Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110741
V. Promyslov, K. Semenkov
The paper considers the problem of analyzing the characteristics of a digital control system as a black box based on the input and output flows characteristics. The Network calculus method is proposed as a system model. The method makes possible to describe the system as a set of deterministic constraints or arrival curve on the flow. The paper proposes to extend the Network Calculus for the case when the flow is described by more than two parameters and extend Network Calculus for multidimensional feature space. An example the feature space may be consist from a packet sequence number, packet size and packet arrival time. The multidimensional flow might be described in a framework of the Network Calculus by some multidimensional arrival cure used to compute boundaries on the flow behavior and characteristics. The proposed extension of the network Calculus makes possible to model a wider class of systems, for example, considering non-uniform data flows.
{"title":"On the Choice of a Model for Representing Data Flow Parameters in a Digital System","authors":"V. Promyslov, K. Semenkov","doi":"10.1109/SmartIndustryCon57312.2023.10110741","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110741","url":null,"abstract":"The paper considers the problem of analyzing the characteristics of a digital control system as a black box based on the input and output flows characteristics. The Network calculus method is proposed as a system model. The method makes possible to describe the system as a set of deterministic constraints or arrival curve on the flow. The paper proposes to extend the Network Calculus for the case when the flow is described by more than two parameters and extend Network Calculus for multidimensional feature space. An example the feature space may be consist from a packet sequence number, packet size and packet arrival time. The multidimensional flow might be described in a framework of the Network Calculus by some multidimensional arrival cure used to compute boundaries on the flow behavior and characteristics. The proposed extension of the network Calculus makes possible to model a wider class of systems, for example, considering non-uniform data flows.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128229283","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110730
Sh.I. Khanbekov, Alexander Zakharov
In this paper we introduce the continuous authentication system for voice‑controlled network administrator virtual assistant. While voice control is a promising technology in such fields as Internet of Things, smart home systems and voice assistant applications, the voice transmission channel is vulnerable to a number of threats which bypass the standard technique of one‑time authentication. The efficiency of the proposed system is achieved by analyzing the physical characteristics of inbound speech signal in a form of mel‑frequency cepstral coefficients and hierarchically distinguishing the voice commands according to their possible negative impact on information security state. The considered continuous authentication system can be deployed in a local environment on a low‑performance device while maintaining acceptable accuracy rates.
{"title":"Continuous Speaker Authentication when Using Network Administrator Virtual Assistant","authors":"Sh.I. Khanbekov, Alexander Zakharov","doi":"10.1109/SmartIndustryCon57312.2023.10110730","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110730","url":null,"abstract":"In this paper we introduce the continuous authentication system for voice‑controlled network administrator virtual assistant. While voice control is a promising technology in such fields as Internet of Things, smart home systems and voice assistant applications, the voice transmission channel is vulnerable to a number of threats which bypass the standard technique of one‑time authentication. The efficiency of the proposed system is achieved by analyzing the physical characteristics of inbound speech signal in a form of mel‑frequency cepstral coefficients and hierarchically distinguishing the voice commands according to their possible negative impact on information security state. The considered continuous authentication system can be deployed in a local environment on a low‑performance device while maintaining acceptable accuracy rates.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117152581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110725
Y. Soluyanov, A. Fedotov, A. Akhmetshin
The construction industry development strategy includes a set of measures aimed at the development of individual housing construction. At the end of 2022, the share of commissioning of individual residential buildings in the total volume of housing increased to 56%, most of the private houses are built by citizens on their own, including with the involvement of contractors. In turn, for individual residential buildings located in rural and urban areas, there are no adequate regulatory documents for the design of electrical networks. Therefore, there is a significant difference between the design and calculated load values. A prerequisite for performing an analysis of the electrical load of individual residential buildings was the data provided by JSC "Grid Company", indicating a low load of electrical grid equipment (less than 20%) in cottage settlements of urban and rural agglomerations of the Republic of Tatarstan. The purpose of this work is to reduce the cost of building both a specific individual residential building and the village as a whole, by developing new regulatory documents for the design of power supply networks.
