• <tr id="yyy80"></tr>
  • <sup id="yyy80"></sup>
  • <tfoot id="yyy80"><noscript id="yyy80"></noscript></tfoot>
  • 99热精品在线国产_美女午夜性视频免费_国产精品国产高清国产av_av欧美777_自拍偷自拍亚洲精品老妇_亚洲熟女精品中文字幕_www日本黄色视频网_国产精品野战在线观看 ?

    Research on wind erosion processes and controlling factors based on wind tunnel test and 3D laser scanning technology

    2022-09-16 09:27:50YANPingWANGXiaoxuZHENGShuchengWANGYongLIXiaomei
    Journal of Arid Land 2022年9期

    YAN Ping, WANG Xiaoxu, ZHENG Shucheng, WANG Yong, LI Xiaomei

    1 Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China;

    2 Zhuhai Branch of State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Zhuhai 519087, China;

    3 State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China;

    4 MOE Engineering Research Centre of Desertification and Blown-sand Control, Beijing 100875, China;

    5 Institute of Geographical Sciences, Henan Academy of Sciences, Zhengzhou 450052, China;

    6 School of Geography and Tourism, Shaanxi Normal University, Xi'an 710119, China

    Abstract: The study of wind erosion processes is of great importance to the prevention and control of soil wind erosion. In this study, three structurally intact soil samples were collected from the steppe of Inner Mongolia Autonomous Region, China and placed in a wind tunnel where they were subjected to six different wind speeds (10, 15, 17, 20, 25, and 30 m/s) to simulate wind erosion in the wind tunnel. After each test, the soil surfaces were scanned by a 3D laser scanner to create a high-resolution Digital Elevation Model (DEM), and the changes in wind erosion mass and microtopography were quantified. Based on this, we performed further analysis of wind erosion-controlling factors. The study results showed that the average measurement error between the 3D laser scanning method and weighing method was 6.23% for the three undisturbed soil samples. With increasing wind speed, the microtopography on the undisturbed soil surface first became smooth, and then fine stripes and pits gradually developed. In the initial stage of wind erosion processes, the ability of the soil to resist wind erosion was mainly affected by the soil hardness. In the late stage of wind erosion processes, the degree of soil erosion was mainly affected by soil organic matter and CaCO3 content. The results of this study are expected to provide a theoretical basis for soil wind erosion control and promote the application of 3D laser scanners in wind erosion monitoring.

    Keywords: 3D laser scanning technology; wind erosion; wind tunnel test; wind erosion depth; microtopography; soil hardness

    1 Introduction

    Soil wind erosion is one of the most severe environmental problems in arid and semi-arid areas throughout the world (Lyu et al., 2021; Zhao et al., 2021). It is not only a primary and important aspect of wind and sand dynamics and desertification, but also one of the basic geomorphic processes that shape the Earth's landscape (Cooke et al., 1993). Soil erosion is a major cause of global terrestrial soil degradation and threatens freshwater and ocean environments (Borrelli et al., 2020; Ferreira et al., 2022). The core mechanisms of wind erosion processes involve the separation, transportation, and deposition of soil particles, as well as the variable dynamics of each wind erosion factor and the mutual feedback relationships among them (Zhang et al., 2018).Researchers divided the factors affecting wind erosion processes into three categories based on wind erosion dynamics, including air factors, surface factors, and soil factors (Chepil, 1945). The surface factors include surface roughness and topography, and the soil factors contain soil structure and moisture content. For the surface factors, microtopography is an important factor controlling aerodynamic roughness and shear stress distribution (Kardous et al., 2005); as such,its influence on soil wind erosion processes cannot be ignored. Soil structure (including soil organic matter, CaCO3, and mechanical composition) significantly affects the critical wind speed and wind erosion rate of soil (Guerrero et al., 2021; Mozaffari et al., 2021). The wind erosion amount is an important index to judge the intensity of soil wind erosion and desertification. It is widely used in the research of wind erosion-related issues (Sterk et al., 1999; Wang et al., 2019).The methods of measuring the soil wind erosion amount mainly include field investigations and observations, wind tunnel simulation tests, and wind erosion models. The main methods of external measurement are sampler collection method, particle size comparison method (Wang et al., 2013), erosion pins method (Haigh, 1977; Gupta et al., 1981), and wind erosion traces (Dunne et al., 1978; Carrara and Carroll, 1979). The erosion pins method can only indicate the wind erosion amount occurring over a long time interval, while the collection efficiency of the sand sampler is low and is affected by uncertain factors such as surface uniformity. The wind tunnel simulation tests have become an important mean to study the wind erosion rate due to controllable conditions (Zhang et al., 2006), though these simulations lack real soil and atmospheric environments and have difficulty satisfying the requirements of these criteria. At present, the commonly used wind erosion models include Wind Erosion Equation, Texas Erosion Analysis Model, Revised Wind Erosion Equation, and Wind Erosion Prediction System. While these models are based on a large number of observations and experiments, their accuracy needs to be further verified, and problems of universality remain. Considering this, it is critical to study wind erosion processes and to improve the measurement accuracy of soil surface microtopography and the wind erosion amount.

