1. Introduction
Soil erosion by water is the most common soil degradation process globally, and in arable cropland it is consistently higher than soil formation [
1]. Detailed knowledge of the processes that control erosion on arable croplands contributes to better application of soil management techniques that minimize and control soil erosion risk [
2]. Splash erosion starts with the raindrop impact on the soil surface, which represents the first stage in soil erosion by water [
3]. The detached soil particles transported by raindrop impact are deposited on the near-distance soil surface or are transported further by surface runoff if the infiltration capacity of the soil is reached [
4]. The major splash erosion driver is the erosivity of rainfall, which can be expressed by parameters like rainfall intensity [
5,
6,
7], kinetic energy (
KE) [
8,
9,
10], rainfall erosivity (
EI30) [
11], or raindrop momentum [
12]. Apart from the rainfall properties, the detachment of soil particles also depends on soil physico-chemical characteristics, such as infiltration capacity [
13,
14], initial water content [
15,
16], the ability to form stable aggregates and crusts [
17,
18], organic matter content [
19], texture, cohesion, porosity, capacity of ionic interchange, and clay content [
20].
Splash erosion measurements on a small scale are usually done through splash cups or splash containers [
21,
22,
23,
24,
25,
26]. Most of the splash erosion studies have been conducted in the laboratories using rainfall simulators, where by controlling the raindrop size and fall height, the
KE of raindrops is adjusted [
12,
27,
28,
29,
30]. However, rainfall simulators often do not reproduce the same rainfall drop size and velocity distribution characteristics as in nature [
31]. As the velocity of raindrops is controlled by the height at which the nozzles are located, due to space or design limitations, sometimes raindrops cannot reach the terminal velocity of natural raindrops [
32]. By applying different pressure at the nozzle, the raindrop velocity can be adjusted regarding to the raindrop size; however, large drops are unlikely to reach their terminal velocity, and consequently the
KE, of natural rainfall [
33]. Nevertheless, laboratory experiments improve the consistency of the results by minimizing the effects of the various uncontrolled factors that are present in the field [
34], and also allow experiments to be repeated.
Splash erosion experiments under natural rainfall investigate the relationship between rainfall erosivity and splash detachment [
3]. Morgan [
23] observed the splash erosion under natural rainfall for 100 consecutive days, comparing four different soil textures. The
KE of rainfall was calculated from the 10 min rainfall intensity values, using the formula from Hudson [
35]. Splash erosion of the bare soil was significantly correlated with
KE. Govers [
36] collected data at 21 sites in Belgium using circular splash cups. He found that the product of rainfall
KE and drop circumference are better at expressing the rainfall erosivity compared to
KE and intensity, or when the 0.75 power of rainfall intensity is used. However, a detailed drop size distribution (DSD) was not available at the time, and the fall velocities of raindrops were based on data by Laws [
37]. Splash erosion under natural conditions is primarily affected by rainfall DSD. The ability of raindrop impact to cause splash erosion (rainfall erosivity) is mainly dependent on drop size and drop fall velocity [
12]. Direct measurements of raindrop size and velocity provide precise information about the erosivity of rainstorms—namely,
KE. When the raindrop size and velocity is not directly measured, the rainfall
KE is estimated from the experimentally based equations between rainfall intensity and
KE from other studies. Theoretically obtained rainfall
KE could underestimate or overestimate the real
KE [
38,
39,
40]. Furthermore, DSD obtained from other studies can significantly vary depending on rain type and geographical location [
41]. With the development of optical laser techniques (disdrometer), the continuous and direct measurement of raindrop size and velocity has become easily available to assess rainfall
KE.
A recent study with splash erosion measurements under natural rainfall, using the splash cup technique and rainfall monitoring with a disdrometer, was performed by Fernández-Raga et al. [
42]. They used a funnel and cup installed directly in the field for splash erosion measurements, and found a good correlation between splash erosion and rainfall
KE; however, their findings were based on only nine sampling periods. Angulo-Martínez et al. [
43] conducted a study in Spain where the splash erosion of three soil types was measured with Morgan splash cups [
23]. A significant relationship was found between splash erosion and the rainfall erosivity index
EI30, and high variabilities between the replicates indicated the heterogeneity in splash erosion spatial distribution. According to the results reported from these studies, there are still many uncertainties concerning the changes in surface condition and spatial distribution of splash erosion.
