{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T03:36:49Z","timestamp":1760240209071,"version":"build-2065373602"},"reference-count":56,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2019,4,4]],"date-time":"2019-04-04T00:00:00Z","timestamp":1554336000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"NASA","award":["Grant # NNX17AI49G"],"award-info":[{"award-number":["Grant # NNX17AI49G"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Globally, the spatial distribution of vegetation is governed primarily by climatological factors (rainfall and temperature, seasonality, and inter-annual variability). The local distribution of vegetation, however, depends on local edaphic conditions (soils and topography) and disturbances (fire, herbivory, and anthropogenic activities). Abrupt spatial or temporal changes in vegetation distribution can occur if there are positive (i.e., amplifying) feedbacks favoring certain vegetation states under otherwise similar climatic and edaphic conditions. Previous studies in the tropical savannas of Africa and other continents using the MODerate Resolution Imaging Spectroradiometer (MODIS) vegetation continuous fields (VCF) satellite data product have focused on discontinuities in the distribution of tree cover at different rainfall levels, with bimodal distributions (e.g., concentrations of high and low tree cover) interpreted as alternative vegetation states. Such observed bimodalities over large spatial extents may not be evidence for alternate states, as they may include regions that have different edaphic conditions and disturbance histories. In this study, we conduct a systematic multi-scale analysis of diverse MODIS data streams to quantify the presence and spatial consistency of alternative vegetation states in Sub-Saharan Africa. The analysis is based on the premise that major discontinuities in vegetation structure should also manifest as consistent spatial patterns in a range of remote sensing data streams, including, for example, albedo and land surface temperature (LST). Our results confirm previous observations of bimodal and multimodal distributions of estimated tree cover in the MODIS VCF. However, strong disagreements in the location of multimodality between VCF and other data streams were observed at 1 km scale. Results suggest that the observed distribution of VCF over vast spatial extents are multimodal, not because of local-scale feedbacks and emergent bifurcations (the definition of alternative states), but likely because of other factors including regional scale differences in woody dynamics associated with edaphic, disturbance, and\/or anthropogenic processes. These results suggest the need for more in-depth consideration of bifurcation mechanisms and thus the likely spatial and temporal scales at which alternative states driven by different positive feedback processes should manifest.<\/jats:p>","DOI":"10.3390\/rs11070815","type":"journal-article","created":{"date-parts":[[2019,4,4]],"date-time":"2019-04-04T11:31:57Z","timestamp":1554377517000},"page":"815","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Alternative Vegetation States in Tropical Forests and Savannas: The Search for Consistent Signals in Diverse Remote Sensing Data"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4067-4926","authenticated-orcid":false,"given":"Sanath Sathyachandran","family":"Kumar","sequence":"first","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9130-5306","authenticated-orcid":false,"given":"Niall P.","family":"Hanan","sequence":"additional","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]},{"given":"Lara","family":"Prihodko","sequence":"additional","affiliation":[{"name":"Department of Animal and Range Sciences, New Mexico State University, Las Cruces, NM 88003, USA"}]},{"given":"Julius","family":"Anchang","sequence":"additional","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]},{"given":"C. Wade","family":"Ross","sequence":"additional","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2554-4373","authenticated-orcid":false,"given":"Wenjie","family":"Ji","sequence":"additional","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5306-9963","authenticated-orcid":false,"given":"Brianna M","family":"Lind","sequence":"additional","affiliation":[{"name":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM 88003, USA; nhanan@nmsu.edu (N.P.H.)"}]}],"member":"1968","published-online":{"date-parts":[[2019,4,4]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1146\/annurev.ecolsys.39.110707.173411","article-title":"What limits trees in C4 grasslands and savannas?","volume":"39","author":"Bond","year":"2008","journal-title":"Annu. 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