    3D laser scanning technology, also known as "reality replication technology", uses noncontact high-speed laser measurement technology to obtain image data and map the topography or complex objects. The measurement principle, application, development, and accuracy tests have been reviewed by Jaboyedoff et al. (2012) and Soudarissanane et al. (2011). In recent years, 3D laser scanning technology has been widely used in engineering (Cheng and Jin, 2006),archaeology (Kuzminsky and Gardiner, 2012; Polig, 2017), and medicine (Kovacs et al., 2006;Sansoni et al., 2009). Since 3D laser scanning technology has matured, it has become widely used in the study of aeolian processes. Nield et al. (2013) used terrestrial laser scanning to characterize the roughness of typical dust-emitting surfaces and found that any metric based on feature protrusion height has an increased likelihood of successfully predicting terrain roughness. This finding has good implications for the development of wind erosion and dust emission studies.Nagihara et al. (2004) tested the feasibility of using a 3D laser scanner to quickly obtain highly accurate topographic surveys of dunes, and the spatial resolution of 3D laser scanner can constrain the mathematical model of dune evolution. Ding et al. (2009) measured the change in the micromorphology of erosion deposits in a straw checkerboard barrier with a 3D laser scanner.This verified the feasibility of monitoring microtopographic changes with 3D laser scanning technology and supported the belief that the technique had unique advantages in dune migration monitoring and sand management. Pelletier et al. (2015) measured the mean critical and repose angles and the rate of slip-face avalanching using terrestrial laser scanning on two barchans of different sizes in Jericoara, Brazil, and combined with wind speed data, they found that the mean critical angle decreased with increasing wind speed. An et al. (2017) studied the application of a 3D laser scanner in the observation of aeolian landforms and proposed an observation scheme for aeolian landforms. The reliability of this method was tested by comparing it with traditional measuring equipment. Cheng et al. (2017) used a 3D laser scanner to monitor the changes in a sand bed before and after each experiment at three friction velocities. Based on this approach,they studied sand morphological surface development, and described the evolution of the wind erosion rate as a function of distance. It is of critical importance to study the effect of sand bed length on the mass of material displaced by wind erosion. Bhutto et al. (2022) observed the changes in the surface microtopography resulting from erosion and sediment deposition around four plants and found that plants were able to capture the displaced sediment that was eroded from the upwind area.

    The process of soil wind erosion is a relatively complex process affected by the soil structure.In this study, we compared the 3D laser scanning results of wind tunnel test conducted on three undisturbed soils in the Xilin Gol grassland and, using weighing method, quantitatively analyzed and evaluated the accuracy of 3D laser scanning technology in measuring wind erosion. In addition, based on 3D laser scanning technology, we expound the change in microtopography with the intensity of wind erosion and the influence of soil hardness, soil organic matter, and CaCO3content on soil wind erosion. The results can provide a theoretical basis for soil wind erosion prevention and promote the application of 3D laser scanners in wind erosion monitoring.

    2 Materials and methods

    2.1 Experimental preparation

    In May 2018, undisturbed soils from three regions (S1, S2, and S3) were collected in the Xilin Gol grassland, Inner Mongolia Autonomous Region of China (Fig. 1). Each soil sample was cut into pieces and placed in a wooden box with 80 cm×30 cm×15 cm, covered with fresh-keeping film, sealed and bound with iron wire to prevent contamination and damage during transportation.Before the experiment, the roots, plant debris, and stones within 5 cm of the surface layer were removed. The samples were watered multiple times prior to extraction, and dried naturally to restore them to the original soil state. In addition, soil moisture, bulk density, soil hardness, soil organic matter, and CaCO3content of the three soil samples were measured (Table 1).

    Fig. 1 Soil sampling process in the field

    Table 1 Basic properties of the three soil samples

    2.2 Wind tunnel test and 3D laser scanning technology

    The wind tunnel test was performed in the Wind Sand Environment and Engineering Laboratory of Beijing Normal University (Fig. 2). The wind tunnel has a length of 37 m, a test section of 16 m,and a cross section of 1 m high and 1 m wide, with wind speeds ranging from 3 to 45 m/s and a pulsation less than 1%. The soil samples were placed on the center of the test section using a manual lift to keep the soil surface at the same height as the floor of the wind tunnel. We used a 3D laser scanner (Trimble GX DR 200+, Trimble Inc., State of California, USA) with a scanning scope of 200–350 m. The distance between scanning points was set to 1.00 mm.

    The wind speed in the center of the test section was set as follows: 10, 15, 17, 20, 25, and 30 m/s. Except for the wind speed of 10 m/s, which had an erosion time of 10 min, the erosion time for all other wind speeds was 5 min. The soil surface was scanned by opening the observation window before and after each erosion test. Then, the soil trough was removed and weighed with an electronic scale (KCC150, Mettler-Toledo, Zurich, Switzerland) (Fig. 2c) to measure wind erosion mass (Wab).

    Fig. 2 Experimental operation diagram. (a), the schematic diagram of experimental layout; (b), the photo of experimental operation; (c), the photo of soil weighing method.

    2.3 Data analysis

    The point cloud data (soil trough frame and soil surface) obtained from each scan were processed by the scanning software Realworks 6.5, converted into dwg format files and imported into ArcGIS. The scanner automatically generates a coordinate system with its internal center as the origin. We converted the scans into Digital Elevation Model (DEM) images in ArcGIS to calculate the average height. It should be noted that after each erosion test, the box needed to be removed for weighing. Since relatively fixed targets cannot be installed in the soil, the wood frame surface was used as the datum for data alignment. The calculation formula of wind erosion depth (Dab; mm) after each erosion test was as follows:whereHabis the height of the soil surface (mm);habis the height of the soil trough frame (mm);arepresents the number of soil samples (1, 2, and 3);brepresents the number of each wind speed(10, 15, 17, 20, 25, and 30 m/s); and 0 represents the initial conditions.

    The formula for determining the wind erosion mass from the 3D laser scanning (Mab; g) was as follows:

    whereBdais the soil bulk density (g/cm3).

    Based on the wind erosion mass measured by weighing method (Wab; g), we calculated the relative error of the wind erosion mass (ξab; %) obtained from each scanning test using the following equation:

    Root mean squared height (RMSH; mm) is a commonly used calculation index to describe soil surface roughness (Eitel et al., 2011; Nield et al., 2011; Nield et al., 2013), and the calculation formula was as follows:

    whereziis the height within each grid cell included in the moving window (mm);μis the mean elevation within the moving window (mm); andnis the number of grid cells within the moving window.

