.1 m. After filtering and processing, the data collected in the form of a 2D mesh on the surface were used to create a 2D vertical magnetic gradient distribution in Surfer software.
4 Results and discussion
4.1 Results by methods
4.1.1 GPR
The GPR radargrams show several strong reflectors and zones where the signal is attenuated. The reflectors are interpreted as the dipping boundaries of the calcarenite layers, while the zones of attenuated GPR reflectors are interpreted as solution pipes (more precisely, they correspond to the material filling the pipes). As is commonly known, the GPR signal’s attenuation increases with the analysed material’s electrical conductivity. In particular, highly conductive clays strongly weaken the electromagnetic waves emitted by the GPR. In contrast, the attenuation by calcarenites is significantly lower due to their smaller conductivity. Interestingly, Collins et al. [17] did not find a significant effect of sediment filling of the solution pipes on the GPR signal. However, in the areas of their research, they noted that there were no soils with properties commonly associated with limiting radar energy and probing depth. Comparing the research presented in this article and that of Collins et al. [17], several significant differences were noted. First, the measurements were conducted by completely different GPR instruments (technologically advanced reflects into better resolution) with a different antenna frequency, which is reflected in the resolution and the potential depth range ([17] – 120 MHz, these measurements – 450 MHz). Finally, and most importantly, our research areas differed significantly, especially in terms of the properties of the filling material of the solution pipes. In the Collins et al. [17] work, the percentage content of the particle size of silt and clay ranged from 7 to 35%. In Smerdyna, the filling material of the solution pipes was analysed macroscopically; however, samples filling two solution pipes on Grid 3 were tested in the laboratory. The results of hydrometer analysis indicate that this material consists of 40% clay fraction and 91% sum of clay and silt fraction. As noted by Collins et al. [17], the amount or proportion of clay necessary to have a negative influence on the radar performance is not known and that soil properties commonly associated with restricting radar energy and probing depth were not present in their two study plots. In the research areas presented in this article, clays filling solution pipes attenuated the energy of the radar signal. Therefore, we could not determine the depth range of solution pipes on the basis of radar energy. We used a methodology consisting of locating (only as x, y coordinates) structures with high electrical conductivity (solution pipes filled with clay) surrounded by rocks of low electrical conductivity (calcarenite). Such an approach (localization based on GPR signal attenuation and determining the depth range based on the electrical resistivity method) is applied, for example, in the study of contaminated areas or the technical condition of flood embankments.
Using this knowledge, their positions were marked on the 2D cross-section (Figure 3) and 3D model (Figure 4), indicating the location of the solution pipes in the investigated area. The presence of clay minerals does not completely weaken the radar signal, as they may not be the basic filling material of the examined structures. Several radargrams are presented in Figure 3. The zones of attenuated reflections associated with solution pipe fillings are clearly detectable. However, the attenuated signal does fade out entirely with depth, so the bottom of the pipes cannot be determined.

Radargrams with interpretation along the selected measuring lines (Grid 3).

Spatial distribution of the reflected and attenuated GPR signals in the studied area (Grid 3).
As mentioned before, the pipe filling material was subjected to in situ macroscopic analysis. The type of soil filling the solution pipe affects the propagation of the electromagnetic signal, and this can be easily seen in the single traces. To demonstrate this phenomenon, the exemplary traces of the radargrams corresponding to different attenuation depending on the material filling the solution pipes are presented in Figure 5. The solution pipe beneath the GPR Profile 0001 (left side of the grid) is filled with more clayey and silty material. It shows a shorter penetration length of the electromagnetic signal than the GPR Profile 0004 (central part of the grid) with a pipe filled with more sandy material.

Radargrams obtained in Grid 2. The traces show different attenuation depending on the materials filling the solution pipes. The solution pipe beneath the GPR Profile 0001 is filled with more clayey and silty material, while that one below the GPR Profile 0004 is filled with more sandy material.
The shape of solution pipes is difficult to determine unequivocally based on GPR measurements. The GPR signal profiles do change with depth. An additional complication in interpreting their form may be the merging or apparent joining of two smaller pipes next to each other (Figure 6). Moreover, from what can be seen in the photos of the quarry walls (Figure 1), the pipes narrow with depth. However, this is not visible in the GPR images, mainly because the clays attenuate the propagation of electromagnetic waves. This leads to a complete decay of the GPR signal along with depth, so the deeper parts of the pipes, especially their bottom, may not be recognised. For deeper pipes, the changes in the shape of the pipes and the attenuation of the signal can be illustrated by time slices (Figure 7). The reduction of the pipe cross-section with depth, as shown in Figure 1, is not observed in the GPR images (Figures 3–7). This is most likely due to the signal attenuation by clay filling the pipes. Since solid attenuation of the electromagnetic signal by clay attenuates the electromagnetic wave propagation, the deeper parts of the pipes, especially the bottom parts, may fall beyond the detection range and not be detected. At larger times, we observe (Figure 7) broader horizontal cross-sections of the pipe at a given (x, y) coordinate. Thus, the reconstruction of the shape of the pipes is the most reliable in the early measuring times of their appearance in the GPR images. The detection of pipes for Grid 3, presented later in this article, was performed for a time of approx. 15 ns, i.e. just below the rubble layer constituting the quarry floor and covering the pipes.

