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Creation of an Operating System that Enables Additive Manufacturing 18

Creation of an Operating System that Enables Additive Manufa...

引用

18th International Scientific and Technical Conference on Dynamics of Systems, Mechanisms and Machines, Dynamics 2024

作者： Titova, A.P. Karpov, N.S. Alexandrov, I.A. Institute of Design and Technology Informatics of RAS Moscow Russia

ISBN: (纸本)9798331509019

When selecting the technology to be used for additive manufacturing, it is important to be guided by a list of requirements for the parts to be manufactured, the characteristics of the powder material and an equipment specifications. For this reason, it is very important to have a model that describes all the stages of production. The article is devoted to the consideration of the issues of optimisation of the creation of a plan of production technology management based on the consideration of multiple criteria of the model of the choice of the most effective technology, assuming the optimal utilisation of the equipment. In the text of the article several indicators have been used that describe the adaptation and allow to argue the practical advantages of using modern 3D printing technologies and to determine a specific manufacturing option. By selecting a manufacturing option, it is possible to calculate the most efficient placement of products on the platforms, as well as to work out a suitable order of the main manufacturing operations in order to minimise costs and time. Due to the advantages of the proposed model, it was possible to reduce the production time of a batch of products by about 2.5%. The advantages of the proposed model can be applied to similar production facilities, which will reduce plant downtime and slightly speed up production. © 2024 IEEE.

关键词： Smart manufacturing

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Stopping Method for Iterative Scene Identification in an Image Stream 18

Stopping Method for Iterative Scene Identification in an Ima...

引用

18th International Scientific and Technical Conference on Dynamics of Systems, Mechanisms and Machines, Dynamics 2024

作者： Muranov, A.N. Titova, A.P. Nogmov, M.H. Laboratory No 3 Institute of Design-Technology Informatics of RAS Moscow Russia

ISBN: (纸本)9798331509019

As part of solving a set of computer vision problems when analyzing video streams, a fairly popular task is to effectively stop the process of identifying scenes or objects. Arresters are one of the main problems in systems that implement online computer vision. This is explained by the fact that period of time spent obtaining results in video analytics systems is no less important than the reliability of the analysis results. In this regard, the conducted research focused on the problem of stopping when identifying scenes in a video stream. This requires detailed stopping algorithms for identifying scenes in video streams with a decision to arrest iterations, taking into account that it is not possible to generally assess the accuracy of the identification result. In this work, a list of properties of monotonic stopping functions was compiled, and an original algorithmic technique for solving stopping problems was proposed. The testing results demonstrated the high efficiency of the proposed method for identifying the text part of documents. © 2024 IEEE.

关键词： Video streaming

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Development of a Procedure for Improving the Effectiveness of Personal Identification Systems Based on the Analysis of Facial Images 17

Development of a Procedure for Improving the Effectiveness o...

引用

17th International Scientific and Technical Conference on Dynamics of Systems, Mechanisms and Machines, Dynamics 2023

作者： Tatarkanov, A.A. Umyskov, A.A. Kuklin, V. Zh. Institute of Design and Technology Informatics of RAS Moscow Russia

ISBN: (纸本)9798350358315

This research aims to develop a new procedure to improve the performance of the personal identification system. This process will be based on the analysis of digital facial images using special artificial intelligence technologies. Additionally, it is emphasized that the successful development of a completely new neural network algorithm for personality identification and its special robust modification are required to achieve this goal. Furthermore, it is essential that this algorithm demonstrates increased effectiveness in identifying faces. As part of this algorithm, two key components are distinguished, namely, an algorithm aimed at determining the area where a face is located in an image, which involves the use of a standard version of a convolutional neural network. And the presented neural network algorithm is the second component, which is designed for personal identification with a specific robust modification. The studies presented have shown that an algorithm with a proposed architecture, will have around 25 times less weight parameters than the algorithms utilized at present. Also, unlike other algorithms, it was possible to improve the level of accuracy. © 2023 IEEE.

