首页 > 最新文献

Radioelectronic and Computer Systems最新文献

英文 中文
Adaptation of FPGA architecture for accelerated image preprocessing FPGA结构在加速图像预处理中的应用
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.08
Olesia Barkovska, I. Filippenko, Ivan Semenenko, Valentyn Korniienko, P. Sedlaček
The work is devoted to the topical problem at the intersection of communications theory, digital electronics and numerical analysis, namely the study of image processing methods implementation time on different architectures of computational devices, which are used for software and hardware acceleration. The subject of this article is the investigation of reconfigurable FPGA processing systems in the image processing area. The goal of this work is to create a reconfigurable FPGA-based image processing system and compare it with existing processing architectures. Task. To fulfill the requirements of this work, it is necessary to prepare a practical experiment as well as theoretical research of the proposed architecture; to investigate the process of creating a ZYNQ SoC-based image processing system; and to develop and benchmark the speed of execution for the given set of algorithms with the specific range of the picture resolution. Methods used: FPGA simulation, C++ parallel programming with OpenMP, NVIDIA CUDA, performance analysis tools. The result of this work is the development of a resilient SoC Zynq7000–based computing system with programmable logic and the possibility to load images to FPGA RAM using the resources of ARM core for further processing and output via HDMI video interface, which enables the change of PL configuration at any time during the processing process. Conclusions. The efficiency of the FPGA approach was compared with a parallel image processing method implementation with OpenMP and CUDA. An overview of the ZYNQ platform with specific details related to media processing is presented. The analysis of algorithm speed testing findings based on various outputs proved the advantage (of over 60 times) of hardware acceleration of image processing over software analogs. The obtained results may be used in the development of embedded SoC-based solutions that require acceleration of big data processing. Also, the achieved findings can be used during the process of finding a suitable embedded platform for a certain image-processing task, where high data throughput is one of the most desired requirements.
这项工作致力于通信理论、数字电子学和数值分析交叉点的主题问题,即研究用于软件和硬件加速的不同计算设备架构上的图像处理方法实现时间。本文的主题是研究图像处理领域中的可重构FPGA处理系统。本工作的目标是创建一个基于FPGA的可重构图像处理系统,并将其与现有的处理架构进行比较。任务为了满足这项工作的要求,有必要对所提出的架构进行实践实验和理论研究;研究了创建基于ZYNQ SoC的图像处理系统的过程;以及开发给定算法集的执行速度并将其与图片分辨率的特定范围进行比较。使用的方法:FPGA仿真,C++与OpenMP并行编程,NVIDIA CUDA,性能分析工具。这项工作的结果是开发了一个具有可编程逻辑的基于SoC Zynq7000的弹性计算系统,并有可能使用ARM内核的资源将图像加载到FPGA RAM中,以便通过HDMI视频接口进行进一步处理和输出,从而在处理过程中随时更改PL配置。结论。将FPGA方法的效率与使用OpenMP和CUDA实现的并行图像处理方法进行了比较。介绍了ZYNQ平台的概况以及与媒体处理相关的具体细节。基于各种输出的算法速度测试结果的分析证明了硬件加速图像处理相对于软件模拟的优势(超过60倍)。所获得的结果可用于开发需要加速大数据处理的基于嵌入式SoC的解决方案。此外,所获得的发现可以在为某个图像处理任务寻找合适的嵌入式平台的过程中使用,其中高数据吞吐量是最期望的要求之一。
{"title":"Adaptation of FPGA architecture for accelerated image preprocessing","authors":"Olesia Barkovska, I. Filippenko, Ivan Semenenko, Valentyn Korniienko, P. Sedlaček","doi":"10.32620/reks.2023.2.08","DOIUrl":"https://doi.org/10.32620/reks.2023.2.08","url":null,"abstract":"The work is devoted to the topical problem at the intersection of communications theory, digital electronics and numerical analysis, namely the study of image processing methods implementation time on different architectures of computational devices, which are used for software and hardware acceleration. The subject of this article is the investigation of reconfigurable FPGA processing systems in the image processing area. The goal of this work is to create a reconfigurable FPGA-based image processing system and compare it with existing processing architectures. Task. To fulfill the requirements of this work, it is necessary to prepare a practical experiment as well as theoretical research of the proposed architecture; to investigate the process of creating a ZYNQ SoC-based image processing system; and to develop and benchmark the speed of execution for the given set of algorithms with the specific range of the picture resolution. Methods used: FPGA simulation, C++ parallel programming with OpenMP, NVIDIA CUDA, performance analysis tools. The result of this work is the development of a resilient SoC Zynq7000–based computing system with programmable logic and the possibility to load images to FPGA RAM using the resources of ARM core for further processing and output via HDMI video interface, which enables the change of PL configuration at any time during the processing process. Conclusions. The efficiency of the FPGA approach was compared with a parallel image processing method implementation with OpenMP and CUDA. An overview of the ZYNQ platform with specific details related to media processing is presented. The analysis of algorithm speed testing findings based on various outputs proved the advantage (of over 60 times) of hardware acceleration of image processing over software analogs. The obtained results may be used in the development of embedded SoC-based solutions that require acceleration of big data processing. Also, the achieved findings can be used during the process of finding a suitable embedded platform for a certain image-processing task, where high data throughput is one of the most desired requirements.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44865833","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}
