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Title:Revealing the spatial pattern of weather-related road traffic crashes in Slovenia
Authors:ID Ivajnšič, Danijel (Author)
ID Zver, Nina (Author)
ID Žiberna, Igor (Author)
ID Konečnik Kotnik, Eva (Author)
ID Davidović, Danijel (Author)
Files:.pdf Ivajnsic-2021-Revealing_the_Spatial_Pattern_of.pdf (1,42 MB)
MD5: 2ABC654CFF7E850B12EF49BA98C82F86
 
URL https://doi.org/10.3390/app11146506
 
Language:English
Work type:Scientific work
Typology:1.01 - Original Scientific Article
Organization:FNM - Faculty of Natural Sciences and Mathematics
Abstract:Despite an improvement in worldwide numbers, road traffic crashes still cause social, psychological, and financial damage and cost most countries 3% of their gross domestic product. However, none of the current commercial or open-source navigation systems contain spatial information about road traffic crash hot spots. By developing an algorithm that can adequately predict such spatial patterns, we can bridge these still existing gaps in road traffic safety. To that end, geographically weighted regression and regression tree models were fitted with five uncorrelated (environmental and socioeconomic) road traffic crash predictor variables. Significant regional differences in adverse weather conditions were identified; Slovenia lies at the conjunction of different climatic zones characterized by differences in weather phenomena, which further modify traffic safety. Thus, more attention to speed limits, safety distance, and other vehicles entering and leaving the system could be expected. In order to further improve road safety and better implement globally sustainable development goals, studies with applicative solutions are urgently needed. Modern vehicle-to-vehicle communication technologies could soon support drivers with real-time traffic data and thus potentially prevent road network crashes.
Keywords:GIS, hot spot analyses, traffic safety, spatial modelling, weather patterns
Publication status:Published
Publication version:Version of Record
Submitted for review:14.06.2021
Article acceptance date:12.07.2021
Publication date:15.07.2021
Publisher:MDPI
Year of publishing:2021
Number of pages:Str. 1-12
Numbering:Letn. 11, Št. 14, št. članka 6506
PID:20.500.12556/DKUM-89960 New window
UDC:911.375.1:614.8:656.1:551.5
ISSN on article:2076-3417
COBISS.SI-ID:70501635 New window
DOI:10.3390/app11146506 New window
Publication date in DKUM:20.08.2024
Views:92
Downloads:9
Metadata:XML DC-XML DC-RDF
Categories:Misc.
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Record is a part of a journal

Title:Applied sciences
Shortened title:Appl. sci.
Publisher:MDPI
ISSN:2076-3417
COBISS.SI-ID:522979353 New window

Document is financed by a project

Funder:ARRS - Slovenian Research Agency
Project number:P6-0372
Name:Slovenska identiteta in kulturna zavest v jezikovno in etnično stičnih prostorih v preteklosti in sedanjosti

Funder:ARRS - Slovenian Research Agency
Project number:J7-1822
Name:Preprečevanje toplotnega stresa v urbanih sistemih v luči podnebnih sprememb

Funder:Other - Other funder or multiple funders
Name:Development Of Research Infrastructure For The International Competitiveness Of The Slovenian RRI Space
Acronym:RI-SI-LifeWatch

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Licensing start date:15.07.2021

Secondary language

Language:Slovenian
Keywords:GIS, analize vročih točk, prometna varnost, prostorsko modeliranje, vremenski vzorci


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