关键词： Image enhancement

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Optimization of Group Loading of Equipment for Multiproduct Manufacturing 18

Optimization of Group Loading of Equipment for Multiproduct ...

引用

18th International Scientific and Technical Conference on Dynamics of Systems, Mechanisms and Machines, Dynamics 2024

作者： Karpov, N.S. Alexandrov, I.A. Lampezhev, A.K. Laboratory No. 5 Institute of Design and Technology Informatics of RAS Moscow Russia

ISBN: (纸本)9798331509019

The machine-building industry is characterized by a number of distinctive features, including the periodic alteration of the range of manufactured products in terms of size, configuration and other factors. An urgent task is to control the time resources spent on production. This is due to the fact that even a minor change in the logistics supply chains and minor changes in equipment loading and changes in the equipment park can collectively lead to a significant increase in the overall production cycle and an increase in negative costs. The most promising avenue for reducing the technological time of manufacturing products by multiproduct enterprises is the minimization of waiting time due to the uniform distribution of each technological transition in accordance with the state of the available equipment in the workshop (plant, production area, enterprise). This study presents a model that enables the calculation of the total number of operations required to produce a conditional product. It is feasible to optimize the technological processes, thereby modifying the structure of each production operation in order to align it with the existing technology. The testing of this methodology demonstrated a significant increase in the utilization rate of machinery, with an observed increase of 8%. © 2024 IEEE.

关键词： Supply chains

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Review of Lane Change Systems Based on Reinforcement Learning

Review of Lane Change Systems Based on Reinforcement Learnin...

引用

2024 International Conference "Quality Management, Transport and Information Security, Information Technologies", QM and TIS and IT 2024

作者： Konovalov, Mikhail D. Uvarova, Liudmila A. Institute for Design-Technological Informatics Ras Moscow Russia Institute for Design-Technological Informatics Ras Moscow State University of Technology Stankin Department of Applied Mathematics Moscow Russia

ISBN: (纸本)9798350367522

The decision of lane change problem is one of the sophisticated and accuracy demanding task in ADAS development process. Lane change task can be characterized as non- linearity with high fraction of uncertainties. This is caused by dynamic changeable traffic environment and thus one of state of the art approach to solve this problem is the use of machine learning technic. In this work lane change systems based on reinforcement learning methods were observed. These lane change systems are provided by specific modification of deep Q-network (DQN), deep deterministic policy gradient (DDPG). In the process of consideration descriptions and the comparison of proposed methods are given from position of Average Velocity and Collision Times. © 2024 IEEE.

关键词： Deep reinforcement learning

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Formation of an Intellectual Resource of an Enterprise Using Virtual and Augmented Reality Technologies Based on Sociodynamics Methods

Formation of an Intellectual Resource of an Enterprise Using...

引用

2024 International Conference "Quality Management, Transport and Information Security, Information Technologies", QM and TIS and IT 2024

作者： Karlova, Tatyana V. Bekmeshov, Alexander Yu. Tikhomirov, Alexey E. Sheptunov, Andrey S. Mikhaylova, Marianna V. Kuznetsova, Nataliya M. Institute for Design-Technological Informatics Ras Moscow State University of Technology Stankin Moscow Russia Institute for Design-Technological Informatics Ras Moscow Russia Moscow State University of Technology Stankin Moscow Russia

ISBN: (纸本)9798350367522

The preparation of the intellectual resource of the enterprise for innovative projects to create high-tech products is carried out on the basis of existing management personnel at the enterprise. The implementation of the formation of a management strategy requires, on the basis of a system of uniform priority criteria, the training of highly professional engineering personnel with inventive abilities. The intellectual resource is a modular complex that includes the following modules: high-tech products, information support and a highly professional personnel reserve. The result of multidisciplinary educational processes is the formation of intelligence and creative thinking within the framework of these areas for the creation of unique high-tech products. © 2024 IEEE.

