{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T22:04:27Z","timestamp":1784325867049,"version":"3.55.0"},"reference-count":76,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2016,2,23]],"date-time":"2016-02-23T00:00:00Z","timestamp":1456185600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Measuring the impact of livestock grazing on grassland above-ground net primary production (ANPP) is essential for grass yield estimation and pasture management. However, since there is a lack of accurate and repeatable techniques to obtain the details of grazing locations and stocking rates at the regional scale, it is an extremely challenging task to study the influence of regional grazing on the grassland ANPP. Taking Zoige County as a case, this paper proposes an approach to quantify the spatial and temporal variation of grazing intensity and grazing period through time-series remote sensing data, simulated grassland ANPP through the denitrification and decomposition (DNDC) model, and then explores the impact of grazing on grassland ANPP. The result showed that the model-estimated ANPP while considering grazing had a significant relationship with the field-observed ANPP, with the coefficient of determination (R2) of 0.75, root mean square error (RMSE) of 122.86 kgC\/ha, and average relative error (RE) of 8.77%. On the contrary, if grazing activity was not considered in simulation, a large uncertainty was found when the model-estimated ANPP was compared with the field observation, showing R2 of 0.4, RMSE of 211.51 kgC\/ha, and average RE of 32.5%. For the whole area of Zoige County in 2012, the statistics of the estimation showed that the total regional ANPP was up to 3.815 \u00d7 105 tC, while the total regional ANPP, without considering grazing, would be overestimated by 44.4%, up to 5.51 \u00d7 105 tC. This indicates that the grazing parameters derived in this study could effectively improve the accuracy of ANPP simulation results. Therefore, it is feasible to combine time-series remote sensing data with the process model to simulate the grazing effects on grassland ANPP. However, some issues, such as selecting proper remote sensing data, improving the quality of model input parameters, collecting more field data, and exploring the data assimilation approaches, still should be considered in the future work.<\/jats:p>","DOI":"10.3390\/rs8030168","type":"journal-article","created":{"date-parts":[[2016,2,23]],"date-time":"2016-02-23T10:57:06Z","timestamp":1456225026000},"page":"168","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":30,"title":["Simulation of the Grazing Effects on Grassland Aboveground Net Primary Production Using DNDC Model Combined with Time-Series Remote Sensing Data\u2014A Case Study in Zoige Plateau, China"],"prefix":"10.3390","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5336-6378","authenticated-orcid":false,"given":"Jiyan","family":"Wang","sequence":"first","affiliation":[{"name":"Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ainong","family":"Li","sequence":"additional","affiliation":[{"name":"Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1472-5259","authenticated-orcid":false,"given":"Jinhu","family":"Bian","sequence":"additional","affiliation":[{"name":"Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2016,2,23]]},"reference":[{"key":"ref_1","unstructured":"Yang, X. (2012). Assessing Responses of Grassland to Grazing Management Using Remote Sensing Approaches. [Ph.D. Thesis, University of Saskatchewan]."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"143","DOI":"10.2307\/1931110","article-title":"The place of grasslands in the Earth\u2019s cover","volume":"35","author":"Shantz","year":"1954","journal-title":"Ecology"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1783","DOI":"10.3390\/rs6031783","article-title":"Spatio-Temporal Patterns and Climate Variables Controlling of Biomass Carbon Stock of Global Grassland Ecosystems from 1982 to 2006","volume":"6","author":"Xia","year":"2014","journal-title":"Remote Sens."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1525","DOI":"10.1007\/s12665-011-1392-2","article-title":"Estimation of ecological flow requirement in Zoige Alpine Wetland of southwest China","volume":"66","author":"Tan","year":"2012","journal-title":"Environ. Earth Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1007\/s11629-013-2572-1","article-title":"Landscape pattern evolution processes of alpine wetlands and their driving factors in the Zoige Plateau of China","volume":"10","author":"Bai","year":"2013","journal-title":"J. Mountain Sci."