HybVOR: A Voronoi-Based 3D GIS Approach for Camera Surveillance Network Placement

沃罗诺图 计算机科学 地理 人工智能 计算机视觉 数学 几何学
作者
Reda Yaagoubi,Mabrouk Yarmani,Abdullah Kamel,Walid Khemiri
出处
期刊:ISPRS international journal of geo-information [MDPI AG]
卷期号:4 (2): 754-782 被引量:37
标识
DOI:10.3390/ijgi4020754
摘要

As a consequence of increasing safety concerns, camera surveillance has been widely adopted as a way to monitor public spaces. One of the major challenges of camera surveillance is to design an optimal method for camera network placement in order to ensure the greater possible coverage. In addition, this method must consider the landscape of the monitored environment to take into account the existing objects that may influence the deployment of such a network. In this paper, a new Voronoi-based 3D GIS oriented approach named “HybVOR” is proposed for surveillance camera network placement. The “HybVOR” approach aims to achieve a coverage near 100% through three main phases. First, a Voronoi Diagram from buildings’ footprints is generated and cameras are placed on the Voronoi Edges. Second, the level of coverage is assessed by calculating a viewshed based on a raster Digital Surface Model of the region of interest. Finally, the visibility of the main buildings’ entrances is evaluated based on a 3D vector model that contains these features. The effectiveness of the “HybVOR” approach is demonstrated through a case study that corresponds to an area of interest in Jeddah Seaport in the Kingdom of Saudi Arabia.
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