{"title":"Study of Electrical Loads of Individual Residential Buildings with the Subsequent Development of Regulatory Documents","authors":"Y. Soluyanov, A. Fedotov, A. Akhmetshin","doi":"10.1109/SmartIndustryCon57312.2023.10110725","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110725","url":null,"abstract":"The construction industry development strategy includes a set of measures aimed at the development of individual housing construction. At the end of 2022, the share of commissioning of individual residential buildings in the total volume of housing increased to 56%, most of the private houses are built by citizens on their own, including with the involvement of contractors. In turn, for individual residential buildings located in rural and urban areas, there are no adequate regulatory documents for the design of electrical networks. Therefore, there is a significant difference between the design and calculated load values. A prerequisite for performing an analysis of the electrical load of individual residential buildings was the data provided by JSC \"Grid Company\", indicating a low load of electrical grid equipment (less than 20%) in cottage settlements of urban and rural agglomerations of the Republic of Tatarstan. The purpose of this work is to reduce the cost of building both a specific individual residential building and the village as a whole, by developing new regulatory documents for the design of power supply networks.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"216 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124252148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110836
S. Oskin, Zaur Hamedovich Naguchev, Dmitry Mikhailovich Taranov
Operation of electric drives in agroindustrial complex has confirmed the necessity of controlling the temperature condition of electric machines. Overheating of electric motor can occur due to its operation in a non-nominal mode, including the change of rotor speed. For adequate adjustment of electric motors temperature protection systems and maximum use of their overload capacity it is necessary to have mathematical models of states, taking into account real operating conditions and changes of operating mode. It is proposed to carry out such modeling in the Comsol software. Taking into account the previously obtained aerodynamic models, the model of thermal state of electric motor is implemented in this software. Patterns of thermal fields both outside the electric machine and inside were obtained. The simulation was carried out at different rotor speeds and taking into account the cooling air temperature. It was confirmed that the most heated part is the frontal part of stator windings. Results of simulation showed that the temperature of the most heated parts of the electric motor corresponded to the maximum permissible value for the given class of insulation. Thermal imaging of the electric motor has proved the adequacy of the simulation to the real values of the temperature of the outer shell of the electric machine. The experiment with built-in thermocouples in the most critical places of the electric motor has also proved the correspondence of temperature data to the data obtained during modeling.
{"title":"Investigation of the Temperature Condition of Electric Motors Using the Comsol Package","authors":"S. Oskin, Zaur Hamedovich Naguchev, Dmitry Mikhailovich Taranov","doi":"10.1109/SmartIndustryCon57312.2023.10110836","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110836","url":null,"abstract":"Operation of electric drives in agroindustrial complex has confirmed the necessity of controlling the temperature condition of electric machines. Overheating of electric motor can occur due to its operation in a non-nominal mode, including the change of rotor speed. For adequate adjustment of electric motors temperature protection systems and maximum use of their overload capacity it is necessary to have mathematical models of states, taking into account real operating conditions and changes of operating mode. It is proposed to carry out such modeling in the Comsol software. Taking into account the previously obtained aerodynamic models, the model of thermal state of electric motor is implemented in this software. Patterns of thermal fields both outside the electric machine and inside were obtained. The simulation was carried out at different rotor speeds and taking into account the cooling air temperature. It was confirmed that the most heated part is the frontal part of stator windings. Results of simulation showed that the temperature of the most heated parts of the electric motor corresponded to the maximum permissible value for the given class of insulation. Thermal imaging of the electric motor has proved the adequacy of the simulation to the real values of the temperature of the outer shell of the electric machine. The experiment with built-in thermocouples in the most critical places of the electric motor has also proved the correspondence of temperature data to the data obtained during modeling.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125739774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110766
Elena Jharko, K. Chernyshov
Industries, especially in the energy sector, are using digital twins to improve work efficiency and optimize operating modes. Digital twins have based on models that accurately describe the geometry, physical properties, behavior, and rules that characterize an object. The article presents an example of functional decentralization of digital twin models as a decomposition of an NPP power unit (PU) with a VVER-1000 reactor as a control object into a set of technological subsystems of functional groups. Approaches to the digital twins’ creation of NPP PU and the main directions for using digital twins based on dynamic models of a PU in advanced control systems for NPP power units are presented. Within the framework of the intelligent operator support system, a "three-stage" approach to the problem of forecasting the state of the NPP PU, based on digital twins, and the principles of forming the PU optimal control are proposed. The proposed approaches to creating digital twins are used to create intelligent support systems for operators.
