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Process Mining as a Means of Improving the Reliability of Road Freight Transportations
P. 300–308.
Курганов В. М., Dorofeev A., Грязнов М. В., Якимов М. Р.
The introduction of digital solutions in the automotive industry is often accompanied by a significant gap between the expectations and needs of the leaders of transport and logistics companies and the real business results achieved through the Transportation Management System. The causes of this phenomenon largely depend on the human factor, i.e. irrational actions of personnel who inefficiently use digital technology. The prerequisites for such actions are low competencies of employees, unfair attitude to work, sabotage. Accordingly, this leads to deviations in the transportation process, which can lead to violations of the conditions for the transportation of goods. From the point of view of the concept of reliability of road freight transport, this can be defined as a failure. Failures caused by the varied actions of managers when working with the Transportation Management System were extremely difficult to diagnose. Direct monitoring of managers during the working day is often fraught with various organizational difficulties, and is difficult to implement for a long time to identify ineffective staff activities. The concept of Process Mining, which has been known among scientists and researchers of information systems for more than 10 years, is currently of great interest in business. The paper examined the issues of improving and reorganizing the activities of managers of a transport company based on the mining of the TMS Autobase event log. Based on the results of the study, recommendations were made aimed at developing the digitalization of the transportation process, suggesting an increase in transportation reliability.
In book
Vol. 54. , Elsevier, 2021.
Shmarina T., Чернов Н. В., Костюк Г. П., Consortium Psychiatricum 2025 Т. 6 № 3 С. 5–22
BACKGROUND: The “Perceived Ability to Cope with Trauma Scale” (PACT) is designed to assess individuals’ perceptions of their ability to use various coping strategies when facing potentially traumatic events. These include focusing on the cognitive processing of the trauma (the “Trauma Focus” subscale) and overcoming the trauma (the “Forward Focus” subscale). The key advantages of the PACT scale include ...
Added: September 1, 2025
Мкртчян Г. А., Бушуев Н. И., Насыров Д. Д., В кн.: Сборник тезисов работ международной молодежной научной конференции L Гагаринские чтения 2024.: М.: Перо, 2024. С. 667–669.
Nowadays the space sphere is actively developing. Reliability is a fundamental aspect, as its deficiency can have serious consequences: huge material losses, loss of human life as a result of accidents. Thus, the development and production of space systems requires strict control and evaluation of reliability indicators to ensure flight safety and efficient functioning of ...
Added: November 12, 2024
Tsvetkov V., Lander L., Kononova N., В кн.: Сборник тезисов работ международной молодежной научной конференции L Гагаринские чтения 2024.: М.: Перо, 2024. С. 226–227.
In modern radio-electronic devices there is a problem of discrepancy between the results of calculated estimation of dependability (failure-free) indices at the design stage and real statistics of failures during operation at the production stage. The difference of failure rates in the case of calculation and statistics is several orders of magnitude. There is also ...
Added: November 12, 2024
Derezovskiy I., Shaimov N., Lomazova I. A. et al., Proceedings of the Institute for System Programming of the RAS 2024 Vol. 36 No. 4 P. 155–168
This paper proposes a method to visualize models of acyclic processes based on merging DirectlyFollows Graphs (DFG) and Sankey diagrams. DFG is a popular graphical model to visualize discrete process models, while Sankey diagrams are used to represent flows of any kind. Our approach, based on flow diagrams, allows us to highlight individual cases or ...
Added: October 3, 2024
A. K. Begicheva, I. A. Lomazova, R. A. Nesterov, Modeling and Analysis of Information Systems 2024 Vol. 31 No. 3 P. 294–315
Process mining is a field of computer science that deals with the discovery and analysis of process models based on automatically generated event logs. Currently, many companies are using this technology to optimize and improve their business processes. However, a discovered process model may be too detailed, sophisticated, and difficult for experts to understand. In ...
Added: September 14, 2024
Julio C. Carrasquel, Irina A. Lomazova, , in: 6th International Conference, TMPA 2021, Tomsk, Russia, November 25–27, 2021, Revised Selected Papers. Tools and Methods of Program AnalysisVol. 1559: CCIS .: Springer, 2024. P. 94–106.
Trading systems are software platforms that support the exchange of securities (e.g., company shares) between participants. In this paper, we present a method to search for deviations in trading systems by checking conformance between colored Petri nets and event logs. Colored Petri nets (CPNs) are an extension of Petri nets, a formalism for modeling of ...
Added: January 31, 2024
Lyadova L. N., Платунов А. И., Информатизация и связь 2024 № 1 С. 84–89
Summary. The goal of the project is developing tools for generating and preprocessing event logs for process analysis using Process Mining methods. The implementation approach is based on low-code principles. Users should be able to develop their own rules for generating and processing event logs, including additional attributes, – event series. It is based on ...
Added: January 19, 2024
Switzerland: Springer, 2024.
This book constitutes revised papers from the International Workshops held at the 21st International Conference on Business Process Management, BPM 2023, in Utrecht, The Netherlands, during September 2023.
Papers from the following workshops are included:
• 7th International Workshop on Artificial Intelligence for Business Process Management (AI4BPM 2023)
• 7th International Workshop on Business Processes Meet Internet-of-Things (BP-Meet-IoT ...
