Sultan Zhankaziev’s research while affiliated with Moscow Automobile and Road Construction State Technical University and other places

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Publications (11)


Real-Time Modeling of Traffic Flow and Emissions for Enhancing Urban Air Quality
  • Chapter

October 2024

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10 Reads

V. Shepelev

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S. Zhankaziev

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L. Fatikhova

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[...]

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M. Aitbayev


Figure 1. YOLOv3 neural network architecture.
Figure 2. Video frame of the neural network at the intersection of Lenin av.-Engels str. (Chelyabinsk, Russia).
Figure 3. Operation algorithm.
Figure 4. Traffic plan.
Figure 5. Calculated driving speed.

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Forecasting the Passage Time of the Queue of Highly Automated Vehicles Based on Neural Networks in the Services of Cooperative Intelligent Transport Systems
  • Article
  • Full-text available

January 2022

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269 Reads

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21 Citations

This study addresses the problem of non-stop passage by vehicles at intersections based on special processing of data from a road camera or video detector. The basic task in this article is formulated as a forecast for the release time of a controlled intersection by non-group vehicles, taking into account their classification and determining their number in the queue. To solve the problem posed, the YOLOv3 neural network and the modified SORT object tracker were used. The work uses a heuristic region-based algorithm in classifying and measuring the parameters of the queue of vehicles. On the basis of fuzzy logic methods, a model for predicting the passage time of a queue of vehicles at controlled intersections was developed and refined. The elaborated technique allows one to reduce the forced number of stops at controlled intersections of connected vehicles by choosing the optimal speed mode. The transmission of information on the predicted delay time at a controlled intersection is locally possible due to the V2X communication of the road controller equipment, and in the horizontally scaled mode due to the interaction of HAV—the Digital Road Model.

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Optimization of adaptive traffic light control modes based on machine vision

October 2021

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49 Reads

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20 Citations

Transportation Research Procedia

Urbanization leads to a significant increase in traffic density in large cities. The growing transport concentration is accompanied by an increase in traffic congestion and emissions of harmful substances. The policies and decisions developed by the authorities, such as the expansion of existing roads and construction of new roads, as well as increase in transport taxes, no longer make it possible to maintain the adequate mobility of the population. One of the solutions is to increase the efficiency of road infrastructure utilization by forecasting the traffic situation and using the adaptive adjustment of traffic lights operation. With dynamic collection and interpretation of traffic flow data from traffic monitoring cameras, it will be possible to use the dynamic parameters of vehicles as indicators for the adaptive adjustment of traffic light regulation. The first part of the paper describes the use of machine vision and a neural network (YOLOv4) in tracking the parameters of traffic flows on road sections in front of intersections. The second part of the paper presents a methodology based on the dynamic regulation of traffic lights cycles and their duration, taking into account the current and forecast parameters of the traffic flow. The algorithm for the adaptive adjustment of traffic lights regulation considers the following parameters: the number and dynamic dimensions of vehicles moving towards the intersection; the number of vehicles in the queue in front of the stop line and their acceleration at the start of the movement. We determined the relationship of the intersection capacity when driving straight ahead with the dynamic dimensions of vehicles and the formation of a queue in front of the stop line, waiting for the green light. The study resulted in the development of an algorithm for setting the duration of both a particular phase and the entire traffic lights cycle in the tasks of eliminating or minimizing the possibility of congestion.



Fig. 2. Stages of developing HAV and road infrastructure elements.
Optimal option of building a range.
Principles of creating range for testing technologies and technical solutions related to intelligent transportation systems and unmanned driving

January 2020

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77 Reads

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31 Citations

Transportation Research Procedia

This article describes the basic components and functional capabilities of a testing range that is planned to be created in Russia. With such a testing range, it will be possible to move to a whole new level of development and implementation of technical and technological components in such areas of promising intelligent transportation systems as cooperative interaction and unmanned traffic. The authors highlight that it is important to establish a systemic approach to prototype testing, the formation of a regulatory base and the establishment of a unified authority for the certification of developed technologies. Besides, the article describes the global experience in creating testing ranges to test performance and safety of advanced communication technologies, technologies of cooperative interaction (between vehicles as well as between vehicles and road infrastructure) and technologies of highly automated and unmanned vehicles as well as their role in the development of promising intelligent transportation systems.


Fig. 2. Algorithm of the human-machine interface operation for an automated vehicle.
Fig. 3. Time scale of interface operation.
Designing human-machine interface for unmanned vehicle with account for time for control transfer

January 2020

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68 Reads

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15 Citations

Transportation Research Procedia

The article addresses the concept of human-machine interface operation and problems solved during interface design. We provide a general description of problems related to the drivers’ readiness to enhance the automation level of vehicles. A basic algorithm of human-machine interface operation for an automated vehicle is described.


Fig. 1. The number of road accidents in Finland: a decrease in the background level of danger arising from random causes (2005-2019) and its planned targets (source: official statistics of Finland -Liikenneturva (Kravchenko et al. 2019): A -the background or "quasi-zero" level of road danger in the period of 1998-2004; B -planned targets for reducing the level of danger in the field of random causes.
Multi-faceted approach to solving issue of ensuring “zero mortality” on Russian roads

