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Remote Sensing of Invasive Lantana camara (Verbenaceae) in Semiarid Savanna Rangeland Ecosystems of South Africa
Author
Dube, T.
Shoko, C.
Sibanda, M.
Madileng, P.
Maluleke, X.G.
Mokwatedi, V.R.
Tibane, L.
Tshebesebe, T.
Publisher
Elsevier Inc.
Publication Year
2020-05
Body

Invasive Lantana camara (L. camara) is one of the key drivers of social-ecological and environmental change. Understanding its distribution is critical in determining its impact on the environment and livelihoods and in developing sustainable remediation and rehabilitation strategies. In this study we demonstrate the first comparative assessment of Landsat 8 Operational Land Imager (OLI) and Sentinel-2 Multispectral Instrument (MSI) satellite data in detecting and mapping of invasive L. camara from other land cover types (i.e., built up, fields/bare patches, grassland, and shrub) in semiarid rangeland ecosystems of South Africa. Discriminant analysis (DA) classification technique was used to detect and characterize the spatial distribution of L. camara using Landsat 8 OLI and Sentinel-2 derivatives (i.e., spectral bands, indices, and combined variables). Comparatively, the results show that Sentinel-2 data were able to detect and map L. camara with a high overall accuracy (78.4%) than Landsat 8 OLI, which yielded an accuracy of 65.5%. Further, Student's t-test statistical analysis results showed that Sentinel-2 outperformed Landsat 8 (P < 0.05, Student's t < 0.233) in mapping L. camara from other land cover types. High performance from Sentinel-2 data indicates the relevance and potential of characterizing and profiling invasive species with the new-generation sensors, a previously daunting task, with broadband multispectral sensors. © 2020 The Society for Range Management

Language
en
Resource Type
Text
Document Type
Journal Issue/Article
Digital Object Identifier (DOI)
10.1016/j.rama.2020.01.003
Additional Information
Timothy Dube, Cletah Shoko, Mbulisi Sibanda, Paschaline Madileng, Xivutiso G. Maluleke, Velma R. Mokwatedi, Lorencia Tibane, and Tebogo Tshebesebe "Remote Sensing of Invasive Lantana camara (Verbenaceae) in Semiarid Savanna Rangeland Ecosystems of South Africa," Rangeland Ecology and Management 73(3), 411-419, (22 May 2020). https://doi.org/10.1016/j.rama.2020.01.003
ISSN
1550-7424
OAI Identifier
oai:repository.arizona.edu:10150/679459
Journal Volume
73
Journal Number
3
Journal Pages
411-419
Collection
Rangeland Ecology & Management (REM)
Journal Name
Rangeland Ecology and Management
Keywords
agroecosystems
climate change
environmental impacts
invasive species
Livelihoods
native species
rangelands
angiosperm
Environmental change
Environmental impact assessment
invasive species
Landsat
Livelihood
rangeland
remote sensing
satellite data
savanna
semiarid region
Sentinel
South Africa
Lantana camara
Verbenaceae