Radargrams showing reflected and attenuated signals with pipe positions (Grid 3).

Time slices showing reflected and attenuated signals at different times with pipe positions in Grid 3. The values on the x, y axes are in metres.
Interestingly, the radargrams (Figure 6) show that above the part of the solution pipe marked as C (Grid 3), there are continuous reflections interpreted as the dipping of the calcarenite layer. Such an image of the occurrence of reflections above the attenuated signal was recorded for several measurement lines (Y50-Y53) on Grid 3. These radargrams suggest that for these several measurement lines, solution pipe C is narrower at the surface and later it widens. Since no detailed geological research has been conducted, it is difficult to clearly explain it. It is possible that this is the result of a very local change in the properties of the rock.
4.1.2 Magnetic gradiometer
The gradiometer consists of two magnetometers mounted vertically, placed in series, one above the other. The top sensor measures predominantly the Earth’s magnetic field, while the lower sensor is more affected by any localised magnetic anomalies connected with the presence of magnetic minerals. The difference between the sensors will relate to the strength of a magnetic field created by these minerals. The output of the device is the difference in magnetic flux at that point in space. In other words, the result is the difference between what each of the magnetometer measures. The magnetic effect diminishes with the third power of the distance, so positive gradient anomalies appear at the site of the occurrence of magnetic minerals. Magnetometric measurements at the quarry floor showed several positive (up to 10 nT/m) and negative (up to –10 nT/m) vertical gradients of the magnetic field. Positive anomalies should be caused by higher magnetic susceptibility related to a more significant amount of magnetic elements (in particular, iron and/or nickel) in the solution pipe fillings compared to the host rock. Figure 8 shows the result of magnetic gradiometry measurements in the largest studied area (Grid 3).

Spatial distribution of vertical magnetic gradient plotted in Smerdyna (Grid 3).
Additionally, we have compared our results to previous studies [38] in similar geological settings and found that the lack of a magnetic anomaly is not uncommon in clay-rich sediments. This could be due to a variety of factors, including the absence of magnetic minerals, the presence of non-magnetic clay minerals that mask any magnetic signal, or the effects of burial diagenesis on the magnetic properties of the sediment. The magnetic properties of clay depend on the presence of minerals that contain magnetic elements, such as iron, nickel, and cobalt [41]. The low values of the anomalies of the vertical magnetic gradient in the research area indicate small contents of magnetic minerals in the tested medium.
4.2 Results by areas
4.2.1 Grid 1
Grid 1 contains a single solution pipe filled with ferruginous silty loam, which was detected by both geophysical methods. There, the maximum of the positive magnetic anomaly coincides with the location of increased attenuation of the electromagnetic wave visible in the GPR image (Figure 9). This demonstrates that the attenuated reflections of the GPR signal and points with relatively high values of the magnetic gradient are correlated and indicate the presence of a sediment-filled solution pipe in the research area.

Grid 1, limited by tapes, with excavated single solution pipe (a), spatial dimensions of the solution pipe (b), and the spatial distribution of the vertical magnetic gradient (colour relief map) plotted with the GPR anomalies (marked by grey shaded area) and identified pipe positions (brown outlines) of Grid 1 (c). The values on the x, y axes are in metres.
4.2.2 Grid 2
Grid 2 demonstrates that not all anomalies identified by GPR measurements as solution pipes are also detected by gradiometric surveying. This grid contains three solution pipes, as presented in Figure 10. The largest one (pipe B) is positioned in the centre of the grid and is filled with a sandy material that we identify as a core according to the classification of Walsh and Morawiecka-Zacharz [33]. This pipe was clearly visible in the GPR image but not in the magnetic data. The second (pipe A), a smaller solution pipe, was located in the northeastern part, at the edge of the grid and is visible both as a GPR anomaly and as a weak negative magnetic gradient anomaly. The filling material of this pipe was of dark colour and very compact. According to Walsh and Morawiecka-Zacharz [33], it is an example of a reddish-brown clay cortex. Magnetometric measurements may not identify solution pipes with more sandy filling based on macroscopic analysis, which correlates with a lesser amount of clays. There was also the smallest pipe – C, on the northwestern edge of the grid. It was detected only on GPR data, and the magnetic grid did not cover it. It is similar to the giant pipe, also filled with the sandy material.

Grid 2, limited by tapes, with excavated solution pipes (a), and magnetic gradient (colour relief map) plotted with the GPR anomalies (marked by grey shaded areas) (b). The values on the x, y axes are in metres.