关键词： Virtual corporation

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Application of Reinforcement Learning Algorithms and Game Theory to Optimize the Offloading of a Mobile Edge Computing System

Application of Reinforcement Learning Algorithms and Game Th...

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2023 International Conference "Quality Management, Transport and Information Security, Information Technologies", IT and QM and IS 2023

作者： Konovalov, Mikhail D. Uvarova, Liudmila A. Institute for Design-Technological Informatics RAS Moscow Russia Institute for Design- Technological Informatics RAS Moscow State University of Technology 'STANKIN' Moscow Russia

ISBN: (纸本)9798350340532

At the moment, Internet of Things technologies are widely used in industry, in the design of smart cities and digital twins. Due to the limited amount of computing resources on local mobile devices, cloud and edge computing technologies are widely used. This article provides an overview of algorithms based on game theory and reinforcement learning needed to solve the problem of offloading the system. © 2023 IEEE.

关键词： Game theory

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Description of the Multistable States of an Optical Computer Using Nonlinear Fokker-Planck Equations

Description of the Multistable States of an Optical Computer...

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2023 International Conference "Quality Management, Transport and Information Security, Information Technologies", IT and QM and IS 2023

作者： Sokolov, Andrey V. Uvarova, Liudmila A. Sheptunov, Andrey S. Institute for Design-Technological Informatics RAS Moscow State University of Technology 'STANKIN' Moscow Russia Institute for Design-Technological Informatics RAS Moscow Russia

ISBN: (纸本)9798350340532

The article discusses the problems that could arise in complex optical computing systems based on the principles of multi or bi stability. In general, the state of multistable systems can be investigated using nonlinear Fokker-Planck equations. On the basis of the above equations, possible transitions between multistable states that occur under external influences are considered. © 2023 IEEE.

关键词： Optical data processing

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Automation of the Selection of Components Placement Surfaces Using 3D Drawings

Automation of the Selection of Components Placement Surfaces...

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2023 International Conference "Quality Management, Transport and Information Security, Information Technologies", IT and QM and IS 2023

作者： Agaev, Emil T. Karlova, Tatyana V. Bekmeshov, Alexander Y. Batirov, Muhamed U Konstantyan, Vladislav N. Girs, Roman A. Institute for Design-Technological Informatics RAS Moscow Russia Institute for Design-Technological Informatics RAS Moscow State University of Technology 'STANKIN' Moscow Russia

ISBN: (纸本)9798350340532

This article discusses possible variants of the algorithm for automated surfaces selection for the subsequent basing of the parts, based on the use of a graph of dimensional relationships, discusses the principles of model construction in modern CAD programs, and also in programs for creating computer graphics based on polygonal modeling. © 2023 IEEE.

关键词： Quality management

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Algorithmization of Automation and Service Management Processes of an Industrial Enterprise

Algorithmization of Automation and Service Management Proces...

引用

2024 International Conference "Quality Management, Transport and Information Security, Information Technologies", QM and TIS and IT 2024

作者： Bykova, Anna V. Pozdnyak, Yuliya S. Moscow State University of Technology Stankin Moscow Russia Institute for Design-Technological Informatics Ras Moscow Russia

ISBN: (纸本)9798350367522

The ever-growing competition among manufacturing enterprises requires paying closer attention to the quality of products and their competitiveness at the global market. Product quality is directly determined by the efficiency of business processes throughout the product lifecycle. The process of post-production support and product maintenance is part of the product life cycle. Automated customer relationship management systems (CRM systems) are an effective and modern means of monitoring and optimizing post-production support and service processes. The article discusses the problems of automation and management of enterprise services using modern solutions in the field of information technology. The obtained algorithms of service management cover the stages of warranty, post-warranty service, provision of advisory services for the commissioning of products. Based on the data obtained, the analysis of the stages of post-production support that require automation is carried out. Automation of processes is achieved by implementing the obtained algorithms into a CRM system connected to a unified IT infrastructure of the enterprise. © 2024 IEEE.

关键词： Sales

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