Remote sensing can provide a fast and non-destructive estimation of leaf chlorophyll content and consequently can be used in plant nitrogen status evaluation. Such evaluation can be of valuable assistance in modifying the fertilization strategy in an area of interest. Sentinel-2 has the advantage of the high spatial, spectral and temporal resolution and therefore can be considered a powerful tool in such studies. Furthermore, it incorporates three new spectral bands in the red-edge region which enhances its capabilities for vegetation studies. The present work addresses the comparison between the sensitivity of three approaches in processing Sentinel 2 data for the estimation of leaf chlorophyll concentrations of wheat and olive cultivated in a selected area in the North West of Sinai Peninsula, Egypt. These approaches included the use of reflectance data of selected bands and vegetation indices with or without the red edge bands. The proposed approach has an overall accuracy expressed as coefficient of determination of 0.90 between the actual and predicted chlorophyll. This approach utilized neural networks and used two vegetation indices the Chlorophyll vegetation index (CVI) and the Inverted Red-Edge Chlorophyll Index (IRECI) in addition to the plant type.
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Natl Res Council Italy CNR, Inst BioEcon, Via Giovanni Caproni 8, I-50145 Florence, ItalyNatl Res Council Italy CNR, Inst BioEcon, Via Giovanni Caproni 8, I-50145 Florence, Italy
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Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Kovacevic, Jovan
Cvijetinovic, Zeljko
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Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Cvijetinovic, Zeljko
Lakusic, Dmitar
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Univ Belgrade, Fac Biol, Inst Bot & Bot Garden Jevremovac, Takovska 43, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Lakusic, Dmitar
Kuzmanovic, Nevena
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Univ Belgrade, Fac Biol, Inst Bot & Bot Garden Jevremovac, Takovska 43, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Kuzmanovic, Nevena
Sinzar-Sekulic, Jasmina
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Univ Belgrade, Fac Biol, Inst Bot & Bot Garden Jevremovac, Takovska 43, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Sinzar-Sekulic, Jasmina
Mitrovic, Momir
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机构:
MapSoft Doo, Ustanicka 64-7, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Mitrovic, Momir
Stancic, Nikola
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机构:
Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Stancic, Nikola
Brodic, Nenad
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Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
Brodic, Nenad
Mihajlovic, Dragan
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Univ Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, SerbiaUniv Belgrade, Fac Civil Engn, Bulevar Kralja Aleksandra 73, Belgrade 11000, Serbia
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ABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, Sweden
Eduardo Mondlane Univ, Math Dept, Julius Nyerere Av 3453, Maputo 257, MozambiqueABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, Sweden
Nhangumbe, Manuel
Nascetti, Andrea
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ABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, SwedenABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, Sweden
Nascetti, Andrea
Ban, Yifang
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ABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, SwedenABE Sch KTH, Urban Planning Dept, Teknikringen 10A, S-10044 Stockholm, Sweden
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Mahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Mahasarakham Univ, Fac Humanities & Social Sci, Earth Observat Technol Land & Agr Dev Res Unit, Maha Sarakham 44150, ThailandMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Suwanlee, Savittri Ratanopad
Pinasu, Dusadee
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机构:
Natl Sci & Technol Dev Agcy, Technol & Informat Inst Sustainabil, Natl Met & Mat Technol Ctr, Thailand Sci Pk, Pathum Thani 12120, ThailandMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Pinasu, Dusadee
Keawsomsee, Surasak
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机构:
Mahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Mahasarakham Univ, Fac Humanities & Social Sci, Earth Observat Technol Land & Agr Dev Res Unit, Maha Sarakham 44150, ThailandMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Keawsomsee, Surasak
Kasa, Kemin
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Mahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Mahasarakham Univ, Fac Humanities & Social Sci, Earth Observat Technol Land & Agr Dev Res Unit, Maha Sarakham 44150, ThailandMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Kasa, Kemin
Seesanhao, Nattawut
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机构:
Mahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Mahasarakham Univ, Fac Humanities & Social Sci, Earth Observat Technol Land & Agr Dev Res Unit, Maha Sarakham 44150, ThailandMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
Seesanhao, Nattawut
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Ninsawat, Sarawut
Borgogno-Mondino, Enrico
论文数: 0引用数: 0
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Univ Turin, Dept Agr Forest & Food Sci, I-10095 Braccini, ItalyMahasarakham Univ, Fac Humanities & Social Sci, Dept Geog, Maha Sarakham 44150, Thailand
机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R China
Capital Normal Univ, Beijing Lab Water Resources Secur, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Wu, Shuang
Lu, Han
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机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R China
Capital Normal Univ, Beijing Lab Water Resources Secur, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Lu, Han
Guan, Hongliang
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机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Guan, Hongliang
Chen, Yong
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机构:
Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R China
Capital Normal Univ, Beijing Lab Water Resources Secur, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Chen, Yong
Qiao, Danyu
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Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R China
Capital Normal Univ, Beijing Lab Water Resources Secur, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Qiao, Danyu
Deng, Lei
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Capital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
Capital Normal Univ, Engn Res Ctr Spatial Informat Technol, Minist Educ, Beijing 100048, Peoples R China
Capital Normal Univ, Beijing Lab Water Resources Secur, Beijing 100048, Peoples R ChinaCapital Normal Univ, Coll Resource Environm & Tourism, Beijing 100048, Peoples R China
机构:
Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing
Yue W.
Li S.
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Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing
Li S.
Li Z.
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机构:
Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing
Li Z.
Liu Q.
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机构:
Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing
Liu Q.
Pang Y.
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机构:
Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing
Pang Y.
Si L.
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Key Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, BeijingKey Laboratory of Forestry Remote Sensing and Information System, National Forestry and Grassland Administration Research Institute of Forest Resource Information Techniques, CAF, Beijing