引用次数: 0
Modeling of the relocation of high-tech enterprises for the release of innovative products 高新技术企业为发布创新产品而搬迁的建模
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.15
O. Fedorovych, O. Prokhorov, Yurii Pronchakov, Andrei Popov, Myroslav Momot
A multivariate task related to the modeling of high-tech enterprises relocation under new challenges and threats is described and solved. The relevance of the study is related to the complex solution of the complex task of moving a high-tech enterprise to a new location for the production of competitive products. The purpose of the publication is to present the created set of models that allow: to justify the choice of the location (locations) of the enterprise; to form a set of suppliers of components, considering long logistics chains; and to research the relocation of a high-tech enterprise in a special period related to martial law. The existing problems of the relocation of high-tech enterprises are analyzed: the change in the political and economic conditions of global and local production; existing long logistics supply chains of components that have vulnerabilities and are triggered when threats appear; the problem of the location of distributed production in a large area; economic losses due to complex distributed logistics of supply of components; many manufacturers of components that provide the main production process; the problem of relocation (evacuation) of enterprises in a special period, in the conditions of martial law. The model for choosing a new location for the enterprise is proposed, considering contradictory indicators: the cost (rent) of land plots for the location of the enterprise; territory preparation for the location of the enterprise; logistics costs for the enterprise moving; expenses for training (retraining) of workers; relocation project risks; etc. Taking into account the combinatorial nature of the task under consideration and the complexity of the location of the distributed enterprise (not in one, but in several locations), a model of rational placement of production was created. A method of choosing a set of suppliers of components for high-tech enterprises is developed; this method considers the length of logistics chains, the time spent on delivery, the quality of components produced by suppliers, and supply risks. A multi-criteria optimization model for choosing suppliers is created, considering some contradictory indicators. The model of relocation (evacuation) of a high-tech enterprise in a special period, in the conditions of wartime threats and risks of moving technological equipment, is proposed. A simulation model is developed to study the logistics of enterprise relocation in the form of an agent-based representation; this model simulates the events associated with the sequence of relocation actions: dismantling of technological equipment, transportation of equipment, and installation of enterprise subsystems. The emergence of threats and the consequences of their actions, which are associated with a violation of the logistics of moving the enterprise, are simulated. An illustrated example of the study of enterprise relocation in the conditions of the emergence of threats and the cessation of tech
描述并解决了一个与高新技术企业在新的挑战和威胁下搬迁建模相关的多元任务。该研究的相关性与将高科技企业转移到新地点生产竞争产品的复杂任务的复杂解决方案有关。该出版物的目的是介绍所创建的一套模型,这些模型允许:证明企业地点的选择是合理的;考虑到长物流链,形成一套零部件供应商;研究一家高科技企业在戒严特殊时期的搬迁问题。分析了高新技术企业搬迁存在的问题:全球和本地生产政治经济条件的变化;存在漏洞并在出现威胁时触发的组件的长期物流供应链;大面积分布式生产的选址问题;组件供应的复杂分布式物流造成的经济损失;提供主要生产工艺的许多零部件制造商;企业在特殊时期、戒严条件下的搬迁(撤离)问题。提出了企业选址模型,考虑了相互矛盾的指标:企业选址地块的成本(租金);企业所在地的地域准备;企业搬迁的物流成本;工人培训(再培训)费用;搬迁项目风险;等。考虑到所考虑任务的组合性质和分布式企业所在地的复杂性(不是在一个地方,而是在几个地方),创建了一个合理布局生产的模型。提出了一种为高新技术企业选择零部件供应商的方法;该方法考虑了物流链的长度、交付时间、供应商生产的零部件质量和供应风险。考虑到一些相互矛盾的指标,建立了供应商选择的多准则优化模型。提出了一个特殊时期高新技术企业在战争威胁和技术装备转移风险条件下的搬迁(撤离)模型。建立了一个基于代理的企业搬迁物流仿真模型;该模型模拟了与搬迁行动顺序相关的事件:技术设备的拆卸、设备的运输和企业子系统的安装。模拟了威胁的出现及其行动的后果,这些威胁与违反企业搬迁的物流有关。举例说明了在出现威胁和停止技术设备移动的情况下研究企业搬迁的情况,这导致寻找运输风险最小的新路线。该研究的科学新颖性与开发一个复杂的原始优化模型有关,这是一个基于代理的模拟模型,它允许高科技企业搬迁到新地点的科学合理的成型要求,确保减少零部件供应的长物流链,最大限度地降低物流成本,形成相对危险的物流渠道和供应路线,在政治和经济性质的新挑战和威胁的条件下将风险降至最低。研究结果应用于规划高科技企业的搬迁项目,制定与高科技企业搬迁相关的措施和行动,创建新的安全物流供应链,以及在特殊时期疏散企业。