    3 Results and analysis

    3.1 Comparison between 3D laser scanning technology and weighing method

    The soil sample was removed from the wind tunnel after each test and placed on an electronic scale to accurately weigh the wind erosion mass (Fig. 2c). This process is called "weighing method", which is a more direct and accurate method to obtain the wind erosion mass in the laboratory. The wind erosion masses determined by 3D laser scanning technology and weighing method are compared in Table 2. Under the wind speeds of 15, 17, 20, and 30 m/s, the relative errors of the two methods for S1 were 0.51%, 21.73%, 15.90%, and 12.03%, respectively, the average relative error was 10.05%, and the relative error of cumulative wind erosion mass was 10.20%. The relative error range of S2 under each wind speed was 2.85%–11.06%, the average relative error was 6.63%, and the relative error of cumulative wind erosion mass was 1.65%.Except for the relative error in S3 under the wind speed of 10 m/s, the relative errors under other wind speeds were small and the relative error of cumulative wind erosion mass was 7.00%. The overall average relative error was 14.07%.

    Table 2 Comparison between 3D laser scanning technology and weighing method

    3.2 Development process of microtopography

    Microtopography refers to the relative elevation changes in the soil surface at scales of millimeters to centimeters caused by soil particles, aggregates, soil blocks, tillers, etc. The changes in the microtopography of the undisturbed soil surface increased as the wind speed and test time increased(Fig. 3). Taking S3 as an example (Fig. 4), under the wind speeds of 10 and 15 m/s, the wind erosion mass was 224.21 g, the wind erosion depth was 0.65 mm, and there was no typical wind scour pattern on the soil surface. When the wind speed reached 17 m/s, the wind erosion mass increased to 284.40 g, the wind erosion depth increased by 0.98 mm, and small scour pits appeared on the soil surface. After being subjected to a wind speed of 20 m/s, 717.23 g of topsoil was displaced, and the wind erosion depth increased by 2.54 mm. A pit with a wind erosion depth of approximately 8.00 mm appeared in the part of the sample and had a wind erosion area of approximately 5434 mm2. There were discontinuous small pits in the middle of the larger erosional pit, which had a total wind erosion area of 652 mm2and was the evidence of a strong wind erosion area. Under the wind speed of 25 m/s, the pit expanded and deepened, and a groove appeared in the front. In the front of the groove, a new long and narrow pit developed. The pit was more obvious than before, with a wind erosion area of approximately 384 mm2, an average wind erosion depth of 4.00 mm, and a volume of 82,324 mm3. When the wind speed accelerated to 30 m/s, erosion mainly occurred near the scour pit and groove. The area of the pit increased, the wind erosion depth increased, the wind erosion area was approximately 618 mm2, the average wind erosion depth decreased by 1.03 mm, and the volume of the pit was 82,204 mm3. Additionally, the wind scour groove was connected with the pit, and a pit with a wind erosion depth of approximately 6.00 mm was also produced in the upwind direction. With the increase of the wind speed, the groove and pit on the soil surface continued to deepen and broaden.

    We selected the deepest area of the sample shown in Figure 4g and analyzed the change in the soil erosion depth along the horizontal direction in detail (Fig. 5). The surface of undisturbed soil was not smooth, especially when the horizontal position of the undisturbed soil was 25.00, 130.00,410.00 mm (the horizontal beginning of the soil samples that along the upwind side was annotated as 0.00 mm), there was obvious peaks. Under the wind speed of 10 m/s, the wind erosion depth of the above three positions decreased significantly, and the wind erosion depth at the horizontal position of 410.00 mm decreased by about 5.00 mm, showing an obvious concave shape. The surface of the soil samples became relatively flat. First, at the horizontal position of 0.00–400.00 mm, the microtopography fluctuation changes were minimal as the wind speed increased. The higher part of the terrain at the horizontal position of 400.00–800.00 mm underwent considerable wind erosion, while the lower part of the terrain experienced only light wind erosion, and the wind erosion depth increased. When the wind speed was 17 m/s, the wind erosion depth decreased slightly due to the small change in the wind speed gradient, which was similar to the change in the wind speed of 15 m/s. When the wind speed increased to 20 m/s, the wind erosion depth at horizontal position of 0.00–250.00 mm was reduced, and the change in the wind erosion depth was small. At the horizontal position of 250.00–500.00 mm, the wind erosion depth increased, but it had little impact on the variability of the microtopography surface.

    Fig. 4 Digital Elevation Model (DEM) images of the wind erosion depth generated in ArcGIS under different wind speed. (a), undisturbed soil; (b), wind speed of 10 m/s; (c), wind speed of 15 m/s; (d), wind speed of 17 m/s;(e), wind speed of 20 m/s; (f), wind speed of 25 m/s; (g), wind speed of 30 m/s.

    The horizontal position of 500.00–800.00 mm experienced strong wind erosion, and the maximum wind erosion depth reached 22.00 mm. Under the wind speed of 25 m/s, the wind erosion depth at horizontal position of 250.00–800.00 mm increased significantly. The horizontal position of 500.00 mm contained a groove scoured by the wind, which was divided into two large pits. The pit in the upwind direction was small, the difference in the wind erosion depth was small, the bottom was relatively flat, and the maximum wind erosion depth was 20.00 mm. The wind erosion depth of the pit in the downwind direction was 28.00 mm. When the wind speed reached 30 m/s, the pit continuously deepened and widened, and the maximum wind erosion depth was approximately 35.00 mm. As the erosion processes continued, the soil surface first became smooth and then gradually became rough (Fig. 6). Under the wind speeds of 10, 15, and 17 m/s, the soil surface was in a"consolidation" stage, loose soil particles and small aggregates were eroded, RMSH and the surface roughness decreased. When the wind speed was greater than 20 m/s, the wind speed increased, and large wind erosion areas appeared, with a RMSH of 4.67 mm. With the increase of wind speed, wind erosion mainly occurred near the large wind erosion areas, which further increased the wind erosion depth and increased the surface roughness of the soil. Under the wind speed of 30 m/s, the RMSH reached 6.80 mm, which was three times that of the undisturbed soil surface.

