Abstract:The paper introduces a framework to perform the demand management and route planning tasks of a highly developed transport system managing scheme, assuming an autonomous transport system. Two types of autonomous transport system managing models have been introduced. In case of the first model, the assigned number of trips is assumed to be the modified variable related to the optimization problem. In case of the second model, the decision process is directly influenced by the travel prices defined by the optimi… Show more
“…A function is called a kernel, if K is a limited, continuous, symmetrical density function for which the following conditions are fulfilled [29,[31][32][33]:…”
Section: Theoretical Considerationsmentioning
confidence: 99%
“…Usually, K is a unimodal density function, which is symmetric to the origin, so this ensures that fn (x) also becomes a density function [16,29,[31][32][33][35][36][37].…”
Between 2010 and 2020 in the European Union, 30% of road accidents resulted in the death of a pedestrian or a cyclist. Accidents of unprotected pedestrians and cyclists are the reason why it is essential to introduce road safety measures. In our paper, we identify and rank black spots using an innovative reactive approach based on statistics. We elaborate on the mathematical methodological considerations through the processing of real-life empirical data in a Matlab environment. The applied black-spot analysis is based on a Kernel density estimate method, and the importance of the kernel functions and bandwidth are elaborated. Besides, special attention is devoted to the distorting effect of annual average daily traffic. The result of our research is a new methodology by which the real locations of the examined black spots can be determined. Furthermore, the boundaries of the critical sections and the extent of the formation of black spots can be determined by the introduced mathematical methods. With our innovative model, the black spots can be ranked, and the locations having the highest potential for improvement can be identified. Accordingly, optimal measures can be determined considering social-economic and sustainability aspects.
“…A function is called a kernel, if K is a limited, continuous, symmetrical density function for which the following conditions are fulfilled [29,[31][32][33]:…”
Section: Theoretical Considerationsmentioning
confidence: 99%
“…Usually, K is a unimodal density function, which is symmetric to the origin, so this ensures that fn (x) also becomes a density function [16,29,[31][32][33][35][36][37].…”
Between 2010 and 2020 in the European Union, 30% of road accidents resulted in the death of a pedestrian or a cyclist. Accidents of unprotected pedestrians and cyclists are the reason why it is essential to introduce road safety measures. In our paper, we identify and rank black spots using an innovative reactive approach based on statistics. We elaborate on the mathematical methodological considerations through the processing of real-life empirical data in a Matlab environment. The applied black-spot analysis is based on a Kernel density estimate method, and the importance of the kernel functions and bandwidth are elaborated. Besides, special attention is devoted to the distorting effect of annual average daily traffic. The result of our research is a new methodology by which the real locations of the examined black spots can be determined. Furthermore, the boundaries of the critical sections and the extent of the formation of black spots can be determined by the introduced mathematical methods. With our innovative model, the black spots can be ranked, and the locations having the highest potential for improvement can be identified. Accordingly, optimal measures can be determined considering social-economic and sustainability aspects.
“…Mathematical modeling of road traffic processes has been studied in several previous studies (Lo and Szeto, 2002;Szeto and Lo, 2004;Waller and Ziliaskopoulos, 2006;Yperman, 2007;Yperman et al, 2007;Tampère et al, 2011;Torok et al, 2014;Tettamanti et al, 2016;Pauer and Török, 2019). The automation of transport systems is greatly supported by the spread of infocommunication and vehicle technologies.…”
An important part of the definition of sustainability is safety. This study is based on the basic concept of connected transport systems. After defining the basic model, the research aims to simplify the models of highly automated transport systems that are suitable for safety assessment of critical scenarios, including various safety aspects. Accordingly, the basic safety requirements of autonomous systems responsible for the management of traffic processes are summarized. Based on the derived requirements, some of the most relevant safety indicators and the constraints of the simplification process are listed.
“…Because of this it is possible to develop a system that will assist the dispatcher in making such decisions (Törnquist, 2005), or completely replace him. Additionally, this kind of system can be improved by communication links to train driver decision support systems located in trains via GSM-R with the purpose to improve user cost-based goals (Pauer, Török, 2019) such as better energy efficiency of train driving, less maintenance costs etc. In this paper a new model of fuzzy inference system for this purpose is presented.…”
Section: Introductionmentioning
confidence: 99%
“…In this paper a new model of fuzzy inference system for this purpose is presented. The development of this model is the result of the continuation of previous research related to the modelling of fuzzy logic based dispatcher support system for railway traffic control (Haramina et al 2018).…”
SAŽETAK: Suvremeni pristup upravljanju željezničkim prometom na glavnim koridorima podrazumijeva centralizirano upravljanje željezničkim prometom. U tom je pristupu glavna uloga u upravljanju prometom povjerena dispečeru. Imajući za cilj smanjenje radnog opterećenja dispečera i istovremeno povećanje razine performanse i efikasnosti njegova rada, te veću učinkovitost upravljanja prometom, razvijaju se prikladni sustavi potpore u odlučivanju. Članak prikazuje model sustava podrške u upravljanju željezničkim prometom temeljen na umjetnoj inteligenciji. Predloženi model sustava temeljenog na neizrazitoj logici trebao bi u određenoj mjeri smanjiti negativan učinak različitih distraktora i nepovoljnih okolnosti u radnom i prometnom okruženju na rad dispečera.
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