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"95","DOI":"10.5194\/bg-7-95-2010","article-title":"Annual carbon gas budget for a subarctic peatland, Northern Sweden","volume":"7","author":"Crill","year":"2010","journal-title":"Biogeosciences"},{"key":"ref_7","unstructured":"Sala, O.E., and Austin, A.T. (2000). Springer."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"764","DOI":"10.1016\/j.jaridenv.2007.10.003","article-title":"Grazing effect on NDVI across an aridity gradient in Argentina","volume":"72","author":"Blanco","year":"2008","journal-title":"J. Arid Environ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1038\/341142a0","article-title":"Ecosystem-level Patterns of Primary Productivity and Herbivory in Terrestial Habitats","volume":"341","author":"McNaughton","year":"1989","journal-title":"Nature"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"5368","DOI":"10.3390\/rs6065368","article-title":"Remote Sensing Estimates of Grassland Aboveground Biomass Based on MODIS Net Primary Productivity (NPP): A Case Study in the Xilingol Grassland of Northern China","volume":"6","author":"Zhao","year":"2014","journal-title":"Remote Sens."},{"key":"ref_11","first-page":"165","article-title":"A review on reflective remote sensing and data assimilation techniques for enhanced agroecosystem modeling","volume":"9","author":"Dorigo","year":"2007","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"2009","DOI":"10.1016\/j.ecolmodel.2009.04.051","article-title":"A hierarchical analysis of terrestrial ecosystem model Biome-BGC: Equilibrium analysis and model calibration","volume":"220","author":"Wang","year":"2009","journal-title":"Ecol. Model."},{"key":"ref_13","first-page":"101","article-title":"Studies on the situation of soil organic carbon storage in croplands in northeast of China","volume":"4","author":"Qiu","year":"2005","journal-title":"Agric. Sci. China"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"GB1043","DOI":"10.1029\/2003GB002045","article-title":"Modeling greenhouse gas emissions from rice-based production systems: Sensitivity and upscaling","volume":"18","author":"Li","year":"2004","journal-title":"Glob. Biogeochem. Cycles"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1016\/j.envsoft.2013.01.005","article-title":"A long-term sensitivity analysis of the denitrification and decomposition model","volume":"43","author":"Qin","year":"2013","journal-title":"Environ. Model. Softw."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"319","DOI":"10.2307\/4004034","article-title":"Sustainability of inner Mongolian grasslands: Application of the Savanna model","volume":"56","author":"Christensen","year":"2003","journal-title":"J. Range Manag."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1016\/j.rse.2007.01.013","article-title":"Characterization of pasture biophysical properties and the impact of grazing intensity using remotely sensed data","volume":"109","author":"Numata","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1016\/j.ecocom.2012.04.004","article-title":"Moderate grazing can promote aboveground primary production of grassland under water stress","volume":"11","author":"Luo","year":"2012","journal-title":"Ecol. Complex."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.ecocom.2013.12.002","article-title":"Modeling the grazing effect on dry grassland carbon cycling with Biome-BGC model","volume":"17","author":"Han","year":"2014","journal-title":"Ecol. Complex."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.jhydrol.2006.07.019","article-title":"Model analysis of grazing effect on above-ground biomass and above-ground net primary production of a Mongolian grassland ecosystem","volume":"333","author":"Chen","year":"2007","journal-title":"J. Hydrol."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1023\/B:CLIM.0000018513.60904.fe","article-title":"Vulnerability of the Asian typical steppe to grazing and climate change","volume":"63","author":"Christensen","year":"2004","journal-title":"Clim. Chang."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"445","DOI":"10.2111\/08-213.1","article-title":"Remote Sensing of Spatial and Temporal Vegetation Patterns in Two Grazing Systems","volume":"62","author":"Blanco","year":"2009","journal-title":"Rangel. Ecol. Manag."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"5797","DOI":"10.1080\/01431161.2010.507680","article-title":"Assessing the short-term impacts of changing grazing regime at the landscape scale with remote sensing","volume":"32","author":"Bradley","year":"2011","journal-title":"Int. J. Remote Sens."