Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants
The work is raised as an agent-based model designed to calculate the time spent on the assembly stage of the manufacturing process for manufacturing equipment for nuclear power plants. The article focuses on the need for development, states the justification for research and development of the...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Omsk State Technical University, Federal State Autonoumos Educational Institution of Higher Education
2023-02-01
|
| Series: | Омский научный вестник |
| Subjects: | |
| Online Access: | https://www.omgtu.ru/general_information/media_omgtu/journal_of_omsk_research_journal/files/arhiv/2023/%E2%84%961%20(185)%20(%D0%9E%D0%9D%D0%92)/46-52%20%D0%9B%D0%BE%D1%81%D0%BA%D1%83%D1%82%D0%BE%D0%B2%20%D0%98.%D0%90.,%20%D0%A1%D0%BA%D0%B2%D0%BE%D1%80%D1%86%D0%BE%D0%B2%D0%B0%20%D0%94.%D0%90.,%20%D0%98%D1%81%D0%BA%D0%B0%D0%BD%D0%B4%D0%B0%D1%80%D0%BE%D0%B2%D0%B0%20%D0%92.%D0%93..pdf |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1832548183802118144 |
|---|---|
| author | I. A. Loskutov D. A. Skvortsova V. G. Iskandarova |
| author_facet | I. A. Loskutov D. A. Skvortsova V. G. Iskandarova |
| author_sort | I. A. Loskutov |
| collection | DOAJ |
| description | The work is raised as an agent-based model designed
to calculate the time spent on the assembly stage of the
manufacturing process for manufacturing equipment for
nuclear power plants. The article focuses on the need
for development, states the justification for research and
development of the field of nuclear energy, with repeated
facts. The paper uses various approaches to accounting
for labor productivity. The concept of a gradual increase
in employee fatigue for the development of the technical
process is taken as the base. The agents of the model
contain the workers and the technological process.
The components of programs implemented in the C#
language are shown, descriptions of classes are described,
their actions to simulate the behavior of agents of a
production system. The class diagram shows the selected
classes and the relationships between them in terms of
inheritance. There is a study of the use of models of a
typical assembly process — the assembly of a cabinet
frame, consisting of seven main operations. The paper
presents structured, empirically analyzed values of fatigue
categories and process time for 85 employees in graphical
form by operations. It shows an example of an increase
in fatigue for one of the employees and a Gantt chart,
which can be used to evaluate how the operations went
over time. As the output of the agent-based model, the
calculated value of the time spent for the entire stage
of the technological process of assembling equipment
for nuclear power plants is provided. The accuracy
of calculations of data convergence, income on the
environment in Matlab Mathworks and Microsoft Excel
during manual modeling is argued. The agreements state
a slight deviation from the data model of the developed
agent-based model of a practical experiment carried out as
part of the implementation of the contract for the creation
of equipment for a new power unit, a causal analysis is
carried out. Also, in the applications, exceptional values
of some performance indicators are analyzed and attention
is focused on the unjustification of classical average
approaches in the analysis of overall performance, using
several examples. Information is given on the application
of the agent model in possible options. |
| format | Article |
| id | doaj-art-3ff4e39ddbb64bdf8536fa90565c9f78 |
| institution | Kabale University |
| issn | 1813-8225 2541-7541 |
| language | English |
| publishDate | 2023-02-01 |
| publisher | Omsk State Technical University, Federal State Autonoumos Educational Institution of Higher Education |
| record_format | Article |
| series | Омский научный вестник |
