Assessing Spatial Uncertainty of Lidar-derived Building Model: A Case Study in Downtown Oklahoma City

被引:6
作者
Cheuk, Mang Lung [1 ]
Yuan, May [1 ]
机构
[1] Univ Oklahoma, Coll Atmospher & Geog Sci, Dept Geog, Sarkeys Energy Ctr, Norman, OK 73019 USA
基金
美国国家科学基金会;
关键词
Uncertainty analysis - Feature extraction - Urban planning - Buildings - Cost effectiveness - Remote sensing;
D O I
10.14358/PERS.75.3.257
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Light Detection and Ranging (lidar) technology enables cost-effective rapid production of digital models that capture topography and vertical structures Of surface features at a fine spatial resolution. The capability has promoted lidar applications for mapping terrain, buildings, forest stands, and coastal features that cannot be adequately captured by other remote sensing means over a large area. However, in complex terrain, lidar data and lidar-derived products may contain significant uncertainty. This research provides a simple method to assess the spatial uncertainty of lidar-derived building, model, using, downtown Oklahoma City, Oklahoma as an example. Results indicate that significant uncertainty could be found in urban environment where: (a) building structures are complex, (b) buildings are constructed with reflective materials, and (c) vegetation grows near-by. In addition, cities under rapid development also challenge the accuracy assessment of 3D building models. To conclude, we suggest: (a) careful pre-flight planning before data collection, (b) improve the feature extraction algorithm if possible, (c) use of other remote sensing data, and (d) accuracy assessment on suggested urban environments to reduce the spatial uncertainty of lidar data and lidar-derived products.
引用
收藏
页码:257 / 270
页数:14
相关论文
共 57 条
[11]   Joint analysis of SAR, LIDAR and aerial imagery for simultaneous extraction of land cover, DTM and 3D shape of buildings [J].
Gamba, P ;
Houshmand, B .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2002, 23 (20) :4439-4450
[12]  
GOODCHILD M, 1994, VISUALIZATION IN GEOGRAPHICAL INFORMATION SYSTEMS, P141
[13]  
GUINDON B, AUTOMATED URBAN DELI
[14]  
GWINNER K, DERIVATION VALIDATIO
[15]  
HABIB A, ERROR BUDGET LIDAR S
[16]  
HABIB AF, OCCLUSION BASED METH
[17]  
HOLT AC, OBJECT BASED DETECTI
[18]  
HONG G, WAVELET IHS INTEGRAT, pM111
[19]  
HOPKINSON C, 2001, INT ARCH PHOTOGRAMME, P108
[20]  
HU P, ISOMORPHISM DIGITAL