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Zastosuj identyfikator do podlinkowania lub zacytowania tej pozycji: http://hdl.handle.net/20.500.12128/7228
Tytuł: A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring
Autor: Bernaś, Marcin
Płaczek, Bartłomiej
Korski, Wojciech
Loska, Piotr
Smyła, Jarosław
Szymała, Piotr
Słowa kluczowe: vehicle detection; pedestrian detection; sensor fusion; low-cost sensors; intelligent transport systems; machine learning
Data wydania: 2018
Źródło: Sensors, Vol. 18 (2018), Art. No. 3243
Abstrakt: Abstract This paper reviews low-cost vehicle and pedestrian detection methods and compares their accuracy. The main goal of this survey is to summarize the progress achieved to date and to help identify the sensing technologies that provide high detection accuracy and meet requirements related to cost and ease of installation. Special attention is paid to wireless battery-powered detectors of small dimensions that can be quickly and effortlessly installed alongside traffic lanes (on the side of a road or on a curb) without any additional supporting structures. The comparison of detection methods presented in this paper is based on results of experiments that were conducted with a variety of sensors in a wide range of configurations. During experiments various sensor sets were analyzed. It was shown that the detection accuracy can be significantly improved by fusing data from appropriately selected set of sensors. The experimental results reveal that accurate vehicle detection can be achieved by using sets of passive sensors. Application of active sensors was necessary to obtain satisfactory results in case of pedestrian detection.
URI: http://hdl.handle.net/20.500.12128/7228
DOI: 10.3390/s18103243
ISSN: 1424-8220
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