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"5087","DOI":"10.1080\/01431161.2012.657372","article-title":"Assessing light to moderate grazing effects on grassland production using satellite imagery","volume":"33","author":"Yang","year":"2012","journal-title":"Int. J. Remote Sens."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/j.agee.2004.09.008","article-title":"Quantifying grazing intensities using geographic information systems and satellite remote sensing in the Xilingol steppe region, Inner Mongolia, China","volume":"107","author":"Kawamura","year":"2005","journal-title":"Agric. Ecosyst. Environ."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1016\/S1002-0160(10)60023-9","article-title":"Using Remote Sensing and GIS Technologies to Estimate Grass Yield and Livestock Carrying Capacity of Alpine Grasslands in Golog Prefecture, China","volume":"20","author":"Yu","year":"2010","journal-title":"Pedosphere"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.ecolind.2014.01.043","article-title":"Simulation of soil nitrogen storage of the typical steppe with the DNDC model: A case study in Inner Mongolia, China","volume":"41","author":"Li","year":"2014","journal-title":"Ecol. Indic."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1016\/j.ecolind.2009.07.002","article-title":"Grazing intensity monitoring in Northern China steppe: Integrating CENTURY model and MODIS data","volume":"11","author":"Feng","year":"2011","journal-title":"Ecol. Indic."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"912","DOI":"10.1080\/2150704X.2014.976882","article-title":"Response of spectral vegetation indices to a stocking rate experiment in Inner Mongolia, China","volume":"5","author":"Sha","year":"2014","journal-title":"Remote Sens. Lett."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1093\/jpe\/rts020","article-title":"A test of two mechanisms proposed to optimize grassland aboveground primary productivity in response to grazing","volume":"5","author":"Knapp","year":"2012","journal-title":"J. Plant Ecol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"12563","DOI":"10.3390\/rs70912563","article-title":"Mapping Forest Canopy Height Across Large Areas by Upscaling ALS Estimates with Freely Available Satellite Data","volume":"7","author":"Wilkes","year":"2015","journal-title":"Remote Sens."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1016\/j.quascirev.2015.01.025","article-title":"Higher recent peat C accumulation than that during the Holocene on the Zoige Plateau","volume":"114","author":"Wang","year":"2015","journal-title":"Quat. Sci. Rev."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.quascirev.2014.05.003","article-title":"The carbon stock of alpine peatlands on the Qinghai\u2013Tibetan Plateau during the Holocene and their future fate","volume":"95","author":"Chen","year":"2014","journal-title":"Quat. Sci. Rev."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"3857","DOI":"10.3390\/rs4123857","article-title":"Estimating the Maximal Light Use Efficiency for Different Vegetation through the CASA Model Combined with Time-Series Remote Sensing Data and Ground Measurements","volume":"4","author":"Li","year":"2012","journal-title":"Remote Sens."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1016\/j.ecoleng.2008.02.016","article-title":"Current status and future prospects of Zoige Marsh in Eastern Qinghai-Tibet Plateau","volume":"35","author":"Xiang","year":"2009","journal-title":"Ecol. Eng."},{"key":"ref_36","first-page":"481","article-title":"Typical alpine wetland system changes on the Qinghai-Tibet Plateau in recent 40 years","volume":"62","author":"Wang","year":"2007","journal-title":"Acta Geogr. Sin."},{"key":"ref_37","first-page":"256","article-title":"Effects of Grazing Intensity on the Growth of Yaks","volume":"11","author":"Dong","year":"2003","journal-title":"Acta Geogr. Sin."},{"key":"ref_38","unstructured":"Li, C. (2012). User\u2019s Guide for the DNDC Model, Institute for the Study of Earth, Oceans and Space, University of New Hampshire. version 9.5."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1016\/j.rse.2010.09.016","article-title":"Quantification of aboveground rangeland productivity and anthropogenic degradation on the Arabian Peninsula using Landsat imagery and field inventory data","volume":"115","author":"Brinkmann","year":"2011","journal-title":"Remote Sens. Environ."