DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING
Background. All attention is focused on reducing the number of accidents on an unfavorable section of the Altufyevsky highway in the area of 5 intersections. Such incidents become aggravating circumstances for nearby infrastructure facilities, such as: shopping malls, shops, cafes, there are also me...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Penza State University Publishing House
2023-11-01
|
| Series: | Модели, системы, сети в экономике, технике, природе и обществе |
| Subjects: |
| _version_ | 1797641384138637312 |
|---|---|
| author | Sergey V. Zykov Svyatoslav A. Zolotukhin Maria A. Zolotukhina |
| author_facet | Sergey V. Zykov Svyatoslav A. Zolotukhin Maria A. Zolotukhina |
| author_sort | Sergey V. Zykov |
| collection | DOAJ |
| description | Background. All attention is focused on reducing the number of accidents on an unfavorable section of the Altufyevsky highway in the area of 5 intersections. Such incidents become aggravating circumstances for nearby infrastructure facilities, such as: shopping malls, shops, cafes, there are also metro stations on a busy site. The endless flow of people and cars, public transport stops, etc. require new security conditions. Materials and methods. To carry out the analysis, methods of modeling, statistics and data mining were used, namely: to simulate the traffic flow on a particular road section, to determine the problem of the site, and to apply the simulation methodology to derive an algorithm for improving the quality of traffic, defining new safety conditions and improving the characteristics of determining the parameters of adverse events – these are the main aspects of the study. Results. A model of multithreaded traffic in a software environment has been developed, an analysis of the traffic flow has been carried out to improve the method used and to derive new conditions for safe traffic on multithreaded road sections and intersections. A decision-making model is derived by creating a training sample from the video stream of the characteristics presented in the article. Conclusions. The presence of traffic lights is one of the safety conditions, but it has some nuances. All stages of detection of adverse situations and new solutions are spelled out in the article. |
| first_indexed | 2024-03-11T13:44:51Z |
| format | Article |
| id | doaj.art-ff49d67cdcd3473094dc7551a5de87fd |
| institution | Directory Open Access Journal |
| issn | 2227-8486 |
| language | English |
| last_indexed | 2024-03-11T13:44:51Z |
| publishDate | 2023-11-01 |
| publisher | Penza State University Publishing House |
| record_format | Article |
| series | Модели, системы, сети в экономике, технике, природе и обществе |
| spelling | doaj.art-ff49d67cdcd3473094dc7551a5de87fd2023-11-02T10:50:22ZengPenza State University Publishing HouseМодели, системы, сети в экономике, технике, природе и обществе2227-84862023-11-01310.21685/2227-8486-2023-3-7DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING Sergey V. Zykov0Svyatoslav A. Zolotukhin1Maria A. Zolotukhina2MIREA – Russian Technological UniversityMIREA – Russian Technological UniversityMIREA – Russian Technological UniversityBackground. All attention is focused on reducing the number of accidents on an unfavorable section of the Altufyevsky highway in the area of 5 intersections. Such incidents become aggravating circumstances for nearby infrastructure facilities, such as: shopping malls, shops, cafes, there are also metro stations on a busy site. The endless flow of people and cars, public transport stops, etc. require new security conditions. Materials and methods. To carry out the analysis, methods of modeling, statistics and data mining were used, namely: to simulate the traffic flow on a particular road section, to determine the problem of the site, and to apply the simulation methodology to derive an algorithm for improving the quality of traffic, defining new safety conditions and improving the characteristics of determining the parameters of adverse events – these are the main aspects of the study. Results. A model of multithreaded traffic in a software environment has been developed, an analysis of the traffic flow has been carried out to improve the method used and to derive new conditions for safe traffic on multithreaded road sections and intersections. A decision-making model is derived by creating a training sample from the video stream of the characteristics presented in the article. Conclusions. The presence of traffic lights is one of the safety conditions, but it has some nuances. All stages of detection of adverse situations and new solutions are spelled out in the article.safety managementdata analysiscar accidentssimulation modelingmachine learningneural networks |
| spellingShingle | Sergey V. Zykov Svyatoslav A. Zolotukhin Maria A. Zolotukhina DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING Модели, системы, сети в экономике, технике, природе и обществе safety management data analysis car accidents simulation modeling machine learning neural networks |
| title | DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING |
| title_full | DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING |
| title_fullStr | DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING |
| title_full_unstemmed | DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING |
| title_short | DEVELOPMENT OF A METHOD AND DEFINITION OF A NEW TRAFFIC SAFETY CONDITION IN A MULTITHREADING STATE BASED ON MATHEMATICAL MODELING |
| title_sort | development of a method and definition of a new traffic safety condition in a multithreading state based on mathematical modeling |
| topic | safety management data analysis car accidents simulation modeling machine learning neural networks |
| work_keys_str_mv | AT sergeyvzykov developmentofamethodanddefinitionofanewtrafficsafetyconditioninamultithreadingstatebasedonmathematicalmodeling AT svyatoslavazolotukhin developmentofamethodanddefinitionofanewtrafficsafetyconditioninamultithreadingstatebasedonmathematicalmodeling AT mariaazolotukhina developmentofamethodanddefinitionofanewtrafficsafetyconditioninamultithreadingstatebasedonmathematicalmodeling |