January 2020

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32 Reads

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3 Citations

Transportation Research Procedia

“The fundamental principle of systems thinking is the ability to look at events, objects and phenomena from various perspectives considered as an aggregate” (O’Connor and McDermott 2006). The article continues studying the issue of preventing the occurrence of causes of death on Russian roads, i.e. “zero” mortality. The study results are presented in a series of articles published in the “Transport of the Russian Federation” journal. It provides a rationale for the feasibility and relevance of applying a methodological approach, which is new for Russian science and practice, to solving the issue of ensuring road traffic safety (RTS) in the interpretation of its meaning, comparable with the meaning of the term “zero mortality”, namely, a multi-faceted approach that considers a multilateral assessment of the quality of management decisions adopted using the knowledge of a full set of different opinions on the objects of any complexity being studied. They include RTS assurance systems, for which a set of different opinions (aspects) regarding all their possible facets, sides, properties, features, etc. — on behalf of the state, authorities, operating structures, and society — can be transformed into a set of factors affecting the level of provided RTS, having a subset of “dangerous” factors that can become causes of death in road traffic accidents (RTAs) in the road traffic environment. The article contains: a digest of the above subset of factors, which are essential for the issue being studied and can serve as the basis for expanding the possibilities of forming a set of death causes, adjusting the functions and corresponding types of required activities functionally bound by a common goal; substantiation of a functional and structural mathematical model for the state RTS system, an algorithmic model for the mechanisms forming its main functional properties and subsets of non-accidental causes of death, which can be understood and addressed preventing the moment of a possible serious RTA, and accidental ones, which cannot be understood and addressed; a “starting” sample of literary sources, capable of expanding (when referring to the publications) and ensuring an increase in the progress of solving the issue of “zero mortality” on Russian roads by 2030 as established by the state strategy for RTS.


Fig. 1. An audit mechanism and procedure.
Fig. 2. An approach mechanism.
A method of performance audit of constituent entities of the Russian Federation to prevent road accident injuries

January 2018

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60 Reads

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3 Citations

Transportation Research Procedia

Nowadays, deaths and injuries of people in road accidents represent an important issue of global healthcare. In the Russian Federation, main causes of death and disability among people of various age include road accident injuries. Such injuries are also high on the list of factors which affected the significant number of severe accidents and their consequences. The vast majority (95.7%) of those accidents occurred in cities and villages. Nearly two-thirds (61.2%) of the total number of minors (pedestrians) who became victims of road accidents were constituted by students of secondary schools at the age of 7–14. Road accident injuries in children can be prevented with the help of active forms of teaching to behave safely on roads of inhabited localities.


Fig. 1. A sequence of stages of the ITS project life cycle.
Scientific and methodological approaches to the development of a feasibility study for intelligent transportation systems

January 2018

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217 Reads

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74 Citations

Transportation Research Procedia

The article addresses the role of the feasibility study in the life cycle of an ITS (intelligent transportation systems) project. The feasibility study of an ITS project is an integral part of project validation, which is conducted according to methods described in this article. Despite the importance of the feasibility study, works dedicated to the formalization of the requirements to such study are just beginning to appear in the technical and legal regulatory framework. The methods considered in this article form the basis for a preliminary national standard.


Citations (7)


... Phase durations were determined from Gaussian regression, and while the inference process was fast enough for real-time execution, the framework was only valid for a single intersection. Similarly in [43], YOLOv4 was used to count vehicles and Greenshield's model was used to adjust the actuation of the green time for a single intersection. The YOLO family of convolutional neural network based models are some of the most popular object detection models, designed to be fast and accurate with pretrained checkpoints available in various sizes [44]. ...

Reference:

Traffic Co-Simulation Framework Empowered by Infrastructure Camera Sensing and Reinforcement Learning
Optimization of adaptive traffic light control modes based on machine vision
  • Citing Article
  • October 2021

Transportation Research Procedia

... Стратегическое развитие пропускной и провозной способности транспортных коридоров России в границах Дальневосточного федерального округа предусматривает строительство основных объектов транспортной инфраструктуры и внедрение новых технологических решений по видам транспорта [5,6]. ...

Principles of creating range for testing technologies and technical solutions related to intelligent transportation systems and unmanned driving

Transportation Research Procedia

... Possible applications include intersection traffic safety analysis and signaled crossing safety assurance [74,75]; hardware and software packages for measuring driver reaction time in road accidents investigation [76]; and transport safety assurance with the use of intelligent driver assistance systems [77]. The proposed method will prove useful also in modeling the transport infrastructures for modern cities with growing efficiency; measuring the effectiveness of automated road accident scene sketching based on data from a mobile device camera; analysis of road safety, the reliability of the sustainability criteria for urban passenger transport, and route-optimization-based mechanisms for improving the safety of cargo transportation in urban agglomerations; forecasting the levels of energy consumption and greenhouse gas emissions from vehicles; introducing pedestrian early warning systems into intelligent transport system infrastructures; traffic accident risk analysis in conditions of urban traffic demand change; and designing a manmachine interface for self-driving vehicles with account of the time needed to take back control [78][79][80][81][82][83][84][85][86][87][88][89]. ...

Designing human-machine interface for unmanned vehicle with account for time for control transfer

Transportation Research Procedia

... The increase in traffic intensity also affects road safety. Having studied the statistics of road incidents in the Russian Federation, we can say that about 70% of all incidents occur in cities and small settlements, and almost 20% of all incidents are concentrated at intersections (Kuryanova et al. 2018). Thus, the high level of accidents at controlled road sections indicates the inefficiency of existing management plans, namely methods for calculating the necessary duration of the green light. ...

A method of performance audit of constituent entities of the Russian Federation to prevent road accident injuries

Transportation Research Procedia

... The local control method is the most used road intersection coordination method, applied in most cases (Zhankaziev et al. 2018). This provides several modes of traffic control resulting from the traffic parameters of the intersection. ...

Scientific and methodological approaches to the development of a feasibility study for intelligent transportation systems

Transportation Research Procedia

... During the operation and use phase, the quality of a road is essential not only for ensuring efficient transportation and the smooth flow of goods but also for the safety of all traffic participants/road users [40,41]. Even small signs of damage, no matter how minor, can potentially lead to serious accidents. ...

Current Trends of Road-traffic Infrastructure Development

Transportation Research Procedia