{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T00:53:12Z","timestamp":1760230392566,"version":"build-2065373602"},"reference-count":51,"publisher":"MDPI AG","issue":"14","license":[{"start":{"date-parts":[[2022,7,19]],"date-time":"2022-07-19T00:00:00Z","timestamp":1658188800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Thematic Excellence Programme of the National Research Development and Innovation Fund","award":["ED_18-1-2019-0030","TKP2020-NKA-06"],"award-info":[{"award-number":["ED_18-1-2019-0030","TKP2020-NKA-06"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Intense soil erosion in the northern part of the Gerecse Hills, Hungary, is causing significant damage to vineyards in the area. Three vineyards in the Neszm\u00e9ly Wine Region were investigated to quantify the amount of eroded soils. The method was based on monitoring vineyards for one-year between July 2019 and June 2020. Every season, a set of photographs of the vineyards were taken from an unmanned aerial vehicle. The images were processed in a photogrammetric workflow to produce high-resolution digital terrain models (DTMs) and orthophotos, which were used to estimate the soil loss using the Universal Soil Loss Equation (USLE) model. Particular attention was paid to the effect of seasonal variation in vegetation cover and rainfall, and the erosion control effect of the inter-row grassing already applied in the vineyards was also modelled. The results confirm and quantify the extent to which intense summer rainfall has a more significant effect on erosion compared to autumn or winter rainfall.<\/jats:p>","DOI":"10.3390\/rs14143463","type":"journal-article","created":{"date-parts":[[2022,7,19]],"date-time":"2022-07-19T08:28:25Z","timestamp":1658219305000},"page":"3463","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Spatial Modelling of Vineyard Erosion in the Neszm\u00e9ly Wine Region, Hungary Using Proximal Sensing"],"prefix":"10.3390","volume":"14","author":[{"given":"T\u00fcnde","family":"Tak\u00e1ts","sequence":"first","affiliation":[{"name":"Doctoral School of Earth Sciences, Faculty of Science, E\u00f6tv\u00f6s Lor\u00e1nd University, H-1117 Budapest, Hungary"},{"name":"Institute for Soil Sciences, Centre for Agricultural Research, H-1022 Budapest, Hungary"},{"name":"Institute of Cartography and Geoinformatics, Faculty of Informatics, E\u00f6tv\u00f6s Lor\u00e1nd University, H-1117 Budapest, Hungary"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2604-3052","authenticated-orcid":false,"given":"J\u00e1nos","family":"M\u00e9sz\u00e1ros","sequence":"additional","affiliation":[{"name":"Institute for Soil Sciences, Centre for Agricultural Research, H-1022 Budapest, Hungary"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1723-8328","authenticated-orcid":false,"given":"G\u00e1sp\u00e1r","family":"Albert","sequence":"additional","affiliation":[{"name":"Institute of Cartography and Geoinformatics, Faculty of Informatics, E\u00f6tv\u00f6s Lor\u00e1nd University, H-1117 Budapest, Hungary"}]}],"member":"1968","published-online":{"date-parts":[[2022,7,19]]},"reference":[{"key":"ref_1","unstructured":"FAO (1979). Provisional Methodology for Soil Degradation Assessment, FAO-UNEP-UNESCO."},{"key":"ref_2","unstructured":"FAO (1983). Guidelines for the Control. of Soil Degradation, UNEP-FAO."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"P\u00e1sztor, L. (2021). Advanced GIS and RS applications for soil and land degradation assessment and mapping. ISPRS Int. J. Geo-Inf., 10.","DOI":"10.3390\/ijgi10030128"},{"key":"ref_4","unstructured":"Toy, T.J., Foster, G.R., and Renard, K.G. (2002). Soil Erosion: Processes, Prediction, Measurement, and Control, John Wiley & Sons."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1295","DOI":"10.1002\/ldr.2916","article-title":"Evaluating the new soil erosion map of Hungary\u2014A semiquantitative approach","volume":"29","author":"Waltner","year":"2018","journal-title":"Land Degrad. Dev."