4.2.3 Grid 3
Grid 3 was the largest grid, forming a rectangle of 11.5 m × 12.5 m. The grid floor was covered with a thin layer of anthropogenically deposited sand and several clayey spots (Figure 11b). Due to this cover, the solution pipes were initially invisible. We removed the surface immediately after the measurements for two reasons. One is to provide more realistic measurement circumstances. The second is to ensure that the interpretation of the positions of the pipes based on the signal correlated with the accurate positions of the pipes. Only after the measurements were recorded and analysed, we returned to the site and removed the top 20 cm of the cover with an excavator. The pipes were then visually identified, with their positions measured. As it turned out, there were ten pipes under the sand cover. GPR measurements could generally identify most pipes’ positions with reasonable accuracy. The gradiometric measurements were less conclusive, with some of the pipes undetected and several false positives. However, the control measurements of Grid 1 and Grid 2 have already demonstrated that the detection of pipes by magnetic measurements depends on the presence of ferruginous clayey and silty fill, mainly present in the cortex sediment. The core of the pipes, which dominates in their upper part, is sandier and less ferruginous and thus harder to detect.

Grid 3 – the spatial distribution of the vertical magnetic gradient plotted (colour relief map) with overlaid GPR anomalies (marked by grey shaded areas) and identified pipe positions (brown outlines).
Another feature of the magnetic gradiometry results is a rather strong signal associated with pipes of a relatively small diameter. As mentioned in the previous paragraph, such pipes are dominated by the clay cortex that lines the walls, with a higher percentage of clay minerals and iron oxides. Since the pipes have different depths throughout the research area, smaller pipes with (only) this kind of material can also be the lower remnants of once larger pipes, with their upper parts eroded or stripped away due to quarrying.
Slight displacements of GPR, magnetics and in situ detected pipes plotted on the grid (Figure 11) are due to several reasons. First, the detection of pipes in the field was done after the excavator removed the upper layer to reveal a fresh exposure. The lateral shapes of the pipes may vary with depth, which can influence the results. Second, the pipes are only sometimes completely vertical. A slight inclination results in the displacement of the magnetics detection towards the iron-rich material concentration (accumulated preferably at the bottom of the pipes) compared to the detection of pipe filling in the upper part with the GPR method. The plotted results of GPR and magnetic gradiometry measurements of Grid 3 (Figure 11) also show scattered small areas of signal attenuation and higher or lower magnetic intensity. These small areas might appear due to the presence of clayey spots on the quarry’s floor and scattered excavated sediments from the surrounding pipes that do not represent the pipes themselves.
Full and proper geophysical characterisation of this area might help to understand the dissolution process and physical conditions of the formation of solution pipes. The research of solution pipes is important because they can provide information about the paleoenvironment and past climate change [42,43,44]. Dissolution in carbonate deposits can also cause subsidence or collapse [45]. Non-invasive geophysical surveys can be very helpful in these investigations. As shown in this article, geophysical surveys can help locate and identify even small-sized pipes.
5 Conclusions
We have demonstrated that geophysical methods can detect solution pipes in natural settings. GPR caught most of the pipes due to the significant differences in attenuation of the electromagnetic signal between the rock matrix and the pipe filling. The magnetic gradiometry measurements were less reliable because of their sensitivity to the iron concentration in the filling, which is highly heterogeneous in both horizontal and vertical directions over the research area. It should be remembered that only shallow, near-surface structures were studied, which facilitated their detection with the methods used. High dielectric constant contrast was expected as these pipes are filled with clay and surrounded by calcarenite. Therefore, the GPR method proved to be convenient in detecting them. It should be remembered that only shallow near-surface structures are studied, which should facilitate their detection with the methods used.
Measurements such as those reported here help investigate quasi-spatial correlations between pipe positions, distribution of inter-pipe distances, or a potential relationship between alignments of rock joints and pipe locations. This kind of information cannot be obtained from the analysis of the quarry wall, as it provides only two-dimensional data.
Moreover, the magnetic survey is less effective than GPR for detecting clay-filled solution pipes. The combination of both methods demonstrated the ability for determining the pipe filling material for pipes that were detected by GPR.
The geophysical methods used in this research allowed only the determination of two-dimensional variability and horizontal mapping of solution pipes. However, they did not provide information about their vertical dimensions, which may be the subject of future research.
Acknowledgements
We cordially thank Matej Lipar and Piotr Szymczak for the consultations and permission to access the quarry. This research was funded by SEG Foundation as part of the “SEG Field Camp 2020” project.
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Conflict of interest: Sebastian Kowalczyk is an editor in Open Geosciences and was not involved in the review process of this article.
