Ground Risk Map for Unmanned Aircraft in Urban Environments

被引:59
|
作者
Primatesta, Stefano [1 ]
Rizzo, Alessandro [2 ]
la Cour-Harbo, Anders [3 ]
机构
[1] Politecn Torino, Dept Control & Comp Engn, Corso Duca Abruzzi 24, I-10129 Turin, Italy
[2] Politecn Torino, Dept Elect & Telecommun, Corso Duca Abruzzi 24, I-10129 Turin, Italy
[3] Aalborg Univ, Dept Elect Syst, Frederik Bajers Vej 7C, DK-9220 Aalborg, Denmark
关键词
Unmanned aerial vehicles; Unmanned aircraft; Risk map; Risk assessment; Aviation safety; Probability of fatality; DESIGN; SYSTEM;
D O I
10.1007/s10846-019-01015-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The large diversity of unmanned aircraft requires a suitable and proper risk assessment. In this paper, we propose the use of risk maps to define the risk associated to accidents with unmanned aircraft. It is a two-dimensional location-based map that quantifies the risk to the population on ground of flight operations over a specified area. The risk map is generated through a probabilistic approach and combines several layers, including population density, sheltering factor, no-fly zones, and obstacles. Each element of the risk map has associated a risk value that quantifies the risk of flying over a specific location. Risk values are defined by a risk assessment process using different uncontrolled descent events, drone parameters, environmental characteristics, as well as uncertainties on parameters. The risk map is able to quantify the risk of large areas, such as urban environments, and allows for easy identification of high and low-risk locations. The map is a tool for informed decision making, and our results report some examples of risk map with different aircraft in a realistic urban environment.
引用
收藏
页码:489 / 509
页数:21
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