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Waltner, I., Saeidi, S., Gr\u00f3sz, J., Centeri, C., Laborczi, A., and P\u00e1sztor, L. (2020). Spatial Assessment of the Effects of Land Cover Change on Soil Erosion in Hungary from 1990 to 2018. ISPRS Int. J. Geo-Inf., 11.","DOI":"10.3390\/ijgi9110667"},{"key":"ref_7","first-page":"281","article-title":"Crop growth, carbon sequestration and soil erosion in an organic vineyard of the Vill\u00e1ny Wine District, Southwest Hungary","volume":"69","author":"Rezsek","year":"2020","journal-title":"Hung. Geogr. Bull."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Rodrigo-Comino, J., Keesstra, S., and Cerd\u00e0, A. (2018). Soil erosion as an environmental concern in vineyards: The case study of Celler del Roure, Eastern Spain, by means of rainfall simulation experiments. Beverages, 4.","DOI":"10.3390\/beverages4020031"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"872","DOI":"10.21273\/JASHS.115.6.872","article-title":"Comparison of sod, mulch, cultivation, and herbicide floor management practices for grape production in nonirrigated vineyards","volume":"115","author":"Pool","year":"1990","journal-title":"J. Am. Soc. Hortic. Sci."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.still.2016.07.017","article-title":"Temporal variability of soil management effects on soil hydrological properties, runoff and erosion at the field scale in a hillslope vineyard, North-West Italy","volume":"165","author":"Biddoccu","year":"2017","journal-title":"Soil Tillage Res."},{"key":"ref_11","first-page":"128","article-title":"Intercropping experiments in Hungarian vineyards","volume":"18","author":"Kelemen","year":"2016","journal-title":"Acta Fytotech. Et Zootech."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"104604","DOI":"10.1016\/j.catena.2020.104604","article-title":"GIS-based soil erosion modelling under various steep-slope vineyard practices","volume":"193","author":"Pijl","year":"2020","journal-title":"Catena"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.catena.2013.09.004","article-title":"Soil erosion in gully catchments affected by land-levelling measures in the Souss Basin, Morocco, analysed by rainfall simulation and UAV remote sensing data","volume":"113","author":"Peter","year":"2014","journal-title":"Catena"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Fern\u00e1ndez, T., P\u00e9rez-Garc\u00eda, J.L., G\u00f3mez-L\u00f3pez, J.M., Cardenal, J., Calero, J., S\u00e1nchez-G\u00f3mez, M., Delgado, J., and Tovar-Pescador, J. (2020). Multitemporal Analysis of Gully Erosion in Olive Groves by Means of Digital Elevation Models Obtained with Aerial Photogrammetric and LiDAR Data. ISPRS Int. J. Geo-Inf., 9.","DOI":"10.3390\/ijgi9040260"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"104962","DOI":"10.1016\/j.envsoft.2021.104962","article-title":"Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data","volume":"137","author":"Meinen","year":"2021","journal-title":"Environ. Model. Softw."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Chidi, C.L., Zhao, W., Chaudhary, S., Xiong, D., and Wu, Y. (2021). Sensitivity Assessment of Spatial Resolution Difference in DEM for Soil Erosion Estimation Based on UAV Observations: An Experiment on Agriculture Terraces in the Middle Hill of Nepal. ISPRS Int. J. Geo-Inf., 10.","DOI":"10.3390\/ijgi10010028"},{"key":"ref_17","unstructured":"Galamos, J. (1989). Surface movements of the Gerecse Mountain\u2019s northern part. Selected Environmental Studies, Hungarian Academy of Sciences."},{"key":"ref_18","first-page":"6463","article-title":"Spatially and temporally varying Quaternary uplift rates of the Gerecse Hills, Northern Pannonian Basin, using dated geomorphological horizons in the Danube valley","volume":"Volume 18","author":"Fodor","year":"2016","journal-title":"EGU General Assembly Conference Abstracts"},{"key":"ref_19","first-page":"4146","article-title":"Landslide susceptibility estimations in the Gerecse hills (Hungary)","volume":"19","author":"Gerzsenyi","year":"2017","journal-title":"EGU General Assembly Conference Abstracts"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"498","DOI":"10.1080\/10095020.2020.1870872","article-title":"Landslide inventory validation and susceptibility mapping in the Gerecse Hills, Hungary","volume":"24","author":"Gerzsenyi","year":"2021","journal-title":"Geo-Spat. Inf. Sci."