{"title":"Digital Twins: Forecasting and Formation of Optimal Control Programs for NPP Power Units","authors":"Elena Jharko, K. Chernyshov","doi":"10.1109/SmartIndustryCon57312.2023.10110766","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110766","url":null,"abstract":"Industries, especially in the energy sector, are using digital twins to improve work efficiency and optimize operating modes. Digital twins have based on models that accurately describe the geometry, physical properties, behavior, and rules that characterize an object. The article presents an example of functional decentralization of digital twin models as a decomposition of an NPP power unit (PU) with a VVER-1000 reactor as a control object into a set of technological subsystems of functional groups. Approaches to the digital twins’ creation of NPP PU and the main directions for using digital twins based on dynamic models of a PU in advanced control systems for NPP power units are presented. Within the framework of the intelligent operator support system, a \"three-stage\" approach to the problem of forecasting the state of the NPP PU, based on digital twins, and the principles of forming the PU optimal control are proposed. The proposed approaches to creating digital twins are used to create intelligent support systems for operators.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122939810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110777
Elena Jharko, M. Mamchenko, S. P. Khripunov
Indoor navigation is a topical issue in the use of robotics and unmanned aerial vehicles (UAVs) in a smart city, especially in the absence/weak signals of satellite navigation. One of the promising solutions of these issues is the use of visual simultaneous localization and mapping (vSLAM) algorithms, and one or more remote data processing servers for localization and map construction of the robots and the UAVs. The paper analyzes the current state of remote vSLAM and gives the requirements of a promising similar framework for UAVs in a smart city. In general, it is possible to distinguish two approaches to remote vSLAM systems for robots/UAVs. The first one implies sending raw data from sensors (video stream) via wireless connection directly to a remote server, which can be used for cloud/fog/edge computing. The second approach involves data pre-processing on the robots/UAVs, with subsequent transmission of data to the remote cloud/fog/edge computing server for further processing, acquiring map keyframes and map updates. The considered approaches, algorithms and solutions are classified by the type and the number of servers used, the maximum number of robotic agents/UAVs, the presence of navigation data fusion, as well as the type of video sensor used. Based on the analysis of existing solutions and vSLAM classification, it is possible to form a set of requirements for promising vSLAM systems for indoor navigation of robots/UAVs, including their camera input, resolution, number of frames per second (FPS), bandwidth, support of wireless standards, channels, and protocols, multi-robot/multi-server support, and time consumption.