},{"key":"ref_40","unstructured":"Land Processes Distributed Active Archive Center (LP DAAC), Available online: https:\/\/lpdaac.usgs.gov\/ dataset_discovery\/modis \/modis_products_table\/mod13q1."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"172","DOI":"10.1016\/j.ecolind.2014.02.009","article-title":"A remote sensing protocol for identifying rangelands with degraded productive capacity","volume":"43","author":"Reeves","year":"2014","journal-title":"Ecol. Indic."},{"key":"ref_42","first-page":"725","article-title":"Reconstructing NDVI time-series data set of MODIS based on the Savitzky-Golay filter","volume":"14","author":"Bian","year":"2010","journal-title":"J. Remote Sens."},{"key":"ref_43","unstructured":"Zoige County Government, Available online: http:\/\/www.ruoergai.gov.cn\/gkxx\/jbxq\/."},{"key":"ref_44","unstructured":"Sichuan Provincial Agricultural Department, Available online: http:\/\/www.scagri.gov.cn\/zwgk\/msgc\/ cybjzc\/201112\/t20111207_146854.html."},{"key":"ref_45","first-page":"5946","article-title":"Species composition and succession of swamp vegetation along grazing gradients in the Zoige Plateau, China","volume":"31","author":"Han","year":"2011","journal-title":"Acta Ecol. Sin."},{"key":"ref_46","unstructured":"The DNDC Model. Available online: http:\/\/www.dndc.sr.unh.edu."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"463","DOI":"10.1007\/BF00317837","article-title":"A generalized, lumped-parameter model of photosynthesis, evapotranspiration and net primary production in temperate and boreal forest ecosystems","volume":"92","author":"Aber","year":"1992","journal-title":"Oecologia"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1428","DOI":"10.1111\/j.1365-2486.2011.02587.x","article-title":"Upscaling methane fluxes from closed chambers to eddy covariance based on a permafrost biogeochemistry integrated model","volume":"18","author":"Zhang","year":"2012","journal-title":"Glob. Chang. Biol."},{"key":"ref_49","unstructured":"China Meteorological Data Sharing Service System. Available online: http:\/\/cdc.nmic.cn\/home.do."},{"key":"ref_50","first-page":"152","article-title":"Interpolation of rainfall data with thin plate smoothing splines. Part II: Analysis of topographic dependence","volume":"2","author":"Hutchinson","year":"1998","journal-title":"J. Geogr. Inf. Decis. Anal."},{"key":"ref_51","unstructured":"Cold and Arid Regions Science Data Center. Available online: http:\/\/westdc.westgis.ac.cn\/."},{"key":"ref_52","unstructured":"Geospatial Data Cloud. Available online: http:\/\/www.gscloud.cn\/."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1016\/j.isprsjprs.2011.10.008","article-title":"Combining the matter element model with the associated function of probability transformation for multi-source remote sensing data classification in mountainous regions","volume":"67","author":"Li","year":"2012","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_54","first-page":"490","article-title":"The organic carbon distribution and flow in wetland soil-pland system in Ruoergai Plateau (In Chinese)","volume":"27","author":"Tian","year":"2003","journal-title":"Acta Phytoecol. Sin."},{"key":"ref_55","first-page":"225","article-title":"Community structure and biomass dynamic of the Kobresia pygmaea steep meadow","volume":"19","author":"Wang","year":"1995","journal-title":"Acta Phytoecol. Sin."},{"key":"ref_56","unstructured":"Dong, S. (2001). The Stability of Mixture Grassland of Cultivated Perennial Grass and Its Regulation in Alpine Region of Qinghai-Tibetan Plateau of China. [Ph.D. Thesis, Gansu Agricultural University]."},{"key":"ref_57","unstructured":"Ma, Q. (2013). Ecosystem carbon storage in Zoige alpine marsh of Southwest China. [Ph.D. Thesis, Doctor of Ecology-Chinese Academy of Forestry]."},{"key":"ref_58","unstructured":"Fan, Y. (2013). Effects of Fencing and Grazing on Plant Morphology, Community Characteristics and Carbon Banlance of Kobresia pygmaea Meadow in the Three Headwater Resourece Regions. [Ph.D. Thesis, Gansu Agricultural University]."},{"key":"ref_59","first-page":"497","article-title":"Biomass and net production of forest vegetation in China","volume":"15","author":"Fang","year":"1996","journal-title":"Acta Ecologica Sinica"},{"key":"ref_60","first-page":"62","article-title":"Research on the Desertification Grassland Services and Their Value Losses in Ruoergai County","volume":"28","author":"Wang","year":"2014","journal-title":"J. Soil Water Conserv."},{"key":"ref_61","unstructured":"Animal Production and Health. Available online: http:\/\/www.fao.org\/ag\/againfo\/resources\/en\/glw\/ GLW_dens.html."