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Articles in the same Issue
- Regular Articles
- Diagenesis and evolution of deep tight reservoirs: A case study of the fourth member of Shahejie Formation (cg: 50.4-42 Ma) in Bozhong Sag
- Petrography and mineralogy of the Oligocene flysch in Ionian Zone, Albania: Implications for the evolution of sediment provenance and paleoenvironment
- Biostratigraphy of the Late Campanian–Maastrichtian of the Duwi Basin, Red Sea, Egypt
- Structural deformation and its implication for hydrocarbon accumulation in the Wuxia fault belt, northwestern Junggar basin, China
- Carbonate texture identification using multi-layer perceptron neural network
- Metallogenic model of the Hongqiling Cu–Ni sulfide intrusions, Central Asian Orogenic Belt: Insight from long-period magnetotellurics
- Assessments of recent Global Geopotential Models based on GPS/levelling and gravity data along coastal zones of Egypt
- Accuracy assessment and improvement of SRTM, ASTER, FABDEM, and MERIT DEMs by polynomial and optimization algorithm: A case study (Khuzestan Province, Iran)
- Uncertainty assessment of 3D geological models based on spatial diffusion and merging model
- Evaluation of dynamic behavior of varved clays from the Warsaw ice-dammed lake, Poland
- Impact of AMSU-A and MHS radiances assimilation on Typhoon Megi (2016) forecasting
- Contribution to the building of a weather information service for solar panel cleaning operations at Diass plant (Senegal, Western Sahel)
- Measuring spatiotemporal accessibility to healthcare with multimodal transport modes in the dynamic traffic environment
- Mathematical model for conversion of groundwater flow from confined to unconfined aquifers with power law processes
- NSP variation on SWAT with high-resolution data: A case study
- Reconstruction of paleoglacial equilibrium-line altitudes during the Last Glacial Maximum in the Diancang Massif, Northwest Yunnan Province, China
- A prediction model for Xiangyang Neolithic sites based on a random forest algorithm
- Determining the long-term impact area of coastal thermal discharge based on a harmonic model of sea surface temperature
- Origin of block accumulations based on the near-surface geophysics
- Investigating the limestone quarries as geoheritage sites: Case of Mardin ancient quarry
- Population genetics and pedigree geography of Trionychia japonica in the four mountains of Henan Province and the Taihang Mountains
- Performance audit evaluation of marine development projects based on SPA and BP neural network model
- Study on the Early Cretaceous fluvial-desert sedimentary paleogeography in the Northwest of Ordos Basin
- Detecting window line using an improved stacked hourglass network based on new real-world building façade dataset
- Automated identification and mapping of geological folds in cross sections
- Silicate and carbonate mixed shelf formation and its controlling factors, a case study from the Cambrian Canglangpu formation in Sichuan basin, China
- Ground penetrating radar and magnetic gradient distribution approach for subsurface investigation of solution pipes in post-glacial settings
- Research on pore structures of fine-grained carbonate reservoirs and their influence on waterflood development
- Risk assessment of rain-induced debris flow in the lower reaches of Yajiang River based on GIS and CF coupling models
- Multifractal analysis of temporal and spatial characteristics of earthquakes in Eurasian seismic belt
- Surface deformation and damage of 2022 (M 6.8) Luding earthquake in China and its tectonic implications
- Differential analysis of landscape patterns of land cover products in tropical marine climate zones – A case study in Malaysia
- DEM-based analysis of tectonic geomorphologic characteristics and tectonic activity intensity of the Dabanghe River Basin in South China Karst
- Distribution, pollution levels, and health risk assessment of heavy metals in groundwater in the main pepper production area of China
- Study on soil quality effect of reconstructing by Pisha sandstone and sand soil
- Understanding the characteristics of loess strata and quaternary climate changes in Luochuan, Shaanxi Province, China, through core analysis
- Dynamic variation of groundwater level and its influencing factors in typical oasis irrigated areas in Northwest China
- Creating digital maps for geotechnical characteristics of soil based on GIS technology and remote sensing
- Changes in the course of constant loading consolidation in soil with modeled granulometric composition contaminated with petroleum substances
- Correlation between the deformation of mineral crystal structures and fault activity: A case study of the Yingxiu-Beichuan fault and the Milin fault
- Cognitive characteristics of the Qiang religious culture and its influencing factors in Southwest China
- Spatiotemporal variation characteristics analysis of infrastructure iron stock in China based on nighttime light data
- Interpretation of aeromagnetic and remote sensing data of Auchi and Idah sheets of the Benin-arm Anambra basin: Implication of mineral resources
- Building element recognition with MTL-AINet considering view perspectives
- Characteristics of the present crustal deformation in the Tibetan Plateau and its relationship with strong earthquakes
- Influence of fractures in tight sandstone oil reservoir on hydrocarbon accumulation: A case study of Yanchang Formation in southeastern Ordos Basin
- Nutrient assessment and land reclamation in the Loess hills and Gulch region in the context of gully control