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Kocsis, K. (2018). Soils. National Atlas of Hungary: Natural Environment, National Atlas of Hungary.","DOI":"10.1787\/qna-v2018-2-14-en"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Kocsis, K. (2018). Climate. National Atlas of Hungary: Natural Environment, National Atlas of Hungary.","DOI":"10.1787\/qna-v2018-2-14-en"},{"key":"ref_23","unstructured":"(2022, May 20). Agisoft Metashape. Available online: https:\/\/www.agisoft.com\/."},{"key":"ref_24","unstructured":"(2022, May 20). CloudCompare. Available online: https:\/\/www.cloudcompare.org."},{"key":"ref_25","unstructured":"(2022, May 20). QGIS. Available online: https:\/\/www.qgis.org."},{"key":"ref_26","unstructured":"Wischmeier, W.H., and Smith, D.D. (1978). Predicting Rainfall Erosion Losses-A Guide to Conservation Planning, USDA, Science and Education Administration."},{"key":"ref_27","first-page":"355","article-title":"Conversion of the universal soil loss equation to SI metric units","volume":"36","author":"Foster","year":"1981","journal-title":"J. Soil Water Conserv."},{"key":"ref_28","first-page":"323","article-title":"Soil erosion risk, Sicilian Region (1:250,000 scale)","volume":"11","author":"Priori","year":"2014","journal-title":"J. Maps"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1016\/S1001-6279(13)60047-5","article-title":"Sensitivity analysis and calibration of the Modified Universal Soil Loss Equation (MUSLE) for the upper Malewa Catchment, Kenya","volume":"28","author":"Odongo","year":"2013","journal-title":"Int. J. Sediment Res."},{"key":"ref_30","first-page":"128","article-title":"Potential erosion risk calculation using remote sensing and GIS in Oued El Maleh Watershed, Morocco","volume":"7","author":"Lahloi","year":"2015","journal-title":"J. Geogr. Inf. Syst."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"815","DOI":"10.1080\/17445647.2015.1077168","article-title":"Soil loss assessment in the Turbolo catchment (Calabria, Italy)","volume":"12","author":"Conforti","year":"2015","journal-title":"J. Maps"},{"key":"ref_32","first-page":"0170262","article-title":"Soil Erodibility under Natural Rainfall Conditions as the K Factor of the Universal Soil Loss Equation and Application of the Nomograph for a Subtropical Ultisol","volume":"42","author":"Cassol","year":"2018","journal-title":"Rev. Bras. Ci\u00eancia Do Solo"},{"key":"ref_33","first-page":"1","article-title":"Soil erosion of Hungary assessed by spatially explicit modelling","volume":"12","author":"Waltner","year":"2016","journal-title":"J. Maps"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"246","DOI":"10.17221\/128\/2019-SWR","article-title":"Possibilities of including surface runoff barriers in the slop-length factorcalculation in the GIS environment and its integration in the user-friendly LS-RUSLE tool","volume":"15","author":"Brychta","year":"2020","journal-title":"Soil Water Res."},{"key":"ref_35","unstructured":"Presbitero, A.L. (2013). Soil Erosion Studies on Steep Slopes of Humid-Tropic Philippines. [Doctoral Dissertation, Griffith University]."},{"key":"ref_36","first-page":"40","article-title":"Multi-temporal soil erosion risk assessment in N. Chalkidiki using a modified USLE raster model","volume":"8","author":"Gitas","year":"2009","journal-title":"EARSel Eproc."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/j.rse.2018.04.008","article-title":"Mapping spatio-temporal dynamics of the cover and management factor (C-factor) for grasslands in Switzerland","volume":"211","author":"Schmidt","year":"2018","journal-title":"Remote Sens. Environ."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1016\/j.iswcr.2020.12.001","article-title":"New approach for obtaining the C-factor of RUSLE considering the seasonal effect of rainfalls on vegetation cover","volume":"9","author":"Macedo","year":"2021","journal-title":"Int. Soil Water Conserv. Res."