{"title":"Robot/UAV Indoor Visual SLAM in Smart Cities Based on Remote Data Processing","authors":"Elena Jharko, M. Mamchenko, S. P. Khripunov","doi":"10.1109/SmartIndustryCon57312.2023.10110777","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110777","url":null,"abstract":"Indoor navigation is a topical issue in the use of robotics and unmanned aerial vehicles (UAVs) in a smart city, especially in the absence/weak signals of satellite navigation. One of the promising solutions of these issues is the use of visual simultaneous localization and mapping (vSLAM) algorithms, and one or more remote data processing servers for localization and map construction of the robots and the UAVs. The paper analyzes the current state of remote vSLAM and gives the requirements of a promising similar framework for UAVs in a smart city. In general, it is possible to distinguish two approaches to remote vSLAM systems for robots/UAVs. The first one implies sending raw data from sensors (video stream) via wireless connection directly to a remote server, which can be used for cloud/fog/edge computing. The second approach involves data pre-processing on the robots/UAVs, with subsequent transmission of data to the remote cloud/fog/edge computing server for further processing, acquiring map keyframes and map updates. The considered approaches, algorithms and solutions are classified by the type and the number of servers used, the maximum number of robotic agents/UAVs, the presence of navigation data fusion, as well as the type of video sensor used. Based on the analysis of existing solutions and vSLAM classification, it is possible to form a set of requirements for promising vSLAM systems for indoor navigation of robots/UAVs, including their camera input, resolution, number of frames per second (FPS), bandwidth, support of wireless standards, channels, and protocols, multi-robot/multi-server support, and time consumption.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122072326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110814
G. Titova, M. Malsagov
Part of the Russian population lives in small settlements in remote areas in remote areas at long distances from each other and is not connected to centralized power systems. For the peasant farms of the Republic of Ingushetia, the issues of creating an autonomous power supply system in the highlands, independent of external circumstances, are relevant for the life and development of economic activity. microgeneration based on renewable energy sources for the trade of goods and services on the international market with a certificate of "green" energy makes the products of enterprises more competitive. The classification of microgenerating hybrid systems based on renewable energy sources is presented. Optimization of the internal structure of microgenerating hybrid systems by types and installed capacity for each type of equipment included in the autonomous electrical complex has been carried out. The problem of finding the value of objective functions for optimal combinations of equipment, taking into account the parameters of reliability and capital costs of an autonomous power supply system, is formulated. A parametric model and algorithm of an optimal microgenerating hybrid system based on renewable energy sources have been developed.
{"title":"Mathematical Model of a Micro Grid for a Hybrid Autonomous Station Based on Renewable Energy Sources for the Republic of Ingushetia","authors":"G. Titova, M. Malsagov","doi":"10.1109/SmartIndustryCon57312.2023.10110814","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110814","url":null,"abstract":"Part of the Russian population lives in small settlements in remote areas in remote areas at long distances from each other and is not connected to centralized power systems. For the peasant farms of the Republic of Ingushetia, the issues of creating an autonomous power supply system in the highlands, independent of external circumstances, are relevant for the life and development of economic activity. microgeneration based on renewable energy sources for the trade of goods and services on the international market with a certificate of \"green\" energy makes the products of enterprises more competitive. The classification of microgenerating hybrid systems based on renewable energy sources is presented. Optimization of the internal structure of microgenerating hybrid systems by types and installed capacity for each type of equipment included in the autonomous electrical complex has been carried out. The problem of finding the value of objective functions for optimal combinations of equipment, taking into account the parameters of reliability and capital costs of an autonomous power supply system, is formulated. A parametric model and algorithm of an optimal microgenerating hybrid system based on renewable energy sources have been developed.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122840437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Every year, biometric systems are becoming increasingly popular. This is facilitated by the successful application of biometrics in various areas of human life. In particular, forensics (it was the first and most important area of fingerprinting, and remains so until now), locks and safes equipped with a scanner, encryption devices in computers and mobile devices, payment for purchases in stores, and so on. This article tells about the need to ensure the security of personal data, the growing popularity of the collection and processing of biometric personal data, its advantages and disadvantages, analyzed the characteristic features of biometric identification and authentication, explored the market for bio-metric products, examined the problems of biometric protection in face geometry and fingerprints. Since one of the most popular and widely practiced biometric systems is fingerprints, the practical part of the work was to create a fingerprint cast to bypass the blocking of any device using this type of biometric identification. Also, the need for using a thermogram for biometric authentication is identified and substantiated in the article. Based on the study, the authors put forward a number of recommendations to improve the reliability of personal data security and eliminate biometric authentication vulnerabilities by fingerprint and face image.