The studies investigating splash erosion under natural rainfall are limited to local conditions. Consequently, monitoring of the rainfall characteristics on higher temporal and spatial resolution is crucial for describing the dominant rainfall parameters on splash erosion related to a specific location. Apart from the field studies of Fernández-Raga et al. [
42] and Angulo-Martínez et al. [
43], there are very few experiments that include both the monitoring of splash erosion and rainfall characteristics, including DSD, in the same location. Considering the local influences and lack of the data sets on rainfall DSD, it is difficult to define the role of splash in soil erosion process and predict it relative to local conditions. Furthermore, Bauer [
44] pointed out that many rain events in Central Europe do not generate overland flow, but splash erosion is initiated already from the first drop impact, which emphasizes the importance of this soil degradation process. Lack of knowledge about the effect of erosive rainfall events on splash detachment in the agriculturally active Central European area was the main motivation for the present study.
This study presents the results from the splash erosion measurements collected during three consecutive summer seasons at three sites in Central Europe. Together with splash erosion, rainfall parameters, including rainfall intensity and KE, were monitored at the sites, with the aim of analyzing performance of the most common rainfall erosivity parameters (KE, intensity, and rainfall erosivity (EI30)), in order to predict splash erosion under natural rainfall.
4. Discussion
Comparable studies to our splash erosion experiments under natural rainfall were made in Portugal by Fernández-Raga et al. [
42], and in Spain by Angulo-Martínez et al. [
43]. The Thies disdrometer was used in both studies to directly assess rainfall
KE. The splash erosion rates measured by Fernández-Raga et al. [
42] were between 2.3 and 100 g m
−2. In the same range of total
KE measured at our sites, splash erosion for loamy sand soil, which was most similar to the texture from the study in Portugal, was between 12 and 2508 g m
−2. However, the Portugal study was based on only nine splash erosion records, during which low rainfall intensities characterized by small raindrops (<0.55 mm) were measured. According to findings by Bubenzer and Jones [
59], smaller drops produce significantly less splash erosion than larger ones, even for the same amount of
KE. This would explain the lower splash erosion rates compared to our measurements, where more erosive rainfall events with larger mean drop sizes (>0.6 mm) were measured. Furthermore, differences in splash erosion measuring principles could also play a role when comparing results. In Portugal, the cup was placed directly on the soil bed, and splashed particles were collected from the surrounding soil. We prepared the soil samples and measured the particles splashed into the collector surrounding the soil. Fernández-Raga et al. [
42] described splash erosion as the linear function of total
KE, with the
R2 being 0.51 and 0.69 for different drop size and intensities thresholds used. That corresponds with our observations for the loamy sand soil, where an
R2 of 0.52 was obtained.
The study from Angulo-Martínez et al. [
43] was more comparable to ours, considering that the Morgan splash cups were used for the splash erosion measurements. However, the samples were kept undisturbed during the whole monitoring period, whereas our samples were exchanged after each rainfall event. Splash erosion was measured for three soils with silt, sandy loam, and clay loam textures. The authors suggested
EI30 as a controlling factor for splash erosion where no differences in detached rates between the soils were reported. Comparable splash erosion rates from our analysis with
EI30 were found up to 200 MJ ha mm
−1 h
−1; however, with increasing
EI30, our splash erosion rates increased up to 2500 g m
−2, whereas the rates from Spain remained constant with an average rate of 337 g m
−2. The fact that the samples were exchanged between measurements may contribute to higher rates obtained for soils in our study, which was in seedbed conditions.
