TanDEM-X for Large-Area Modeling of Urban Vegetation Height: Evidence from Berlin, Germany

被引:14
作者
Schreyer, Johannes [1 ]
Geiss, Christian [2 ]
Lakes, Tobia [1 ]
机构
[1] Humboldt Univ, Dept Geog, Geoinformat Sci Lab, D-10099 Berlin, Germany
[2] German Aerosp Ctr DLR, German Remote Sensing Data Ctr Georisks & Civil S, D-82234 Wessling, Germany
关键词
Digital elevation model (DEM); digital terrain model (DTM); morphological filters (MFs); normalized digital surface model (nDSM); Tandem-X; trees; UltraCamX; urban vegetation; ECOSYSTEM SERVICES; CARBON STORAGE; AIRBORNE LIDAR; TREE POLLEN; SEGMENTATION; FOREST; ENVIRONMENTS; ASTHMA;
D O I
10.1109/JSTARS.2015.2508660
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Large-area urban ecology studies often miss information on vertical parameters of vegetation, even though they represent important constituting properties of complex urban ecosystems. The new globally available digital elevation model (DEM) of the spaceborne TanDEM-X mission has an unprecedented spatial resolution (12 x 12m) that allows us to derive such relevant information. So far, suitable approaches using a TanDEM-X DEM for the derivation of a normalized canopy model (nCM) are largely absent. Therefore, this paper aims to obtain digital terrain models (DTMs) for the subsequent computation of two nCMs for urban-like vegetation (e.g., street trees) and forest-like vegetation (e.g., parks), respectively, in Berlin, Germany, using a TanDEM-X DEM and a vegetation mask derived from UltraCamX data. Initial comparisons between morphological DTM-filter confirm the superior performance of a novel disaggregated progressive morphological filter (DPMF). For improved assessment of a DTM for urban-like vegetation, a modified DPMF and image enhancement methods were applied. For forest-like vegetation, an interpolation and a weighted DPMF approach were compared. Finally, all DTMs were used for nCM calculation. The nCM for urban-like vegetation revealed a mean height of 4.17 m compared to 9.61 m of a validation nCM. For forest-like vegetation, the mean height for the nCM of the weighted filtering approach (9.16 m) produced the best results (validation nCM: 13.55 m). It is concluded that an nCM from TanDEM-X can capture vegetation heights in their appropriate dimension, which can be beneficial for automated height-related vegetation analysis such as comparisons of vegetation carbon storage between several cities.
引用
收藏
页码:1876 / 1887
页数:12
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