},{"key":"ref_62","first-page":"52","article-title":"Study on Grazing Behaviour of Yaks in Summer, Autumn and Winter","volume":"43","author":"Ding","year":"2007","journal-title":"Animal Prod."},{"key":"ref_63","unstructured":"Liu, Y. (2008). Study on the Herdsmens\u2019 Behavior and Ragulated Countermeasures on Grassland Degrdation: Survey of Herdsmen in two Pastoral Countries of the Northwestern Sichuan Province. [Master\u2019s Thesis, Sichuan Agricultural University]."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"2427","DOI":"10.1016\/j.ecolmodel.2009.06.006","article-title":"A global Bayesian sensitivity analysis of the 1d SimSphere soil\u2013vegetation\u2013atmospheric transfer (SVAT) model using Gaussian model emulation","volume":"220","author":"Petropoulos","year":"2009","journal-title":"Ecol. Model."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Wang, J., Li, A., and Jin, H. (2016). Sensitivity analysis of the Denitrification and Decomposition model for simulating regional carbon budget at the wetland-grassland area on the Zoige Plateau, China. J. Mountain Sci.","DOI":"10.1007\/s11629-015-3520-z"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1657\/1938-4246-44.2.239","article-title":"Temperature and Moisture Controls of C Fluxes in Grazed Subalpine Grasslands","volume":"44","author":"Sjoegersten","year":"2012","journal-title":"Arct. Antarct. Alpine Res."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"2058","DOI":"10.1126\/science.289.5487.2058","article-title":"Managing forests after Kyoto","volume":"289","author":"Schulze","year":"2000","journal-title":"Science"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Dobesch, H., Dumolard, P., and Dyras, I. (2007). Spatial Interpolation for Climate Data: The Use of GIS in Climatology and Meteorology, ISTE.","DOI":"10.1002\/9780470612262"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1347","DOI":"10.1016\/j.rse.2007.05.020","article-title":"Assimilating canopy reflectance data into an ecosystem model with an Ensemble Kalman Filter","volume":"112","author":"Quaife","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1093\/jpe\/rtr018","article-title":"Uncertainty analysis of forest carbon sink forecast with varying measurement errors: A data assimilation approach","volume":"4","author":"Weng","year":"2011","journal-title":"J. Plant Ecol."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1556\/ComEc.8.2007.1.13","article-title":"Response of a subalpine grassland to simulated grazing: Aboveground productivity along soil phosphorus gradients","volume":"8","author":"Risch","year":"2007","journal-title":"Community Ecol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1016\/j.rse.2012.02.021","article-title":"Separating grazing and rainfall effects at regional scale using remote sensing imagery: A dynamic reference-cover method","volume":"121","author":"Bastin","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1111\/jvs.12214","article-title":"Using imaging spectroscopy to predict above-ground plant biomass in alpine grasslands grazed by large ungulates","volume":"26","author":"Schweiger","year":"2015","journal-title":"J. Veg. Sci."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1016\/j.jnc.2014.02.004","article-title":"Conflicting management objectives on the Colorado Plateau: Understanding the effects of bison and cattle grazing on plant community composition","volume":"22","author":"Ware","year":"2014","journal-title":"J. Nat. Conserv."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1890\/1051-0761(1998)008[0207:RBNASD]2.0.CO;2","article-title":"Relation between NOAA-AVHRR satellite data and stocking rate of rangelands","volume":"8","author":"Oesterheld","year":"1998","journal-title":"Ecol. Appl."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/S0168-1923(00)00101-5","article-title":"Grassland desertification by grazing and the resulting micrometeorological changes in Inner Mongolia","volume":"102","author":"Li","year":"2000","journal-title":"Agric. For. Meteorol."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/8\/3\/168\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T19:19:31Z","timestamp":1760210371000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/8\/3\/168"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,2,23]]},"references-count":76,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2016,3]]}},"alternative-id":["rs8030168"],"URL":"https:\/\/doi.org\/10.3390\/rs8030168","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,2,23]]}}}