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TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST

Andrej Verlič ; Dr. Tisa / Slovenian Forestry Institute, Ljubljana, Slovenia
Nataša Đurić ; Slovenian Centre of Excellence for Space Sciences and Technologies SPACE-SI, Ljubljana, Slovenia
Žiga Kokalj ; Slovenian Centre of Excellence for Space Sciences and Technologies SPACE-SI / Research Centre of the Slovenian Academy of Sciences and Arts, Ljubljana, Slovenia
Aleš Marsetič ; Slovenian Centre of Excellence for Space Sciences and Technologies SPACE-SI / Research Centre of the Slovenian Academy of Sciences and Arts, Ljubljana, Slovenia
Primož Simončič ; Slovenian Forestry Institute, Ljubljana, Slovenia
Krištof Oštir ; Slovenian Centre of Excellence for Space Sciences and Technologies SPACE-SI / Research Centre of the Slovenian Academy of Sciences and Arts, Ljubljana, Slovenia

Puni tekst: engleski, pdf (769 KB) str. 477-488 preuzimanja: 736* citiraj
APA 6th Edition
Verlič, A., Đurić, N., Kokalj, Ž., Marsetič, A., Simončič, P. i Oštir, K. (2014). TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST. Šumarski list, 138 (9-10), 477-488. Preuzeto s https://hrcak.srce.hr/133541
MLA 8th Edition
Verlič, Andrej, et al. "TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST." Šumarski list, vol. 138, br. 9-10, 2014, str. 477-488. https://hrcak.srce.hr/133541. Citirano 15.07.2019.
Chicago 17th Edition
Verlič, Andrej, Nataša Đurić, Žiga Kokalj, Aleš Marsetič, Primož Simončič i Krištof Oštir. "TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST." Šumarski list 138, br. 9-10 (2014): 477-488. https://hrcak.srce.hr/133541
Harvard
Verlič, A., et al. (2014). 'TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST', Šumarski list, 138(9-10), str. 477-488. Preuzeto s: https://hrcak.srce.hr/133541 (Datum pristupa: 15.07.2019.)
Vancouver
Verlič A, Đurić N, Kokalj Ž, Marsetič A, Simončič P, Oštir K. TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST. Šumarski list [Internet]. 2014 [pristupljeno 15.07.2019.];138(9-10):477-488. Dostupno na: https://hrcak.srce.hr/133541
IEEE
A. Verlič, N. Đurić, Ž. Kokalj, A. Marsetič, P. Simončič i K. Oštir, "TREE SPECIES CLASSIFICATION USING WORLDVIEW-2 SATELLITE IMAGES AND LASER SCANNING DATA IN A NATURAL URBAN FOREST", Šumarski list, vol.138, br. 9-10, str. 477-488, 2014. [Online]. Dostupno na: https://hrcak.srce.hr/133541. [Citirano: 15.07.2019.]

Sažetak
A detailed tree species inventory is needed to sustainably manage a natural, mixed, heterogeneous urban forest. An object-based image analysis of a combination of high-resolution WorldView-2 multi-spectral satellite imagery and airborne laser scanning (LiDAR) data was tested for classification of individual tree crowns of five different tree species. The model training data were obtained from a systematic grid of plots in the forest. In total, 304 coniferous (Norway spruce and Scots pine) and 270 deciduous (European beech, Sessile and Pedunculate oak (combined), and Sweet chestnut) trees were identified in the field. The classification was performed by applying the support vector machine model. An accuracy assessment was performed by calculating a confusion matrix to evaluate the accuracy of the classification output by comparing the classification result to the independent test data. The overall accuracy of the classification was 58 %.

Ključne riječi
green infrastructure; ground truth data; spectral signature; tree species mapping; tree species inventory; forest monitoring

Hrčak ID: 133541

URI
https://hrcak.srce.hr/133541

[hrvatski]

Posjeta: 1.144 *