{"title":"Vulnerability of Biometric Protection","authors":"Kuzmina Yliana, Azovtseva Arina, Perminova Anastasia","doi":"10.1109/SmartIndustryCon57312.2023.10110772","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110772","url":null,"abstract":"Every year, biometric systems are becoming increasingly popular. This is facilitated by the successful application of biometrics in various areas of human life. In particular, forensics (it was the first and most important area of fingerprinting, and remains so until now), locks and safes equipped with a scanner, encryption devices in computers and mobile devices, payment for purchases in stores, and so on. This article tells about the need to ensure the security of personal data, the growing popularity of the collection and processing of biometric personal data, its advantages and disadvantages, analyzed the characteristic features of biometric identification and authentication, explored the market for bio-metric products, examined the problems of biometric protection in face geometry and fingerprints. Since one of the most popular and widely practiced biometric systems is fingerprints, the practical part of the work was to create a fingerprint cast to bypass the blocking of any device using this type of biometric identification. Also, the need for using a thermogram for biometric authentication is identified and substantiated in the article. Based on the study, the authors put forward a number of recommendations to improve the reliability of personal data security and eliminate biometric authentication vulnerabilities by fingerprint and face image.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125389547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110757
G. Martinov, Akram Al Khoury, A. Issa
The aim of this research is to develop a specialized system for collecting and storing CNC machines data considering the possibilities of innovative technologies of OPC UA protocol, in this work an OPC UA information model was proposed and realized in OPC UA server which reflects the logical structure of a CNC machine. This research will present a collecting data method from the digital shadow of CNC system where a complete set of parameters hierarchically structured and transmit the whole set of these parameters through the OPC UA server to production data collection cloud for performing subsequent analyzing, forecasting the state of technological equipment and performing simulation procedures.
{"title":"Development and Use of OPC UA Tools for Data Collection and Monitoring of Technological Equipment","authors":"G. Martinov, Akram Al Khoury, A. Issa","doi":"10.1109/SmartIndustryCon57312.2023.10110757","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110757","url":null,"abstract":"The aim of this research is to develop a specialized system for collecting and storing CNC machines data considering the possibilities of innovative technologies of OPC UA protocol, in this work an OPC UA information model was proposed and realized in OPC UA server which reflects the logical structure of a CNC machine. This research will present a collecting data method from the digital shadow of CNC system where a complete set of parameters hierarchically structured and transmit the whole set of these parameters through the OPC UA server to production data collection cloud for performing subsequent analyzing, forecasting the state of technological equipment and performing simulation procedures.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126972149","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-03-27DOI: 10.1109/SmartIndustryCon57312.2023.10110752
Mostafa Mokhles, Ilya Makarov
Quantum machine learning has recently attracted attention in various research fields. One of the most promising areas are kernel methods in quantum computers as they leverage the quantum computers advantage over classical kernels. The embedding of data in Hilbert space of quantum computers is called Quantum Embedding Kernels (QEKs). Many previous researches have explored the idea of using quantum embedding kernels for binary classification problems, demonstrating the advantage of quantum computing. This research is concerned with using these methods for multi-class classification problem and benchmark the results against well-known datasets such as IRIS and MNIST.
{"title":"Multi-Class Classification Using Quantum Kernel Methods","authors":"Mostafa Mokhles, Ilya Makarov","doi":"10.1109/SmartIndustryCon57312.2023.10110752","DOIUrl":"https://doi.org/10.1109/SmartIndustryCon57312.2023.10110752","url":null,"abstract":"Quantum machine learning has recently attracted attention in various research fields. One of the most promising areas are kernel methods in quantum computers as they leverage the quantum computers advantage over classical kernels. The embedding of data in Hilbert space of quantum computers is called Quantum Embedding Kernels (QEKs). Many previous researches have explored the idea of using quantum embedding kernels for binary classification problems, demonstrating the advantage of quantum computing. This research is concerned with using these methods for multi-class classification problem and benchmark the results against well-known datasets such as IRIS and MNIST.","PeriodicalId":157877,"journal":{"name":"2023 International Russian Smart Industry Conference (SmartIndustryCon)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115028242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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