Mapping the Eucalyptus spp woodlots in communal areas of Southern Africa using Sentinel-2 Multi-Spectral Imager data for hydrological applications
被引:13
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作者:
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Sibanda, Mbulisi
[1
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Buthelezi, Siphiwokuhle
论文数: 0引用数: 0
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机构:
Univ KwaZulu Natal, Discipline Geog & Environm Sci, Sch Agr Earth & Environm Sci, Private Bag X01, ZA-3209 Pietermaritzburg, South AfricaUniv Western Cape, Geog Environm Studies & Tourism, Fac Arts & Humanities, P Bag X17, ZA-7535 Bellville, South Africa
Buthelezi, Siphiwokuhle
[2
]
Ndlovu, Helen S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ KwaZulu Natal, Discipline Geog & Environm Sci, Sch Agr Earth & Environm Sci, Private Bag X01, ZA-3209 Pietermaritzburg, South AfricaUniv Western Cape, Geog Environm Studies & Tourism, Fac Arts & Humanities, P Bag X17, ZA-7535 Bellville, South Africa
Ndlovu, Helen S.
[2
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Mothapo, Mologadi C.
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h-index: 0
机构:
Univ Limpopo, Dept Geog & Environm Studies, Sch Agr Earth & Environm Sci, Turfloop Campus,Private Bag X1106, ZA-0727 Sovenga, Limpopo, South AfricaUniv Western Cape, Geog Environm Studies & Tourism, Fac Arts & Humanities, P Bag X17, ZA-7535 Bellville, South Africa
Mothapo, Mologadi C.
[3
]
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Mutanga, Onisimo
[2
]
机构:
[1] Univ Western Cape, Geog Environm Studies & Tourism, Fac Arts & Humanities, P Bag X17, ZA-7535 Bellville, South Africa
[2] Univ KwaZulu Natal, Discipline Geog & Environm Sci, Sch Agr Earth & Environm Sci, Private Bag X01, ZA-3209 Pietermaritzburg, South Africa
[3] Univ Limpopo, Dept Geog & Environm Studies, Sch Agr Earth & Environm Sci, Turfloop Campus,Private Bag X1106, ZA-0727 Sovenga, Limpopo, South Africa
Remote sensing;
Classification;
Invasive alien species;
Eucalyptus spp;
Water resources;
National environmental management act;
SUPPORT VECTOR MACHINE;
REMOTE-SENSING DATA;
RED-EDGE BAND;
SPECTRAL RESOLUTION;
VEGETATION INDEXES;
RANDOM FOREST;
WATER-USE;
CLASSIFICATION;
REFLECTANCE;
CLASSIFIERS;
D O I:
10.1016/j.pce.2021.102999
中图分类号:
P [天文学、地球科学];
学科分类号:
07 ;
摘要:
Invasive alien plant species (IAPs) drive anthropogenic global environmental change by threatening native species communities and ecosystems. For instance, the Eucalyptus species are notoriously known for releasing toxic chemicals which impedes the growth of indigenous plants which usually results in severe erosion. It is, therefore, important and necessary to quantify and understand the spatial extent and distribution of these IAPs to identify critical hotspots for restoration. This study, therefore, tested the utility of Sentinel 2 Multispectral Imager (MSI) data in distinguishing Eucalyptus community-woodlots from other land cover types with an aid of the Support Vector Machines (SVM) algorithm. The results show that eucalyptus species were successfully discriminated from other land cover types with an overall accuracy (OA) of 85.07%. Eucalyptus covered an area of 2378.08 ha, constituting 11.6% of the study area. Furthermore, about 23% of Eucalyptus wood plots were found at a closer range of 1 km from the rivers. Sentinel 2 MSI Band 3 (green), 7 (vegetation red edge) and 8A (narrow near-infrared (NIR)) proved to be effective in characterizing the spatial distribution and extent of Eucalyptus wood plots. The findings of this study serve as a footstool towards the establishment of a framework for monitoring these IAPs and understanding their impact on the diversity of indigenous tree species.
机构:
K Water Res Inst, Water Resources & Environm Res Ctr, Daejeon 34045, South KoreaK Water Res Inst, Water Resources & Environm Res Ctr, Daejeon 34045, South Korea
Kim, Jin Gyeom
Kang, Boosik
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机构:
Dankook Univ, Dept Civil & Environm Engn, Yongin 16890, South KoreaK Water Res Inst, Water Resources & Environm Res Ctr, Daejeon 34045, South Korea
Kang, Boosik
Kim, Sungmo
论文数: 0引用数: 0
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Sungkyunkwan Univ, Interdisciplinary Program Crisis Disaster & Risk, Suwon 16419, South KoreaK Water Res Inst, Water Resources & Environm Res Ctr, Daejeon 34045, South Korea
机构:
Univ Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Agr Res Council Inst Soil Climate & Water ARC ISCW, Geoinformat Sci Div, Pretoria, South AfricaUniv Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
de Villiers, Colette
Munghemezulu, Cilence
论文数: 0引用数: 0
h-index: 0
机构:
Agr Res Council Inst Soil Climate & Water ARC ISCW, Geoinformat Sci Div, Pretoria, South Africa
Univ Johannesburg, Geog Environm Management Energy Studies, Johannesburg, South AfricaUniv Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Munghemezulu, Cilence
Tesfamichael, Solomon G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Johannesburg, Geog Environm Management Energy Studies, Johannesburg, South AfricaUniv Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Tesfamichael, Solomon G.
Mashaba-Munghemezulu, Zinhle
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Agr Res Council Inst Soil Climate & Water ARC ISCW, Geoinformat Sci Div, Pretoria, South AfricaUniv Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Mashaba-Munghemezulu, Zinhle
Chirima, George J.
论文数: 0引用数: 0
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机构:
Univ Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Agr Res Council Inst Soil Climate & Water ARC ISCW, Geoinformat Sci Div, Pretoria, South AfricaUniv Pretoria, Dept Geog Geoinformat & Meteorol, Pretoria, South Africa
Chirima, George J.
SOUTH AFRICAN JOURNAL OF GEOMATICS,
2024,
13
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: 321
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351
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Rehman, Arif Ur
Zhang, Lifu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
Zhang, Lifu
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Sajjad, Meer Muhammad
Raziq, Abdur
论文数: 0引用数: 0
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机构:
Islamia Coll Univ, Dept Geog, Peshawar 25120, PakistanChinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Zhou, Yadong
Liu, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Liu, Hui
He, Baoyin
论文数: 0引用数: 0
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机构:
Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
He, Baoyin
Yang, Xiaoqing
论文数: 0引用数: 0
h-index: 0
机构:
Hubei Prov Dept Water Resources, Wuhan, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Yang, Xiaoqing
Feng, Qi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Feng, Qi
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Kutser, Tiit
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ Technol, Coll Comp & Informat Engn, Xiamen, Peoples R China
Xiamen Univ Technol, Big Data Inst Digital Nat Disaster Monitoring Fuj, Xiamen, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Chen, Feng
Zhou, Xinmeng
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Environm Monitoring Ctr, Wuhan, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Zhou, Xinmeng
Xiao, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China
Xiao, Fei
Kou, Jiefeng
论文数: 0引用数: 0
h-index: 0
机构:
South China Inst Environm Sci, Guangzhou, Peoples R ChinaChinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Peoples R China