{"title":"Modeling of the relocation of high-tech enterprises for the release of innovative products","authors":"O. Fedorovych, O. Prokhorov, Yurii Pronchakov, Andrei Popov, Myroslav Momot","doi":"10.32620/reks.2023.2.15","DOIUrl":"https://doi.org/10.32620/reks.2023.2.15","url":null,"abstract":"A multivariate task related to the modeling of high-tech enterprises relocation under new challenges and threats is described and solved. The relevance of the study is related to the complex solution of the complex task of moving a high-tech enterprise to a new location for the production of competitive products. The purpose of the publication is to present the created set of models that allow: to justify the choice of the location (locations) of the enterprise; to form a set of suppliers of components, considering long logistics chains; and to research the relocation of a high-tech enterprise in a special period related to martial law. The existing problems of the relocation of high-tech enterprises are analyzed: the change in the political and economic conditions of global and local production; existing long logistics supply chains of components that have vulnerabilities and are triggered when threats appear; the problem of the location of distributed production in a large area; economic losses due to complex distributed logistics of supply of components; many manufacturers of components that provide the main production process; the problem of relocation (evacuation) of enterprises in a special period, in the conditions of martial law. The model for choosing a new location for the enterprise is proposed, considering contradictory indicators: the cost (rent) of land plots for the location of the enterprise; territory preparation for the location of the enterprise; logistics costs for the enterprise moving; expenses for training (retraining) of workers; relocation project risks; etc. Taking into account the combinatorial nature of the task under consideration and the complexity of the location of the distributed enterprise (not in one, but in several locations), a model of rational placement of production was created. A method of choosing a set of suppliers of components for high-tech enterprises is developed; this method considers the length of logistics chains, the time spent on delivery, the quality of components produced by suppliers, and supply risks. A multi-criteria optimization model for choosing suppliers is created, considering some contradictory indicators. The model of relocation (evacuation) of a high-tech enterprise in a special period, in the conditions of wartime threats and risks of moving technological equipment, is proposed. A simulation model is developed to study the logistics of enterprise relocation in the form of an agent-based representation; this model simulates the events associated with the sequence of relocation actions: dismantling of technological equipment, transportation of equipment, and installation of enterprise subsystems. The emergence of threats and the consequences of their actions, which are associated with a violation of the logistics of moving the enterprise, are simulated. An illustrated example of the study of enterprise relocation in the conditions of the emergence of threats and the cessation of tech","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41770195","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}
引用次数: 0
Face recognition-based attendance system with anti-spoofing, system alert, and email automation 基于人脸识别的考勤系统,具有防欺骗、系统警报和电子邮件自动化功能
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.10
Md. Apu Hosen, Shahadat Hoshen Moz, Md. Mahamudul Hasan Khalid, Sk. Shalauddin Kabir, Dr. Syed Md. Galib
The subject matter of the article is the design of an attendance system based on face recognition with anti-spoofing, system alarm, and Email Automation to improve accuracy and efficiency, highlighting its potential to revolutionize traditional attendance tracking methods. The administration of attendance might be a tremendous load on the authority if it is done manually. Therefore, the goal of this study is to design a reliable and efficient attendance system that can replace traditional manual approaches while also detecting and preventing spoofing attempts. Without the manual approach, attendance may be collected using many kinds of technologies, including biometric systems, radiofrequency card systems, and facial recognition systems. The face recognition attendance system stands out among the rest as a great alternative to the traditional attendance system used in offices and classrooms. The tasks to be accomplished include selecting appropriate facial detection and recognition technologies, implementing anti-spoofing measures to prevent intruders from exploiting the system, and integrating system alarms and email automation to improve accuracy and efficiency. The methods used include selecting the Haar cascade for facial detection and the LBPH algorithm for facial recognition, using DoG filtering with Haar for anti-spoofing, and implementing a speech system alarm for detecting intruders. The result of the system is a face recognition rate of 87 % and a false positive rate of 15 %. However, since the recognition rate is not 100 %, attendance will also be informed through email automation in case someone is present but is not detected by the system. In conclusion, the designed attendance system offers an effective and efficient alternative to the traditional attendance system used in offices and classrooms, providing accurate attendance records while also preventing spoofing attempts and notifying authorities of any intruders.