- Handling imbalanced data in supervised machine learning for lithological mapping using remote sensing and airborne geophysical data
- Spatial variation of soil nutrients and evaluation of cultivated land quality based on field scale
- Lignin analysis of sediments from around 2,000 to 1,000 years ago (Jiulong River estuary, southeast China)
- Assessing OpenStreetMap roads fitness-for-use for disaster risk assessment in developing countries: The case of Burundi
- Transforming text into knowledge graph: Extracting and structuring information from spatial development plans
- A symmetrical exponential model of soil temperature in temperate steppe regions of China
- A landslide susceptibility assessment method based on auto-encoder improved deep belief network
- Numerical simulation analysis of ecological monitoring of small reservoir dam based on maximum entropy algorithm
- Morphometry of the cold-climate Bory Stobrawskie Dune Field (SW Poland): Evidence for multi-phase Lateglacial aeolian activity within the European Sand Belt
- Adopting a new approach for finding missing people using GIS techniques: A case study in Saudi Arabia’s desert area
- Geological earthquake simulations generated by kinematic heterogeneous energy-based method: Self-arrested ruptures and asperity criterion
- Semi-automated classification of layered rock slopes using digital elevation model and geological map
- Geochemical characteristics of arc fractionated I-type granitoids of eastern Tak Batholith, Thailand
- Lithology classification of igneous rocks using C-band and L-band dual-polarization SAR data
- Analysis of artificial intelligence approaches to predict the wall deflection induced by deep excavation
- Evaluation of the current in situ stress in the middle Permian Maokou Formation in the Longnüsi area of the central Sichuan Basin, China
- Utilizing microresistivity image logs to recognize conglomeratic channel architectural elements of Baikouquan Formation in slope of Mahu Sag
- Resistivity cutoff of low-resistivity and low-contrast pays in sandstone reservoirs from conventional well logs: A case of Paleogene Enping Formation in A-Oilfield, Pearl River Mouth Basin, South China Sea
- Examining the evacuation routes of the sister village program by using the ant colony optimization algorithm
- Spatial objects classification using machine learning and spatial walk algorithm
- Study on the stabilization mechanism of aeolian sandy soil formation by adding a natural soft rock
- Bump feature detection of the road surface based on the Bi-LSTM
- The origin and evolution of the ore-forming fluids at the Manondo-Choma gold prospect, Kirk range, southern Malawi
- A retrieval model of surface geochemistry composition based on remotely sensed data
- Exploring the spatial dynamics of cultural facilities based on multi-source data: A case study of Nanjing’s art institutions
- Study of pore-throat structure characteristics and fluid mobility of Chang 7 tight sandstone reservoir in Jiyuan area, Ordos Basin
- Study of fracturing fluid re-discharge based on percolation experiments and sampling tests – An example of Fuling shale gas Jiangdong block, China
- Impacts of marine cloud brightening scheme on climatic extremes in the Tibetan Plateau
- Ecological protection on the West Coast of Taiwan Strait under economic zone construction: A case study of land use in Yueqing
- The time-dependent deformation and damage constitutive model of rock based on dynamic disturbance tests
- Evaluation of spatial form of rural ecological landscape and vulnerability of water ecological environment based on analytic hierarchy process
- Fingerprint of magma mixture in the leucogranites: Spectroscopic and petrochemical approach, Kalebalta-Central Anatolia, Türkiye
- Principles of self-calibration and visual effects for digital camera distortion
- UAV-based doline mapping in Brazilian karst: A cave heritage protection reconnaissance
- Evaluation and low carbon ecological urban–rural planning and construction based on energy planning mechanism
- Modified non-local means: A novel denoising approach to process gravity field data
- A novel travel route planning method based on an ant colony optimization algorithm
- Effect of time-variant NDVI on landside susceptibility: A case study in Quang Ngai province, Vietnam
- Regional tectonic uplift indicated by geomorphological parameters in the Bahe River Basin, central China
- Computer information technology-based green excavation of tunnels in complex strata and technical decision of deformation control
- Spatial evolution of coastal environmental enterprises: An exploration of driving factors in Jiangsu Province
- A comparative assessment and geospatial simulation of three hydrological models in urban basins
- Aquaculture industry under the blue transformation in Jiangsu, China: Structure evolution and spatial agglomeration
- Quantitative and qualitative interpretation of community partitions by map overlaying and calculating the distribution of related geographical features
- Numerical investigation of gravity-grouted soil-nail pullout capacity in sand
- Analysis of heavy pollution weather in Shenyang City and numerical simulation of main pollutants
- Road cut slope stability analysis for static and dynamic (pseudo-static analysis) loading conditions
- Forest biomass assessment combining field inventorying and remote sensing data
- Late Jurassic Haobugao granites from the southern Great Xing’an Range, NE China: Implications for postcollision extension of the Mongol–Okhotsk Ocean
- Petrogenesis of the Sukadana Basalt based on petrology and whole rock geochemistry, Lampung, Indonesia: Geodynamic significances