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"3172","DOI":"10.21105\/joss.03172","article-title":"Semi-Automatic Classification Plugin: A Python tool for the download and processing of remote sensing images in QGIS","volume":"6","author":"Congedo","year":"2021","journal-title":"J. Open Source Softw."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.landusepol.2015.05.021","article-title":"Estimating the soil erosion cover-management factor at the European scale","volume":"48","author":"Panagos","year":"2015","journal-title":"Land Use Policy"},{"key":"ref_41","unstructured":"Feh\u00e9r, F., Horv\u00e1th, J., and Ondruss, L. (1986). Ter\u00fcleti V\u00edzrendez\u00e9s, M\u0171szaki K\u00f6nyvkiad\u00f3."},{"key":"ref_42","unstructured":"Centeri, C., Pataki, R., and Barczi, A. (2021, January 17\u201321). Soil erosion, soil loss tolerance and sustainability in Hungary. Proceedings of the 3rd International Conference on Land Degradation and Meeting of the IUSS Subcomission C\u2013Soil and water Conservation, Rio de Janeiro, Brazil."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"105418","DOI":"10.1016\/j.still.2022.105418","article-title":"A high-resolution physical modelling approach to assess runoff and soil erosion in vineyards under different soil managements","volume":"222","author":"Straffelini","year":"2022","journal-title":"Soil Tillage Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1002\/ldr.2311","article-title":"Vineyards in terraced landscapes: New opportunities from lidar data","volume":"26","author":"Tarolli","year":"2015","journal-title":"Land Degrad. Dev."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"533","DOI":"10.4141\/cjss91-051","article-title":"Effects of two crop rotations on seasonal runoff and soil loss in the Peace River region","volume":"71","author":"Vliet","year":"1991","journal-title":"Can. J. Soil Sci."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1016\/0933-3630(92)90008-O","article-title":"Seasonal and crop effects on soil loss and rainfall retention probabilities: An example from the US Southern Piedmont","volume":"5","author":"Mills","year":"1992","journal-title":"Soil Technol."},{"key":"ref_47","first-page":"147","article-title":"Seasonal monitoring of soil erosion at regional scale: An application of the G2 model in Crete focusing on agricultural land uses","volume":"27","author":"Panagos","year":"2014","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"596","DOI":"10.1002\/ldr.2223","article-title":"The effects of seasonality in estimating the C-factor of soil erosion studies","volume":"26","author":"Alexandridis","year":"2015","journal-title":"Land Degrad. Dev."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1016\/j.catena.2008.03.006","article-title":"Seasonal variability of runoff and soil loss on forest road backslopes under simulated rainfall","volume":"74","author":"Bellinfante","year":"2008","journal-title":"Catena"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"172","DOI":"10.17221\/135\/2018-SWR","article-title":"Reduction in soil organic matter loss caused by water erosion in inter-rows of hop gardens","volume":"14","author":"Kabelka","year":"2019","journal-title":"Soil Water Res."},{"key":"ref_51","first-page":"1","article-title":"Monitoring seasonal and phenological variability of cover management factor for wheat cropping systems under semi-arid climate conditions","volume":"194","author":"Erpul","year":"2022","journal-title":"Environ. Monit. Assess."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/14\/3463\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T23:53:40Z","timestamp":1760140420000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/14\/3463"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,19]]},"references-count":51,"journal-issue":{"issue":"14","published-online":{"date-parts":[[2022,7]]}},"alternative-id":["rs14143463"],"URL":"https:\/\/doi.org\/10.3390\/rs14143463","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2022,7,19]]}}}