Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging.
Airborne hyperspectral remote sensing in Malaysia is relatively new. The advantage of hyperspectral remote sensing over satellite remote sensing is its ability to take high spatial resolution images. In this study, hyperspectral data were used for classification of individual tree crowns in a tropic...
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| Format: | Article |
| Language: | English English |
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Forest Research Institute Malaysia (FRIM)
2010
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| Online Access: | http://psasir.upm.edu.my/id/eprint/13076/ http://psasir.upm.edu.my/id/eprint/13076/1/Analysis%20of%20crown%20spectral%20characteristic%20and%20tree%20species%20mapping%20of%20tropical%20forest%20using%20hyperspectral%20imaging.pdf |
| _version_ | 1848842012669771776 |
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| author | Ismail, Mohd Hasmadi Jusoff, Kamaruzaman M. A., Nurul Hidayah |
| author_facet | Ismail, Mohd Hasmadi Jusoff, Kamaruzaman M. A., Nurul Hidayah |
| author_sort | Ismail, Mohd Hasmadi |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Airborne hyperspectral remote sensing in Malaysia is relatively new. The advantage of hyperspectral remote sensing over satellite remote sensing is its ability to take high spatial resolution images. In this study, hyperspectral data were used for classification of individual tree crowns in a tropical rainforest. Field spectroradiometer and airborne hyperspectral reflectance spectra (288 bands, 500-850 nm) were acquired from eight species of emergent tree crown in Gunung Stong Forest Reserve, Kelantan, Peninsular Malaysia. Analyses focused on tree crown spectra in a 5 ha plot. Firstly, the spectral characteristic of the tree crown was developed. Next, spectral-based species classifications were performed using spectral angle mapper (SAM) classifiers. Optimal regions of the spectrum for species discrimination varied with scale. Near-infrared (700-850 nm) bands were consistently important regions across all scales. However, the band in the visible region (537-700 nm) was also important at crown scales. This study concluded that high spectral and spatial resolution imagery acquired over tree crown canopy of tropical forest has substantial potential for individual tree species mapping. |
| first_indexed | 2025-11-15T07:52:22Z |
| format | Article |
| id | upm-13076 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T07:52:22Z |
| publishDate | 2010 |
| publisher | Forest Research Institute Malaysia (FRIM) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-130762015-09-28T02:54:12Z http://psasir.upm.edu.my/id/eprint/13076/ Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. Ismail, Mohd Hasmadi Jusoff, Kamaruzaman M. A., Nurul Hidayah Airborne hyperspectral remote sensing in Malaysia is relatively new. The advantage of hyperspectral remote sensing over satellite remote sensing is its ability to take high spatial resolution images. In this study, hyperspectral data were used for classification of individual tree crowns in a tropical rainforest. Field spectroradiometer and airborne hyperspectral reflectance spectra (288 bands, 500-850 nm) were acquired from eight species of emergent tree crown in Gunung Stong Forest Reserve, Kelantan, Peninsular Malaysia. Analyses focused on tree crown spectra in a 5 ha plot. Firstly, the spectral characteristic of the tree crown was developed. Next, spectral-based species classifications were performed using spectral angle mapper (SAM) classifiers. Optimal regions of the spectrum for species discrimination varied with scale. Near-infrared (700-850 nm) bands were consistently important regions across all scales. However, the band in the visible region (537-700 nm) was also important at crown scales. This study concluded that high spectral and spatial resolution imagery acquired over tree crown canopy of tropical forest has substantial potential for individual tree species mapping. Forest Research Institute Malaysia (FRIM) 2010 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/13076/1/Analysis%20of%20crown%20spectral%20characteristic%20and%20tree%20species%20mapping%20of%20tropical%20forest%20using%20hyperspectral%20imaging.pdf Ismail, Mohd Hasmadi and Jusoff, Kamaruzaman and M. A., Nurul Hidayah (2010) Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. Journal of Tropical Forest Science, 22 (1). pp. 67-73. ISSN 0128-1283 English |
| spellingShingle | Ismail, Mohd Hasmadi Jusoff, Kamaruzaman M. A., Nurul Hidayah Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title | Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title_full | Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title_fullStr | Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title_full_unstemmed | Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title_short | Analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| title_sort | analysis of crown spectral characteristic and tree species mapping of tropical forest using hyperspectral imaging. |
| url | http://psasir.upm.edu.my/id/eprint/13076/ http://psasir.upm.edu.my/id/eprint/13076/1/Analysis%20of%20crown%20spectral%20characteristic%20and%20tree%20species%20mapping%20of%20tropical%20forest%20using%20hyperspectral%20imaging.pdf |