    Fig. 5 Wind erosion depth along the horizontal position under different wind speed in S3

    Fig. 6 Relationship between root mean squared height (RMSH) and wind speed

    3.3 Differences in the wind erosion depth among different soil samples

    The microstructural changes of the three samples were consistent. With the increase of wind speed, the microtopography on the undisturbed soil surface first became flat and then gradually developed into fine stripes and wind scour pits began to form (Fig. 3). The specific difference in microtopography was mainly reflected in the wind erosion depth. As shown in Figure 7, under the wind speed of 10 m/s, after 10 min, soil erosion occurred first in S2, and the wind erosion depth reached 0.65 mm. Only slight erosion changes occurred in the other two soil samples (S1 and S3).With the increase of wind speed, the wind erosion depth increased gradually, and the increase of wind erosion depth in S1 was the most obvious. When the wind speed reached 30 m/s, the wind erosion depth in S1 reached 5.64 mm. In S2, under the wind speeds of 17 and 20 m/s, the change in wind erosion depth was small. When the wind speed increased to 25 m/s, the wind erosion depth increased rapidly, and when the wind speed reached 30 m/s, the wind erosion depth decreased, which may be due to the decrease in erodible particles. When the wind speed reached 20 m/s, the wind erosion depth in S3 was 2.54 mm. Then, with the increase of wind speed, the variation in the wind erosion depth was decreased. Finally, the cumulative wind erosion depth in S1, S2, and S3 was 9.80, 13.81, and 6.89 mm, respectively. The wind erosion depth in S2 was the most pronounced, followed by S1.

    Fig. 7 Differences in the wind erosion depth among different soil samples. S1, S2, and S3 refer to sample number.

    4 Discussion

    4.1 Relative error analysis of 3D laser scanning technology

    The error level is mainly related to the wind erosion depth and the accuracy of the scanner. We analyzed the cumulative wind erosion depth and relative error of the three samples and found that when the wind erosion depth exceeded the scanning accuracy, the relative error decreased (Fig.8). In this study, when the wind erosion depth was greater than 1.40 mm, the relative error tended to be less than 10.00%. The minimum relative error was 1.08%, and the average error was 4.84%.When the wind erosion depth was less than 1.40 mm, the maximum error was 33.84%, and the average relative error was 13.84%. In addition, the surface roughness and the external temperature and pressure also caused measurement errors (Zheng et al., 2005). When the surface roughness increased to a certain extent, the measurement error increased. In recent years, 3D laser scanning technology has made great progress, and the accuracy of the new generation of 3D laser scanners has also been greatly improved. The resolution of the new scanners can reach 1.00 mm,and the scanning speed is faster (Zhao et al., 2022; Zhou et al., 2022). The 3D laser scanning technologies have matured and have obvious advantages in observing morphological structures(Wu et al., 2018; Zheng et al., 2021). Therefore, it is feasible and effective to measure wind-driven erosion with 3D laser scanning technology (Cheng et al., 2017; Asensio et al., 2019).

    Fig. 8 Relationship between relative error and wind erosion depth

    4.2 Effect of sample properties on soil wind erosion

    The overall microtopographical changes of the three soil samples are the same, but there are certain differences in wind erosion mass and wind erosion depth, which are related to soil organic matter and CaCO3content (Fig. 9). After 10-min wind erosion, under the wind speed of 10 m/s, S1 and S3 barely experienced any erosion. The wind erosion depth in S2 increased by 0.65 mm, and the wind erosion mass was 230.28 g, which may be affected by the soil hardness. The soil hardness in S1, S2, and S3 is 19.30, 7.35, and 19.40 kPa, respectively. The soil hardness is one of the important physical properties of soil and is a comprehensive indicator of soil physical and chemical composition. The ability of soil to resist wind erosion is strongly influenced by the soil hardness (Li et al., 2003, 2005; Zhang et al., 2019). The greater the soil hardness, the greater the resistance to the incoming wind speed. With the increase of the wind speed, both the cumulative wind erosion depth and the wind erosion mass increased. After all tests were completed, the cumulative wind erosion depth in S1, S2, and S3 was 9.80, 13.81, and 6.89 mm, respectively, and the cumulative wind erosion mass in S1, S2, and S3 was 3094.80, 4650.89, and 1993.52 g,respectively. These differences are inferred to be related to the soil organic matter and CaCO3content in the three soil samples. Soil organic matter can improve the physical and chemical properties of soil and affect the susceptibility of soils to wind erosion (Münch et al., 2022). An increase in soil organic matter can enhance the ability of soil to resist wind erosion, and soil organic matter is positively correlated with resistance to wind erosion (Yuan et al., 2007; Jouquet et al., 2021). The soil organic matter in S1, S2, and S3 are 2.14%, 1.28%, and 2.44%, respectively,thus the wind erosion resistance in S2 is relatively weak. Areas with high CaCO3content are more susceptible to wind erosion than the areas with low CaCO3content, and a linear negative correlation between wind erosion rate and CaCO3content is considered in the United States Department of Agriculture Revised Wind Erosion Equation (Dong et al., 2018). CaCO3content in S1, S2, and S3 is 9.84%, 4.85%, and 0.22%, respectively. In this study, there is no significant correlation between CaCO3content and the wind erosion mass. We believe that this may be because the CaCO3content in the undisturbed soil did not play a role in wind erosion processes during the specified wind erosion time. S2 was more susceptible to wind erosion, followed by S1.The increase of the soil hardness, soil organic matter, and CaCO3content can increase soil resistance to wind erosion (Tian et al., 2018; Fallahzade et al., 2020; Sun et al., 2021).

    4.3 Analysis of wind erosion processes of undisturbed soil

    As a dynamic roughness element, the microtopography formed by uneven surface erosion is an important factor controlling the aerodynamic roughness of the surface. During the wind erosion processes, the pattern of convex parts and the accumulation of local pits make the microtopography always in a state of change (Kardous et al., 2005; Zhang et al., 2018). Soil erosion is a destructive process that attacks the most productive topsoil layer first (Toy et al., 2002). In the wind tunnel test, the undisturbed soil is in the "soil preparation" stage during the early stage of wind erosion.The loose soil and small aggregates on the soil surface are first blown away, and the microtopography on the undisturbed soil surface initially becomes smooth. When the wind speed increases to 20 m/s, fine stripes and pits gradually develop on the soil surface. With the increase of wind speed, wind erosion mainly occurs in the vicinity of the grooves and pits, and the pits continue to deepen and widen. The roughness of the soil surface is described by RMSH, showing a process of first decreasing and then increasing. Under the same conditions, the areas with severe wind erosion are more likely to be damaged. General assumptions are that cropland is the most sensitive area to wind erosion (Zhang et al., 2012; Pierre et al., 2018).

