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A Study of UWB Placement Optimization Based on Genetic AlgorithmA Study of UWB Placement Optimization Based on Genetic Algorithm

Other Titles
A Study of UWB Placement Optimization Based on Genetic Algorithm
Authors
Doyeon JungEuiho Kim
Issue Date
2022
Publisher
사단법인 항법시스템학회
Keywords
genetic algorithm; UWB; Fresnel hole; vertiport; positioning accuracy
Citation
Journal of Positioning, Navigation, and Timing, v.11, no.2, pp.99 - 107
Journal Title
Journal of Positioning, Navigation, and Timing
Volume
11
Number
2
Start Page
99
End Page
107
URI
https://scholarworks.bwise.kr/hongik/handle/2020.sw.hongik/30244
DOI
10.11003/JPNT.2022.11.2.99
ISSN
2288-8187
Abstract
Urban Air Mobility (UAM) such as a drone taxi is one of the future transportations that have recently been attracting attention. Along with the construction of an urban terminal, an accurate landing system for UAM is also essential. However, in urban environments, reliable Global Navigation Satellite Systems (GNSS) signals cannot be received due to obstacles such as highrise buildings which causes multipath and non-line of sight signal. Thus, the positioning result in urban environments from the GNSS signal is unreliable. Consequently, we propose the Ultra-Wideband (UWB) network to assist the soft landing of UAM on a vertiport. Since the positioning performance of UWB network depends on the layout of UWB anchors, it is necessary to optimize the layout of UWB anchors. In this paper, we propose a two-steps genetic algorithm that consists of binary genetic algorithm involved multi objectives fitness function and integer genetic algorithm involved robust solution searching fitness function in order to optimize taking into account Fresnel hole effects.
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