- Numerical study on the group wall effect of nodular diaphragm wall foundation in high-rise buildings
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- Geochemical evaluation of the carbonaceous shale associated with the Permian Mikambeni Formation of the Tuli Basin for potential gas generation, South Africa
- Detection and characterization of lineaments using gravity data in the south-west Cameroon zone: Hydrogeological implications
- Study on spatial pattern of tourism landscape resources in county cities of Yangtze River Economic Belt
- The effect of weathering on drillability of dolomites
- Noise masking of near-surface scattering (heterogeneities) on subsurface seismic reflectivity
- Query optimization-oriented lateral expansion method of distributed geological borehole database
- Petrogenesis of the Morobe Granodiorite and their shoshonitic mafic microgranular enclaves in Maramuni arc, Papua New Guinea
- Environmental health risk assessment of urban water sources based on fuzzy set theory
- Spatial distribution of urban basic education resources in Shanghai: Accessibility and supply-demand matching evaluation
- Spatiotemporal changes in land use and residential satisfaction in the Huai River-Gaoyou Lake Rim area
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- Review Articles
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- Evaluation studies of the new mining projects
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- Scientometric analysis of flood forecasting for Asia region and discussion on machine learning methods
- Rainfall-induced transportation embankment failure: A review
- Rapid Communication
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- Technical Note
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Articles in the same Issue
- Regular Articles
- Diagenesis and evolution of deep tight reservoirs: A case study of the fourth member of Shahejie Formation (cg: 50.4-42 Ma) in Bozhong Sag
- Petrography and mineralogy of the Oligocene flysch in Ionian Zone, Albania: Implications for the evolution of sediment provenance and paleoenvironment
- Biostratigraphy of the Late Campanian–Maastrichtian of the Duwi Basin, Red Sea, Egypt
- Structural deformation and its implication for hydrocarbon accumulation in the Wuxia fault belt, northwestern Junggar basin, China
- Carbonate texture identification using multi-layer perceptron neural network
- Metallogenic model of the Hongqiling Cu–Ni sulfide intrusions, Central Asian Orogenic Belt: Insight from long-period magnetotellurics
- Assessments of recent Global Geopotential Models based on GPS/levelling and gravity data along coastal zones of Egypt
- Accuracy assessment and improvement of SRTM, ASTER, FABDEM, and MERIT DEMs by polynomial and optimization algorithm: A case study (Khuzestan Province, Iran)
- Uncertainty assessment of 3D geological models based on spatial diffusion and merging model
- Evaluation of dynamic behavior of varved clays from the Warsaw ice-dammed lake, Poland
- Impact of AMSU-A and MHS radiances assimilation on Typhoon Megi (2016) forecasting
- Contribution to the building of a weather information service for solar panel cleaning operations at Diass plant (Senegal, Western Sahel)
- Measuring spatiotemporal accessibility to healthcare with multimodal transport modes in the dynamic traffic environment
- Mathematical model for conversion of groundwater flow from confined to unconfined aquifers with power law processes
- NSP variation on SWAT with high-resolution data: A case study
- Reconstruction of paleoglacial equilibrium-line altitudes during the Last Glacial Maximum in the Diancang Massif, Northwest Yunnan Province, China
- A prediction model for Xiangyang Neolithic sites based on a random forest algorithm
- Determining the long-term impact area of coastal thermal discharge based on a harmonic model of sea surface temperature
- Origin of block accumulations based on the near-surface geophysics
- Investigating the limestone quarries as geoheritage sites: Case of Mardin ancient quarry
- Population genetics and pedigree geography of Trionychia japonica in the four mountains of Henan Province and the Taihang Mountains
- Performance audit evaluation of marine development projects based on SPA and BP neural network model
- Study on the Early Cretaceous fluvial-desert sedimentary paleogeography in the Northwest of Ordos Basin
- Detecting window line using an improved stacked hourglass network based on new real-world building façade dataset
- Automated identification and mapping of geological folds in cross sections
- Silicate and carbonate mixed shelf formation and its controlling factors, a case study from the Cambrian Canglangpu formation in Sichuan basin, China
- Ground penetrating radar and magnetic gradient distribution approach for subsurface investigation of solution pipes in post-glacial settings
- Research on pore structures of fine-grained carbonate reservoirs and their influence on waterflood development
- Risk assessment of rain-induced debris flow in the lower reaches of Yajiang River based on GIS and CF coupling models
- Multifractal analysis of temporal and spatial characteristics of earthquakes in Eurasian seismic belt
- Surface deformation and damage of 2022 (M 6.8) Luding earthquake in China and its tectonic implications
- Differential analysis of landscape patterns of land cover products in tropical marine climate zones – A case study in Malaysia
- DEM-based analysis of tectonic geomorphologic characteristics and tectonic activity intensity of the Dabanghe River Basin in South China Karst