    5 Conclusions

    In the wind tunnel test, the relative errors of the cumulative wind-driven erosion obtained by the 3D laser scanning technology and the weighing method of the three soil samples were 10.20%,1.65%, and 7.00%, respectively, and the average relative error was 6.23%. With the increase of wind speed, the microtopography on the undisturbed soil surface first becomes flat and then gradually develops into fine stripes and pits. Then, the pits continue to deepen and widen, and the soil roughness first decreases and then increases. The variation in microtopography during the wind erosion processes is influenced by the soil organic matter, CaCO3content, and soil hardness.At the initial stage of wind erosion, the ability of soil to resist wind erosion is mainly affected by the soil hardness; that is, the greater the soil hardness, the greater the incoming wind speed it can withstand. With the increase of wind speed, the degree of soil erosion is mainly affected by soil organic matter and CaCO3content.

    Most research methods can only infer the soil erosion processes by calculating the amount material displaced by erosion and the depth of fixed-point erosion. However, 3D laser scanning technology can quantify the microscopic topographic changes of the soil erosion process, which provides new possibilities for further study of wind erosion processes. Moreover, a 3D laser scanner can quickly scan the surface of the target object and obtain 3D coordinates. Thus, it is feasible to apply 3D laser scanning technology to wind erosion monitoring studies by constantly improving the scanning accuracy and controlling the systematic error of measurement. Estimation of a surface roughness index with more accurate and precise point cloud data by laser scanning will be critical to better evaluate and model wind erosion in the future. Wind erosion can be effectively reduced by increasing the soil hardness, soil organic matter, and CaCO3content by physical and chemical methods. In addition, we believe that wind-driven erosion processes remain the key mechanism controlling desertification.

    Acknowledgements

    This work is supported by National Natural Science Foundation of China (41871010) and The Second Comprehensive Scientific Expedition to the Qinghai-Tibet Plateau of China (2019QZKK0906).