| spelling | doaj-art-3ff4e39ddbb64bdf8536fa90565c9f782025-02-03T06:39:22ZengOmsk State Technical University, Federal State Autonoumos Educational Institution of Higher EducationОмский научный вестник1813-82252541-75412023-02-011 (185)465210.25206/1813-8225-2023-185-46-52Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plantsI. A. Loskutov0D. A. Skvortsova1V. G. Iskandarova2Joint Company «Research and Production Corporation «Space Monitoring Systems, Information & Control and Electromechanical»Bauman Moscow State Technical University (National Research University)MMZ AvangardThe work is raised as an agent-based model designed to calculate the time spent on the assembly stage of the manufacturing process for manufacturing equipment for nuclear power plants. The article focuses on the need for development, states the justification for research and development of the field of nuclear energy, with repeated facts. The paper uses various approaches to accounting for labor productivity. The concept of a gradual increase in employee fatigue for the development of the technical process is taken as the base. The agents of the model contain the workers and the technological process. The components of programs implemented in the C# language are shown, descriptions of classes are described, their actions to simulate the behavior of agents of a production system. The class diagram shows the selected classes and the relationships between them in terms of inheritance. There is a study of the use of models of a typical assembly process — the assembly of a cabinet frame, consisting of seven main operations. The paper presents structured, empirically analyzed values of fatigue categories and process time for 85 employees in graphical form by operations. It shows an example of an increase in fatigue for one of the employees and a Gantt chart, which can be used to evaluate how the operations went over time. As the output of the agent-based model, the calculated value of the time spent for the entire stage of the technological process of assembling equipment for nuclear power plants is provided. The accuracy of calculations of data convergence, income on the environment in Matlab Mathworks and Microsoft Excel during manual modeling is argued. The agreements state a slight deviation from the data model of the developed agent-based model of a practical experiment carried out as part of the implementation of the contract for the creation of equipment for a new power unit, a causal analysis is carried out. Also, in the applications, exceptional values of some performance indicators are analyzed and attention is focused on the unjustification of classical average approaches in the analysis of overall performance, using several examples. Information is given on the application of the agent model in possible options.https://www.omgtu.ru/general_information/media_omgtu/journal_of_omsk_research_journal/files/arhiv/2023/%E2%84%961%20(185)%20(%D0%9E%D0%9D%D0%92)/46-52%20%D0%9B%D0%BE%D1%81%D0%BA%D1%83%D1%82%D0%BE%D0%B2%20%D0%98.%D0%90.,%20%D0%A1%D0%BA%D0%B2%D0%BE%D1%80%D1%86%D0%BE%D0%B2%D0%B0%20%D0%94.%D0%90.,%20%D0%98%D1%81%D0%BA%D0%B0%D0%BD%D0%B4%D0%B0%D1%80%D0%BE%D0%B2%D0%B0%20%D0%92.%D0%93..pdfnuclear power plantdynamic rationinginstallationagent-based modelingassemblytechnical process |
| spellingShingle | I. A. Loskutov D. A. Skvortsova V. G. Iskandarova Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants Омский научный вестник nuclear power plant dynamic rationing installation agent-based modeling assembly technical process |
| title | Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants |
| title_full | Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants |
| title_fullStr | Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants |
| title_full_unstemmed | Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants |
| title_short | Dynamic rationing using agent-based modeling of the assembly process of equipment for nuclear power plants |
| title_sort | dynamic rationing using agent based modeling of the assembly process of equipment for nuclear power plants |
| topic | nuclear power plant dynamic rationing installation agent-based modeling assembly technical process |
| url | https://www.omgtu.ru/general_information/media_omgtu/journal_of_omsk_research_journal/files/arhiv/2023/%E2%84%961%20(185)%20(%D0%9E%D0%9D%D0%92)/46-52%20%D0%9B%D0%BE%D1%81%D0%BA%D1%83%D1%82%D0%BE%D0%B2%20%D0%98.%D0%90.,%20%D0%A1%D0%BA%D0%B2%D0%BE%D1%80%D1%86%D0%BE%D0%B2%D0%B0%20%D0%94.%D0%90.,%20%D0%98%D1%81%D0%BA%D0%B0%D0%BD%D0%B4%D0%B0%D1%80%D0%BE%D0%B2%D0%B0%20%D0%92.%D0%93..pdf |
| work_keys_str_mv | AT ialoskutov dynamicrationingusingagentbasedmodelingoftheassemblyprocessofequipmentfornuclearpowerplants AT daskvortsova dynamicrationingusingagentbasedmodelingoftheassemblyprocessofequipmentfornuclearpowerplants AT vgiskandarova dynamicrationingusingagentbasedmodelingoftheassemblyprocessofequipmentfornuclearpowerplants |