- Distribution, pollution levels, and health risk assessment of heavy metals in groundwater in the main pepper production area of China
- Study on soil quality effect of reconstructing by Pisha sandstone and sand soil
- Understanding the characteristics of loess strata and quaternary climate changes in Luochuan, Shaanxi Province, China, through core analysis
- Dynamic variation of groundwater level and its influencing factors in typical oasis irrigated areas in Northwest China
- Creating digital maps for geotechnical characteristics of soil based on GIS technology and remote sensing
- Changes in the course of constant loading consolidation in soil with modeled granulometric composition contaminated with petroleum substances
- Correlation between the deformation of mineral crystal structures and fault activity: A case study of the Yingxiu-Beichuan fault and the Milin fault
- Cognitive characteristics of the Qiang religious culture and its influencing factors in Southwest China
- Spatiotemporal variation characteristics analysis of infrastructure iron stock in China based on nighttime light data
- Interpretation of aeromagnetic and remote sensing data of Auchi and Idah sheets of the Benin-arm Anambra basin: Implication of mineral resources
- Building element recognition with MTL-AINet considering view perspectives
- Characteristics of the present crustal deformation in the Tibetan Plateau and its relationship with strong earthquakes
- Influence of fractures in tight sandstone oil reservoir on hydrocarbon accumulation: A case study of Yanchang Formation in southeastern Ordos Basin
- Nutrient assessment and land reclamation in the Loess hills and Gulch region in the context of gully control
- Handling imbalanced data in supervised machine learning for lithological mapping using remote sensing and airborne geophysical data
- Spatial variation of soil nutrients and evaluation of cultivated land quality based on field scale
- Lignin analysis of sediments from around 2,000 to 1,000 years ago (Jiulong River estuary, southeast China)
- Assessing OpenStreetMap roads fitness-for-use for disaster risk assessment in developing countries: The case of Burundi
- Transforming text into knowledge graph: Extracting and structuring information from spatial development plans
- A symmetrical exponential model of soil temperature in temperate steppe regions of China
- A landslide susceptibility assessment method based on auto-encoder improved deep belief network
- Numerical simulation analysis of ecological monitoring of small reservoir dam based on maximum entropy algorithm
- Morphometry of the cold-climate Bory Stobrawskie Dune Field (SW Poland): Evidence for multi-phase Lateglacial aeolian activity within the European Sand Belt
- Adopting a new approach for finding missing people using GIS techniques: A case study in Saudi Arabia’s desert area
- Geological earthquake simulations generated by kinematic heterogeneous energy-based method: Self-arrested ruptures and asperity criterion
- Semi-automated classification of layered rock slopes using digital elevation model and geological map
- Geochemical characteristics of arc fractionated I-type granitoids of eastern Tak Batholith, Thailand
- Lithology classification of igneous rocks using C-band and L-band dual-polarization SAR data
- Analysis of artificial intelligence approaches to predict the wall deflection induced by deep excavation
- Evaluation of the current in situ stress in the middle Permian Maokou Formation in the Longnüsi area of the central Sichuan Basin, China
- Utilizing microresistivity image logs to recognize conglomeratic channel architectural elements of Baikouquan Formation in slope of Mahu Sag
- Resistivity cutoff of low-resistivity and low-contrast pays in sandstone reservoirs from conventional well logs: A case of Paleogene Enping Formation in A-Oilfield, Pearl River Mouth Basin, South China Sea
- Examining the evacuation routes of the sister village program by using the ant colony optimization algorithm
- Spatial objects classification using machine learning and spatial walk algorithm
- Study on the stabilization mechanism of aeolian sandy soil formation by adding a natural soft rock
- Bump feature detection of the road surface based on the Bi-LSTM
- The origin and evolution of the ore-forming fluids at the Manondo-Choma gold prospect, Kirk range, southern Malawi
- A retrieval model of surface geochemistry composition based on remotely sensed data
- Exploring the spatial dynamics of cultural facilities based on multi-source data: A case study of Nanjing’s art institutions
- Study of pore-throat structure characteristics and fluid mobility of Chang 7 tight sandstone reservoir in Jiyuan area, Ordos Basin
- Study of fracturing fluid re-discharge based on percolation experiments and sampling tests – An example of Fuling shale gas Jiangdong block, China
- Impacts of marine cloud brightening scheme on climatic extremes in the Tibetan Plateau
- Ecological protection on the West Coast of Taiwan Strait under economic zone construction: A case study of land use in Yueqing
- The time-dependent deformation and damage constitutive model of rock based on dynamic disturbance tests
- Evaluation of spatial form of rural ecological landscape and vulnerability of water ecological environment based on analytic hierarchy process
- Fingerprint of magma mixture in the leucogranites: Spectroscopic and petrochemical approach, Kalebalta-Central Anatolia, Türkiye
- Principles of self-calibration and visual effects for digital camera distortion
