Digital Terrain Model Reconstruction in Urban Areas from Airborne Laser Scanning Data: the Method and the Example of the Town of Pavia (northern Italy)
نویسندگان
چکیده
Lidar techniques represent a new and fruitful approach in the determination of digital surface models. One of the goals in processing this data is to set up filtering methods allowing to automatically extract the ground and the features (buildings, vegetation,...) superimposed on the terrain itself. In our work the emphasis is posed on the first topic. The method implemented took advantage of the use of spline functions regularized by means of Tychonov functional in a least squares approach. The DSM pixels have been classified in order to previously detect the edges of the non terrain features; the second step is the identification of all the pixels corresponding to the ground, by means of a region growing algorithm and its correction. By a new interpolation only made from the ground pixel we finally get to the digital terrain model. In the paper the processing methodology is discussed and a first large real example is presented.
منابع مشابه
Conditional Random Fields for Airborne Lidar Point Cloud Classification in Urban Area
Over the past decades, urban growth has been known as a worldwide phenomenon that includes widening process and expanding pattern. While the cities are changing rapidly, their quantitative analysis as well as decision making in urban planning can benefit from two-dimensional (2D) and three-dimensional (3D) digital models. The recent developments in imaging and non-imaging sensor technologies, s...
متن کاملPresenting a Morphological Based Approach for Filtering The Point Cloud to Extract the Digital Terrain Model
The Digital terrain model is an important geospatial product used as the basis of many practical projects related to geospatial information. Nowadays, a dense point cloud can be generated using the LiDAR data. Actually, the acquired point cloud of the LiDAR, presents a digital surface model that contains ground and non-ground objects. The purpose of this paper is to present a new approach of ex...
متن کاملPhysical Vulnerability Assessment of the Hashtgerd New Town against a Probable Earthquake
Aims & Backgrounds: The occurrence of earthquakes in urban areas, have destructive effects, and the inhabitants are increasingly suffering from their harmful impacts. It appears that preparing proactive planning before the disaster occurrence, may reduce damages, casualties and financial losses. This paper aims to identify the vulnerability of the physical fabric of Hashtgerd new town against a...
متن کاملDetailed Building Reconstruction from Airborne Laser Data Using a Moving Surface Method
The increasing demand for a fast, efficient and low cost algorithm for extraction of 3D urban features was the motive behind this work. In this paper we present a new technique to reconstruct buildings with detailed roofs in urban areas using airborne laser scanning altimetry data. We have tried to show that dense airborne laser scanning data is sufficient for detailed 3D reconstruction of urba...
متن کاملCombining Multiple Data Sources for Urban Data Acquisition
One of the most promising approaches to solve the challenging task of thematic mapping in urban environments is the integration of multiple data sources to benefit from the complementary types of available information. Within the paper the combination of Digital Surface Models (DSM) resulting from airborne laser scanning and colour aerial imagery for landuse classification in urban environments...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2002