    精品不卡国产一区二区三区| 午夜福利18| 欧美黑人精品巨大| 欧美在线一区亚洲| 校园春色视频在线观看| 激情在线观看视频在线高清| 亚洲国产精品sss在线观看| videosex国产| 好男人在线观看高清免费视频 | 日本三级黄在线观看| 国产高清videossex| 欧美激情极品国产一区二区三区| 热re99久久国产66热| 亚洲欧美日韩高清在线视频| 国产成人精品久久二区二区免费| 国产精品亚洲美女久久久| 精品福利观看| 国产99白浆流出| 妹子高潮喷水视频| 亚洲少妇的诱惑av| 一区二区日韩欧美中文字幕| 亚洲av美国av| 女性生殖器流出的白浆| 久久久精品欧美日韩精品| 欧美乱妇无乱码| 天堂影院成人在线观看| 亚洲电影在线观看av| 色综合亚洲欧美另类图片| 电影成人av| 午夜福利成人在线免费观看| 国产精品98久久久久久宅男小说| 精品国产美女av久久久久小说| 日韩av在线大香蕉| 伦理电影免费视频| 国产99白浆流出| 免费在线观看完整版高清| 一级,二级,三级黄色视频| 成人亚洲精品av一区二区| 亚洲自偷自拍图片 自拍| 99国产极品粉嫩在线观看| 国产一区二区激情短视频| 午夜精品在线福利| 免费一级毛片在线播放高清视频 | 午夜精品在线福利| 亚洲情色 制服丝袜| 精品不卡国产一区二区三区| 久久精品国产亚洲av香蕉五月| 国产成人精品久久二区二区91| 性欧美人与动物交配| 中文字幕精品免费在线观看视频| 在线视频色国产色| 男女床上黄色一级片免费看| 后天国语完整版免费观看| 制服人妻中文乱码| 成人av一区二区三区在线看| 俄罗斯特黄特色一大片| 亚洲av电影不卡..在线观看| 久久精品国产综合久久久| 大码成人一级视频| 亚洲色图av天堂| 777久久人妻少妇嫩草av网站| 亚洲 欧美 日韩 在线 免费| 欧美精品啪啪一区二区三区| 一级毛片精品| 人妻丰满熟妇av一区二区三区| 91在线观看av| 99久久综合精品五月天人人| 可以在线观看毛片的网站| 无限看片的www在线观看| 搡老熟女国产l中国老女人| 日韩大尺度精品在线看网址 | 亚洲伊人色综图| 男人舔女人下体高潮全视频| 免费高清视频大片| 搡老妇女老女人老熟妇| 禁无遮挡网站| 国产亚洲欧美98| 欧美大码av| 咕卡用的链子| 国产午夜福利久久久久久| 波多野结衣av一区二区av| 国产精品二区激情视频| 午夜老司机福利片| 亚洲最大成人中文| 婷婷六月久久综合丁香| 成年人黄色毛片网站| 黄色a级毛片大全视频| 一区二区三区激情视频| 欧美日韩中文字幕国产精品一区二区三区 | 国产麻豆69| 美国免费a级毛片| 久久久国产欧美日韩av| 在线观看午夜福利视频| 久久国产亚洲av麻豆专区| 伊人久久大香线蕉亚洲五| 淫秽高清视频在线观看| 久久久久久亚洲精品国产蜜桃av| 欧美 亚洲 国产 日韩一| 免费少妇av软件| 欧美在线一区亚洲| 一级毛片女人18水好多| 欧美日本亚洲视频在线播放| 黄频高清免费视频| 欧美大码av| 999精品在线视频| 久久久水蜜桃国产精品网| 欧美日韩福利视频一区二区| 好看av亚洲va欧美ⅴa在| 亚洲美女黄片视频| 一级片免费观看大全| 国产激情久久老熟女| 精品久久久久久久久久免费视频| 久久久久久免费高清国产稀缺| 日本欧美视频一区| 中文字幕另类日韩欧美亚洲嫩草| 亚洲av电影不卡..在线观看| 亚洲精品在线美女| 亚洲狠狠婷婷综合久久图片| 国产单亲对白刺激| 女同久久另类99精品国产91| 亚洲av日韩精品久久久久久密| 国产亚洲欧美98| 手机成人av网站| 日韩精品免费视频一区二区三区| 香蕉国产在线看| 亚洲色图综合在线观看| 成人永久免费在线观看视频| 亚洲午夜理论影院| 一二三四社区在线视频社区8| 嫩草影院精品99| 18禁裸乳无遮挡免费网站照片 | 久久精品影院6| 两个人视频免费观看高清| 麻豆国产av国片精品| 成人18禁在线播放| 国产视频一区二区在线看| 日本 av在线| 国产精品九九99| 欧美色视频一区免费| 日本在线视频免费播放| 欧美不卡视频在线免费观看 | 精品无人区乱码1区二区| 国产亚洲欧美精品永久| 国产一区二区三区视频了| 精品久久久久久久毛片微露脸| 欧美中文日本在线观看视频| 999精品在线视频| 天天添夜夜摸| 午夜久久久在线观看| 亚洲一区二区三区色噜噜| 久久久精品欧美日韩精品| 亚洲av电影不卡..在线观看| 伊人久久大香线蕉亚洲五| 久久精品国产亚洲av高清一级| 高清在线国产一区| 涩涩av久久男人的天堂| 一本久久中文字幕| 一本综合久久免费| 岛国视频午夜一区免费看| 黄色片一级片一级黄色片| 国产成+人综合+亚洲专区| 国产免费av片在线观看野外av| 午夜精品久久久久久毛片777| 美国免费a级毛片| 少妇被粗大的猛进出69影院| 免费在线观看亚洲国产| 久久精品91蜜桃| 琪琪午夜伦伦电影理论片6080| 久久草成人影院| 亚洲五月色婷婷综合| 在线天堂中文资源库| 国产亚洲欧美98| 亚洲欧美日韩另类电影网站| 大陆偷拍与自拍| 亚洲avbb在线观看| 久久久久久人人人人人| 在线十欧美十亚洲十日本专区| 精品国产美女av久久久久小说| 免费在线观看黄色视频的| 欧美精品啪啪一区二区三区| videosex国产| 女人被狂操c到高潮| 黄色成人免费大全| 女性生殖器流出的白浆| 国产日韩一区二区三区精品不卡| 成人三级黄色视频| 国产欧美日韩一区二区精品| 天天一区二区日本电影三级 | 国产亚洲精品一区二区www| 在线永久观看黄色视频| 国产区一区二久久| 又紧又爽又黄一区二区| 俄罗斯特黄特色一大片| 99精品在免费线老司机午夜| 丁香欧美五月| x7x7x7水蜜桃| 97人妻天天添夜夜摸| 国产精品久久久人人做人人爽| 变态另类丝袜制服| 国产精品亚洲一级av第二区| 午夜免费成人在线视频| 男女做爰动态图高潮gif福利片 | 亚洲精品中文字幕在线视频| 两个人免费观看高清视频| 黑丝袜美女国产一区| 久久久久九九精品影院| 国产av一区在线观看免费| 少妇 在线观看| 男女下面进入的视频免费午夜 | 成人免费观看视频高清| 69精品国产乱码久久久| 50天的宝宝边吃奶边哭怎么回事| 亚洲中文字幕一区二区三区有码在线看 | 久久婷婷人人爽人人干人人爱 | 一二三四在线观看免费中文在| 在线永久观看黄色视频| 国产精品久久久久久人妻精品电影| 精品久久久久久久毛片微露脸| 久久精品国产亚洲av香蕉五月| 男女下面进入的视频免费午夜 | 国产精品99久久99久久久不卡| 国产三级在线视频| 亚洲熟妇中文字幕五十中出| 91国产中文字幕| 最新美女视频免费是黄的| 日韩中文字幕欧美一区二区| 亚洲激情在线av| 又大又爽又粗| 精品久久久久久久久久免费视频| 国产一区二区三区视频了| 亚洲久久久国产精品| 十八禁人妻一区二区| 国产成人av激情在线播放| 不卡一级毛片| 99精品欧美一区二区三区四区| 99久久国产精品久久久| 黄色 视频免费看| 国产高清有码在线观看视频 | 99精品久久久久人妻精品| 9热在线视频观看99| 淫秽高清视频在线观看| 窝窝影院91人妻| 日韩精品免费视频一区二区三区| 女人被狂操c到高潮| 悠悠久久av| 色播亚洲综合网| 波多野结衣巨乳人妻| 亚洲片人在线观看| 97超级碰碰碰精品色视频在线观看| 亚洲电影在线观看av| 制服丝袜大香蕉在线| 9色porny在线观看| av视频免费观看在线观看| 久久久精品国产亚洲av高清涩受| 身体一侧抽搐| 久久精品91无色码中文字幕| 又黄又粗又硬又大视频| 国产精品爽爽va在线观看网站 | svipshipincom国产片| 日韩中文字幕欧美一区二区| 免费看a级黄色片| 啦啦啦观看免费观看视频高清 | 黄频高清免费视频| 日韩一卡2卡3卡4卡2021年| 国内精品久久久久精免费| 日本免费一区二区三区高清不卡 | 精品久久久久久久久久免费视频| 纯流量卡能插随身wifi吗| 日韩欧美三级三区| 欧美日韩一级在线毛片| 99精品在免费线老司机午夜| 悠悠久久av| 久久中文看片网| 母亲3免费完整高清在线观看| 美女扒开内裤让男人捅视频| 色老头精品视频在线观看| 男人舔女人下体高潮全视频| 亚洲五月天丁香| 精品第一国产精品| 欧美日韩黄片免| 亚洲熟妇中文字幕五十中出| 国产国语露脸激情在线看| 色综合婷婷激情| 亚洲自拍偷在线| 亚洲国产欧美一区二区综合| 亚洲国产中文字幕在线视频| 又黄又爽又免费观看的视频| 黄色女人牲交| 免费在线观看黄色视频的| 亚洲欧美日韩另类电影网站| 夜夜爽天天搞| 两性午夜刺激爽爽歪歪视频在线观看 | 久久久久久久久免费视频了| 久久狼人影院| 中文字幕色久视频| 黑人巨大精品欧美一区二区蜜桃| 69精品国产乱码久久久| 精品不卡国产一区二区三区| 欧美在线一区亚洲| 757午夜福利合集在线观看| 99在线人妻在线中文字幕| 法律面前人人平等表现在哪些方面| 亚洲国产高清在线一区二区三 | 免费女性裸体啪啪无遮挡网站| 精品一区二区三区av网在线观看| 欧美激情 高清一区二区三区| 99久久综合精品五月天人人| 亚洲国产精品999在线| 久99久视频精品免费| 少妇 在线观看| 免费观看人在逋| 国产精品一区二区免费欧美| 丰满的人妻完整版| 一卡2卡三卡四卡精品乱码亚洲| 999久久久国产精品视频| 久久精品成人免费网站| 日韩精品中文字幕看吧| 国产伦人伦偷精品视频| 9191精品国产免费久久| 国产精品日韩av在线免费观看 | 国产精品二区激情视频| 日韩欧美国产在线观看| 久久精品aⅴ一区二区三区四区| 夜夜夜夜夜久久久久| 亚洲中文字幕一区二区三区有码在线看 | 一a级毛片在线观看| 黄色 视频免费看| 19禁男女啪啪无遮挡网站| 18禁黄网站禁片午夜丰满| 咕卡用的链子| 一a级毛片在线观看| 精品欧美国产一区二区三| 正在播放国产对白刺激| 亚洲国产高清在线一区二区三 | 变态另类丝袜制服| 美女 人体艺术 gogo| 热re99久久国产66热| 亚洲精品在线观看二区| 免费人成视频x8x8入口观看| 欧美久久黑人一区二区| 久久婷婷成人综合色麻豆| 叶爱在线成人免费视频播放| 级片在线观看| 韩国精品一区二区三区| 色播亚洲综合网| 免费一级毛片在线播放高清视频 | 国产成人欧美在线观看| 亚洲欧美日韩另类电影网站| 国产精品av久久久久免费| 国产aⅴ精品一区二区三区波| 国产野战对白在线观看| 真人一进一出gif抽搐免费| 99国产精品一区二区三区| 亚洲成av片中文字幕在线观看| 日本vs欧美在线观看视频| 中文字幕人妻熟女乱码| 久久这里只有精品19| 麻豆成人av在线观看| 国产一区二区激情短视频| 午夜久久久久精精品| 亚洲自拍偷在线| 欧美色视频一区免费| 亚洲午夜精品一区,二区,三区| 99精品欧美一区二区三区四区| 法律面前人人平等表现在哪些方面| 神马国产精品三级电影在线观看 | 国产精品免费视频内射| 亚洲性夜色夜夜综合| 精品一区二区三区av网在线观看| 亚洲国产看品久久| 欧美人与性动交α欧美精品济南到| 欧美激情久久久久久爽电影 | 中文字幕精品免费在线观看视频| 久久精品影院6| 久久久久精品国产欧美久久久| 亚洲av成人不卡在线观看播放网| 99riav亚洲国产免费| 久久精品亚洲熟妇少妇任你| 99精品欧美一区二区三区四区| 国产成人啪精品午夜网站| 人人妻,人人澡人人爽秒播| 成年人黄色毛片网站| 777久久人妻少妇嫩草av网站| 国产成人精品在线电影| 国产精品一区二区免费欧美| 国产又色又爽无遮挡免费看| 黄色片一级片一级黄色片| 在线观看www视频免费| 国产精品久久久久久人妻精品电影| 香蕉久久夜色| 免费在线观看完整版高清| www国产在线视频色| 人人妻人人澡欧美一区二区 | 自线自在国产av| 欧美在线一区亚洲| 精品卡一卡二卡四卡免费| 久久亚洲精品不卡| 女人精品久久久久毛片| 99国产精品一区二区三区| 久久精品国产清高在天天线| 久久这里只有精品19| 麻豆成人av在线观看| АⅤ资源中文在线天堂| 亚洲欧美日韩高清在线视频| 91成年电影在线观看| 久久国产亚洲av麻豆专区| 国产一区二区三区在线臀色熟女| 天天一区二区日本电影三级 | 亚洲成人久久性| 午夜精品久久久久久毛片777| 18禁观看日本| 女人被狂操c到高潮| 99re在线观看精品视频| 制服人妻中文乱码| 女生性感内裤真人,穿戴方法视频| 啦啦啦韩国在线观看视频| 国产精品九九99| 韩国av一区二区三区四区| 日本免费a在线| 国产精品乱码一区二三区的特点 | 亚洲专区中文字幕在线| 国产麻豆成人av免费视频| 国产三级在线视频| 法律面前人人平等表现在哪些方面| 国产欧美日韩一区二区三| 精品一区二区三区av网在线观看| 精品人妻在线不人妻| 亚洲男人的天堂狠狠| 久久精品aⅴ一区二区三区四区| 国产精品一区二区在线不卡| 国产一区二区激情短视频| 91九色精品人成在线观看| 久久精品国产亚洲av高清一级| av免费在线观看网站| 午夜免费激情av| 女人被躁到高潮嗷嗷叫费观| 极品人妻少妇av视频| 免费少妇av软件| www.