- UAV-based doline mapping in Brazilian karst: A cave heritage protection reconnaissance
- Evaluation and low carbon ecological urban–rural planning and construction based on energy planning mechanism
- Modified non-local means: A novel denoising approach to process gravity field data
- A novel travel route planning method based on an ant colony optimization algorithm
- Effect of time-variant NDVI on landside susceptibility: A case study in Quang Ngai province, Vietnam
- Regional tectonic uplift indicated by geomorphological parameters in the Bahe River Basin, central China
- Computer information technology-based green excavation of tunnels in complex strata and technical decision of deformation control
- Spatial evolution of coastal environmental enterprises: An exploration of driving factors in Jiangsu Province
- A comparative assessment and geospatial simulation of three hydrological models in urban basins
- Aquaculture industry under the blue transformation in Jiangsu, China: Structure evolution and spatial agglomeration
- Quantitative and qualitative interpretation of community partitions by map overlaying and calculating the distribution of related geographical features
- Numerical investigation of gravity-grouted soil-nail pullout capacity in sand
- Analysis of heavy pollution weather in Shenyang City and numerical simulation of main pollutants
- Road cut slope stability analysis for static and dynamic (pseudo-static analysis) loading conditions
- Forest biomass assessment combining field inventorying and remote sensing data
- Late Jurassic Haobugao granites from the southern Great Xing’an Range, NE China: Implications for postcollision extension of the Mongol–Okhotsk Ocean
- Petrogenesis of the Sukadana Basalt based on petrology and whole rock geochemistry, Lampung, Indonesia: Geodynamic significances
- Numerical study on the group wall effect of nodular diaphragm wall foundation in high-rise buildings
- Water resources utilization and tourism environment assessment based on water footprint
- Geochemical evaluation of the carbonaceous shale associated with the Permian Mikambeni Formation of the Tuli Basin for potential gas generation, South Africa
- Detection and characterization of lineaments using gravity data in the south-west Cameroon zone: Hydrogeological implications
- Study on spatial pattern of tourism landscape resources in county cities of Yangtze River Economic Belt
- The effect of weathering on drillability of dolomites
- Noise masking of near-surface scattering (heterogeneities) on subsurface seismic reflectivity
- Query optimization-oriented lateral expansion method of distributed geological borehole database
- Petrogenesis of the Morobe Granodiorite and their shoshonitic mafic microgranular enclaves in Maramuni arc, Papua New Guinea
- Environmental health risk assessment of urban water sources based on fuzzy set theory
- Spatial distribution of urban basic education resources in Shanghai: Accessibility and supply-demand matching evaluation
- Spatiotemporal changes in land use and residential satisfaction in the Huai River-Gaoyou Lake Rim area
- Walkaway vertical seismic profiling first-arrival traveltime tomography with velocity structure constraints
- Study on the evaluation system and risk factor traceability of receiving water body
- Predicting copper-polymetallic deposits in Kalatag using the weight of evidence model and novel data sources
- Temporal dynamics of green urban areas in Romania. A comparison between spatial and statistical data
- Passenger flow forecast of tourist attraction based on MACBL in LBS big data environment
- Varying particle size selectivity of soil erosion along a cultivated catena
- Relationship between annual soil erosion and surface runoff in Wadi Hanifa sub-basins
- Influence of nappe structure on the Carboniferous volcanic reservoir in the middle of the Hongche Fault Zone, Junggar Basin, China
- Dynamic analysis of MSE wall subjected to surface vibration loading
- Pre-collisional architecture of the European distal margin: Inferences from the high-pressure continental units of central Corsica (France)
- The interrelation of natural diversity with tourism in Kosovo
- Assessment of geosites as a basis for geotourism development: A case study of the Toplica District, Serbia
- IG-YOLOv5-based underwater biological recognition and detection for marine protection
- Monitoring drought dynamics using remote sensing-based combined drought index in Ergene Basin, Türkiye
- Review Articles
- The actual state of the geodetic and cartographic resources and legislation in Poland
- Evaluation studies of the new mining projects
- Comparison and significance of grain size parameters of the Menyuan loess calculated using different methods
- Scientometric analysis of flood forecasting for Asia region and discussion on machine learning methods
- Rainfall-induced transportation embankment failure: A review
- Rapid Communication
- Branch fault discovered in Tangshan fault zone on the Kaiping-Guye boundary, North China
- Technical Note
- Introducing an intelligent multi-level retrieval method for mineral resource potential evaluation result data
- Erratum
- Erratum to “Forest cover assessment using remote-sensing techniques in Crete Island, Greece”
- Addendum
- The relationship between heat flow and seismicity in global tectonically active zones
- Commentary
- Improved entropy weight methods and their comparisons in evaluating the high-quality development of Qinghai, China
- Special Issue: Geoethics 2022 - Part II
- Loess and geotourism potential of the Braničevo District (NE Serbia): From overexploitation to paleoclimate interpretation