Mapping Seasonal Tree Canopy Cover and Leaf Area Using Worldview-2/3 Satellite Imagery: A Megacity-Scale Case Study in Tokyo Urban Area
Autor: | Akira Tani, Seiichi Hara, Yutaka Kokubu |
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Rok vydání: | 2020 |
Předmět: |
Canopy
010504 meteorology & atmospheric sciences 0211 other engineering and technologies megacity 02 engineering and technology satellite imagery Urban area 01 natural sciences Aerial photography Urban forest Satellite imagery Leaf area index lcsh:Science 021101 geological & geomatics engineering 0105 earth and related environmental sciences Tree canopy geography geography.geographical_feature_category leaf area index tree canopy cover aerial photography Megacity General Earth and Planetary Sciences Environmental science lcsh:Q urban forest Physical geography ecosystem services WorldView-2/3 vegetation index |
Zdroj: | Remote Sensing Volume 12 Issue 9 Pages: 1505 Remote Sensing, Vol 12, Iss 1505, p 1505 (2020) |
ISSN: | 2072-4292 |
Popis: | This study presents a methodology for developing a high-resolution (2 m) urban tree canopy leaf area inventory in different tree phenological seasons and a subsequent application of the methodology to a 625 km2 urban area in Tokyo. Satellite remote sensing has the advantage of imaging large areas simultaneously. However, mapping the tree canopy cover and leaf area accurately is still difficult in a highly heterogeneous urban landscape. The WorldView-2/3 satellite imagery at the individual tree level (2 m resolution) was used to map urban trees based on a simple pixel-based classification method. The comparison of our mapping results with the tree canopy cover derived from aerial photography shows that the error margin is within an acceptable range of 5.5% at the 3.0 km2 small district level, 5.0% at the 60.9 km2 municipality level, and 1.2% at the 625 km2 city level. Furthermore, we investigated the relationship between the satellite data (vegetation index) and in situ tree-measurement data (leaf area index) to develop a simple model to directly map the tree leaf area from the WorldView-2/3 imagery. The estimated total leaf area in Tokyo urban area in the leaf-on season (633 km2) was twice that of the leaf-off season (319 km2). Our results also showed that the estimated total leaf area in Tokyo urban area was 1.9–6.2 times higher than the results of the moderate-resolution (30 m) satellite imagery. |
Databáze: | OpenAIRE |
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