There is still no general agreement on which rainfall parameters define splash erosion [
12]. Parameters dependent on raindrop size and fall velocity, such as rainfall
KE, momentum, intensity, or a combination of these, are commonly used to describe the raindrop impact on splash detachment. According to our analysis,
KEsum could not (
Figure 4) explain the variabilities between splash erosion rates obtained for the same amount of
KE. The reason for that lies in different rainfall intensities between the rainfall events, where high-intensity rainfall produced more splash erosion than low-intensity rainfall (
Figure 5). In the field study by Govers [
36], it was also concluded that the use of
KE as an estimate of the rainfall detachment power leads to an underestimation of the relative impact of events with high intensities. From the strong linear relationship between splash erosion and rainfall intensity obtained in our study (
Figure 7,
Table 5), it can be stated that the splash erosion was more related to rainfall intensity than to other analyzed parameters (
KEsum,
KEh and
EI30). Nevertheless, we found good agreement between the splash erosion and
KEsum divided by rainfall duration (
T) (
Figure 6,
Table 4). This indicates that
KE can also be used as the parameter to predict splash erosion, even when events with different rainfall intensities are analyzed, but its erosive impact has to be expressed through rainfall duration.
The detailed information about drop size distribution allowed us to discern the differences in rainfall characteristics between the study sites. The differences in the splash rates between the rainfall events for the same range of
KE also contributed to the differing drop size distribution. This was also noticed for the splash rates measured at the Mistelbach site, which is characterized as the site with the highest average raindrop diameter. Another example of this is the extreme event (E
2) reported in the results (
Figure 6), where the high splash erosion rates were affected by the large drop size measured for this event. Bubenzer and Jones [
59] found that rainfall with larger drops produce more detachment than rainfall with smaller drops, for rainfall having the same total
KE. Recently, Fu et al. [
60] also reported the gradual increase of splash erosion rates with increasing raindrop diameter. Detailed information about raindrop size distribution plays an important role for splash erosion studies like ours, where the direct measurements of the parameters is needed to describe the factors affecting the splash erosion process.
The soil’s physical characteristics (texture, soil moisture, organic matter, structure, infiltration capacity, etc.) play an important role in understanding the soil detachment by raindrop splash [
2]. Splash erosion of the three soils was positively correlated to the sand content, and significantly (
p < 0.05) negatively correlated to clay content. For this reason, cumulative splash erosion rates were highest for the BK soil with highest sand content, and significantly different (
p < 0.05) from ZW soil with the highest clay content (
Table 1). Equivalent results were reported in a recent study by Zambon et al. [
61], using simulated rainfall on same soils. The high splash detachability of soils with dominating sand content was also confirmed in experiments by Salles et al. [
3], Cheng et al. [
19], and Xiao et al. [
62]. However, the results of the regression and correlation analysis between splash erosion per rainfall duration and
KEh, as well as
Iav, indicates small differences between the three soils. Other soil properties, such as soil moisture, also have a significant impact on splash erosion [
17,
63,
64]. The results reported by Zambon et al. [
61] show that lower splash erosion rates are related to high initial soil water content, followed by surface ponding and changes in saturated hydraulic conductivity induced by surface crusting under high rainfall intensities. Although it was not possible to monitor the changes in soil moisture and surface conditions in the field, these effects probably contributed to results obtained in this field study, especially for the extreme observation E
3. During this observation, two rainfall sub-events were recorded. The second major rainfall sub-event (with total rainfall of 40 mm) occurred 48 h later. Therefore, low splash erosion rates could be related to the long drying period between the first and second rainfall-sub event, resulting in increasing soil surface resistance against the raindrop impact [
65]. A more detailed study, including the temporal monitoring of surface changes and soil moisture properties, would possibly contribute to clarifying the complex interaction between soil properties and rainfall controlling the splash erosion process.
Apart from the differences in the rainfall characteristic and soil properties, the experimental design for splash erosion assessment plays an important role when comparing the results from different studies. Recently, a study was published by Fernández-Raga et al. [
25] that compared different devices for splash erosion measurements, where the results were strongly affected by the measurement device. This was also visible when comparing our results to the above-described studies. However, low standard deviations between the replicates for each soil obtained in our study confirm that the modified version of the Morgan splash cup provided reliable results for splash erosion measurements.