Added: January 17, 2024
Платунов А. И., Lyadova L. N., В кн.: ТЕХНОЛОГИИ РАЗРАБОТКИ ИНСТРУМЕНТАЛЬНЫХ СРЕДСТВ (ТРИС-2023): материалы конференции.: Таганрог: Издательство ЮФУ, 2023. С. 113–122.
The goal of the project is to develop tools for generating and processing event logs including additional attributes for analyzing processes with Process Mining tools. Implementation are based on low-code principles. This enables non-programmers to develop their own data processing rules for generating and preprocessing event logs with additional attributes. The core of the system ...
Added: December 16, 2023
Anton Platunov, Lyudmila Lyadova, Matta N. et al., , in: IC3K 2023: Proceedings of the 15th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management. Volume 2: KEOD, Rome - Italy, November 13 - 15, 2023Vol. 2: KEOD.: Lisbon: SciTePress, 2023. P. 323–330.
Existing process mining methods allow to investigate processes in different domains. Besides mandatory event attributes like as identifier, activity, and timestamp, additional event attributes can be present in data sources. The analysing dynamics of changing the values of additional attributes allows to get important information on the system. The applications must be developed by programmers ...
Added: November 22, 2023
L.А. Rezunik, A.I. Perevoznikova, D.V. Eremina et al., Proceedings of the Institute for System Programming of the RAS 2023 Vol. 35 No. 3 P. 171–186
Enterprises often provide their services via a family of applications based on various platforms.
Applications in such a family can behave differently. Their development processes can differ as well. Moreover, modern development processes are often complex and sometimes vague. This can lead to bugs, defects, and unwanted discrepancies in applications. In this paper, we show that ...
Added: October 30, 2023
Omrani H., Yang Z., Karbasian A. et al., Socio-Economic Planning Sciences 2023 Vol. 89 Article 101706
This paper presents a network data envelopment analysis (NDEA) model to assess road transport sector by considering energy and non-energy inputs, shared input, and desirable and undesirable outputs. The sector is considered as a two-stage framework where in stage 1, energy-environmental efficiency is calculated and in stage 2, technical efficiency is estimated. There are two ...
Added: August 31, 2023
Kashtanov V., Reliability: Theory & Applications 2022 No. 4 P. 22–34
The article talks about a remarkable man and an outstanding scientist – Alexander Dmitrievich Soloviev. He was Doctor of Physics and Mathematics, Professor, Laureate of the State Prize of the USSR, Professor of the Probability Theory Department of the Faculty of Mechanics and Mathematics at Lomonosov Moscow State University. Alexander Dmitrievich lived an amazing creative ...
Added: February 3, 2023
Korolev P., Polesskiy S., Tsvetkov V. et al., М.: КноРус, 2023.
The issues of occurrence of failures of computing and ways of dealing with them, the main indicators of reliability and mathematical methods for their evaluation are considered. Considerable attention is paid to the calculations of the reliability of computing systems at the design stages. Corresponds to the latest generation of Federal State Educational Standards. For ...
Added: November 9, 2022
Zayakin Viktor, Lyadova Lyudmila, Smirnov M. et al., , in: 2022 IEEE 16th International Conference on Application of Information and Communication Technologies (AICT).: Washington: IEEE, 2022. P. 1–6.
The article presents an approach to the analyzing processes in different domains using data from various Internet sources (open databases, news feeds, social networks, etc.). This one is suitable to carry out cross-disciplinary research encompassing processes in various fields (for example, economics, medicine, politics, ecology, etc.) in which events can have mutual affects. The concept ...
Added: October 29, 2022
Shaimov N., Lomazova I. A., Mitsyuk A. A. et al., Моделирование и анализ информационных систем 2022 Т. 29 № 4 С. 286–314
Modern educational process involves the use of electronic educational environments. These are special information systems that are both a means for storing educational materials and a tool for conducting tests, collecting homework, keeping a grade book, and working together. Such environments produce a large amount of data containing the recorded behavior of students and teachers ...
Added: October 14, 2022
Morgunov B., Chashchin V., Gudkov A. et al., Здоровье населения и среда обитания 2022 No. 5 P. 7–14
Introduction. Motor transport with diesel and gasoline internal combustion engines (ICE), whose emissions are an urgent medical and environmental problem, is one of the main sources of atmospheric air pollution.
The aim of the study is to identify, based on the results of a systematic review, priority types of pollutants in emissions from vehicles with internal ...
Added: June 15, 2022
Nesterov R., Bernardinello L., Lomazova I. A. et al., Software and Systems Modeling 2023 Vol. 22 P. 351–375
A process model discovered from an event log of a multi-agent system often does not fully cover certain viewpoints of its architecture. We consider those concerned with the structure of a model explicitly reflecting agent behavior and interactions. The direct discovery from an event log of a multi-agent system may result in an unclear model ...
Added: May 5, 2022
Nikitina V., Panfilov Peter, , in: Digitalization of Society, Economics and Management: A Digital Strategy Based on Post-pandemic DevelopmentsIssue 53.: Springer, 2022. Ch. 13 P. 173–185.
Added: April 22, 2022
Акимова А. Ю., Экспериментальная психология 2020 Т. 13 № 3 С. 209–222
Results of development and approbation of the questionnaire for assessment of expressiveness of trust of the specialist to the equipment are presented in the article. As a result of approbation reliability and constructive validity of the questionnaire is confirmed, standardization of empirical data is carried out. The data confirming different degree of trust to the ...
Added: November 19, 2021