熟女人妻精品国产| 亚洲熟妇中文字幕五十中出| 在线观看舔阴道视频| 满18在线观看网站| 亚洲国产高清在线一区二区三 | 精品久久蜜臀av无| 男女下面进入的视频免费午夜 | 国产精品久久电影中文字幕| 久久狼人影院| 最新美女视频免费是黄的| 19禁男女啪啪无遮挡网站| 精品久久久精品久久久| 久久天躁狠狠躁夜夜2o2o| 成人特级黄色片久久久久久久| 欧美日韩福利视频一区二区| 国产精品久久久av美女十八| 高清在线国产一区| 国产三级黄色录像| 欧美性长视频在线观看| 丝袜人妻中文字幕| 日韩免费av在线播放| 国产成人欧美在线观看| 国产精品,欧美在线| 精品一区二区三区av网在线观看| 久久久国产精品麻豆| 久久精品亚洲精品国产色婷小说| 视频在线观看一区二区三区| 国产午夜福利久久久久久| x7x7x7水蜜桃| 男女做爰动态图高潮gif福利片 | 日韩欧美三级三区| netflix在线观看网站| 少妇裸体淫交视频免费看高清 | 黄色丝袜av网址大全| 国产一区二区三区综合在线观看| 熟妇人妻久久中文字幕3abv| 午夜免费激情av| 韩国精品一区二区三区| 亚洲avbb在线观看| 久久久水蜜桃国产精品网| 国产精品亚洲美女久久久| 久久天躁狠狠躁夜夜2o2o| 国产高清视频在线播放一区| 欧美一级毛片孕妇| 男女床上黄色一级片免费看| 国产精品亚洲美女久久久| 免费看十八禁软件| 嫩草影视91久久| 久久久久久亚洲精品国产蜜桃av| 女人高潮潮喷娇喘18禁视频| 操美女的视频在线观看| 一进一出抽搐gif免费好疼| 十八禁人妻一区二区| 在线观看免费视频日本深夜| 一级片免费观看大全| 国产成+人综合+亚洲专区| 亚洲九九香蕉| 欧美性长视频在线观看| av网站免费在线观看视频| 国语自产精品视频在线第100页| 黑丝袜美女国产一区| 久久 成人 亚洲| 99精品欧美一区二区三区四区| 欧美另类亚洲清纯唯美| 91成人精品电影| 很黄的视频免费| 久久人人97超碰香蕉20202| 欧美色视频一区免费| 午夜两性在线视频| 亚洲av日韩精品久久久久久密| 可以在线观看毛片的网站| 国产免费男女视频| 长腿黑丝高跟| av天堂久久9| 国产精品久久久久久亚洲av鲁大| 操出白浆在线播放| 成人av一区二区三区在线看| 一区二区三区精品91| 久久国产精品影院| 国产精品久久视频播放| 亚洲精品一卡2卡三卡4卡5卡| 午夜亚洲福利在线播放| 中文字幕精品免费在线观看视频| 一区二区三区精品91| 国产三级在线视频| 熟女少妇亚洲综合色aaa.| 国产av一区二区精品久久| 操出白浆在线播放| 亚洲男人的天堂狠狠| 国产主播在线观看一区二区| 久久人妻av系列| 美女高潮喷水抽搐中文字幕| 免费在线观看日本一区| 亚洲中文av在线| 热re99久久国产66热| 香蕉丝袜av| 国产精品亚洲美女久久久| 日本a在线网址| 757午夜福利合集在线观看| 69av精品久久久久久| www日本在线高清视频| 18禁美女被吸乳视频| 成人永久免费在线观看视频| 国产一区二区三区在线臀色熟女| 一区二区三区国产精品乱码| 国产一区二区在线av高清观看| 丁香六月欧美| 国产精品爽爽va在线观看网站 | 在线观看日韩欧美| 国产精品久久久久久亚洲av鲁大| aaaaa片日本免费| 97人妻精品一区二区三区麻豆 | 亚洲一卡2卡3卡4卡5卡精品中文| 纯流量卡能插随身wifi吗| x7x7x7水蜜桃| 国产在线观看jvid| 多毛熟女@视频| 岛国视频午夜一区免费看| 日日夜夜操网爽| 国产av精品麻豆| 国产精品国产高清国产av| 欧美成人一区二区免费高清观看 | 久久精品国产亚洲av高清一级| 国产精品98久久久久久宅男小说| 嫁个100分男人电影在线观看| 嫩草影视91久久| 亚洲天堂国产精品一区在线| 欧美日韩乱码在线| 午夜视频精品福利| 欧美国产日韩亚洲一区| 极品教师在线免费播放| 国产一级毛片七仙女欲春2 | 变态另类成人亚洲欧美熟女 | 欧美老熟妇乱子伦牲交| 一本大道久久a久久精品| 欧美乱妇无乱码| 在线观看一区二区三区| 麻豆一二三区av精品| www.www免费av| 成人三级黄色视频| 中文字幕av电影在线播放| 久久精品成人免费网站| 日韩成人在线观看一区二区三区| 啦啦啦韩国在线观看视频| 亚洲五月天丁香| 91成人精品电影| 免费在线观看日本一区| 亚洲五月天丁香| 久久久国产欧美日韩av| 国产激情欧美一区二区| 久久精品成人免费网站| 国产在线观看jvid| 一区二区三区国产精品乱码| 男人的好看免费观看在线视频 | 色在线成人网| 午夜免费鲁丝| 亚洲精华国产精华精| 亚洲自拍偷在线| 亚洲精品av麻豆狂野| 丝袜人妻中文字幕| 啦啦啦免费观看视频1| 一区二区三区国产精品乱码| 大香蕉久久成人网| av在线播放免费不卡| 韩国av一区二区三区四区| 麻豆国产av国片精品| 国产精品久久久人人做人人爽| 国产免费男女视频| 国产国语露脸激情在线看| 在线免费观看的www视频| 一边摸一边抽搐一进一出视频| 三级毛片av免费| 日本精品一区二区三区蜜桃| 欧美日韩精品网址| 在线av久久热| 色综合站精品国产| 久久久久久免费高清国产稀缺|