本文的主题是设计一个基于人脸识别的考勤系统,该系统具有防欺骗、系统报警和电子邮件自动化功能,以提高准确性和效率,突出了其彻底改变传统考勤跟踪方法的潜力。如果是手动管理,可能会给当局带来巨大的负担。因此,本研究的目标是设计一种可靠高效的考勤系统,它可以取代传统的手动方法,同时还能检测和防止欺骗企图。如果没有手动方法,可以使用多种技术收集考勤,包括生物识别系统、射频卡系统和面部识别系统。人脸识别考勤系统是办公室和教室传统考勤系统的一个很好的替代方案,在其他系统中脱颖而出。要完成的任务包括选择合适的面部检测和识别技术,实施反欺骗措施以防止入侵者利用系统,以及集成系统警报和电子邮件自动化以提高准确性和效率。所使用的方法包括选择用于面部检测的Haar级联和用于面部识别的LBPH算法,使用带有Haar的DoG滤波进行反欺骗,以及实现用于检测入侵者的语音系统警报。该系统的结果是人脸识别率为87%,假阳性率为15%。然而,由于识别率不是100%,如果有人在场但系统没有检测到,也会通过电子邮件自动化通知出勤情况。总之,所设计的考勤系统为办公室和教室中使用的传统考勤系统提供了一种有效的替代方案,提供了准确的考勤记录,同时防止了欺骗企图,并将任何入侵者通知当局。
{"title":"Face recognition-based attendance system with anti-spoofing, system alert, and email automation","authors":"Md. Apu Hosen, Shahadat Hoshen Moz, Md. Mahamudul Hasan Khalid, Sk. Shalauddin Kabir, Dr. Syed Md. Galib","doi":"10.32620/reks.2023.2.10","DOIUrl":"https://doi.org/10.32620/reks.2023.2.10","url":null,"abstract":"The subject matter of the article is the design of an attendance system based on face recognition with anti-spoofing, system alarm, and Email Automation to improve accuracy and efficiency, highlighting its potential to revolutionize traditional attendance tracking methods. The administration of attendance might be a tremendous load on the authority if it is done manually. Therefore, the goal of this study is to design a reliable and efficient attendance system that can replace traditional manual approaches while also detecting and preventing spoofing attempts. Without the manual approach, attendance may be collected using many kinds of technologies, including biometric systems, radiofrequency card systems, and facial recognition systems. The face recognition attendance system stands out among the rest as a great alternative to the traditional attendance system used in offices and classrooms. The tasks to be accomplished include selecting appropriate facial detection and recognition technologies, implementing anti-spoofing measures to prevent intruders from exploiting the system, and integrating system alarms and email automation to improve accuracy and efficiency. The methods used include selecting the Haar cascade for facial detection and the LBPH algorithm for facial recognition, using DoG filtering with Haar for anti-spoofing, and implementing a speech system alarm for detecting intruders. The result of the system is a face recognition rate of 87 % and a false positive rate of 15 %. However, since the recognition rate is not 100 %, attendance will also be informed through email automation in case someone is present but is not detected by the system. In conclusion, the designed attendance system offers an effective and efficient alternative to the traditional attendance system used in offices and classrooms, providing accurate attendance records while also preventing spoofing attempts and notifying authorities of any intruders.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43544134","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}
引用次数: 1
Paragraph-oriented methods for determining the coherence and thematic unity of scientific and technical texts 确定科学和技术文本连贯性和主题统一性的以段落为导向的方法
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.03
Ihor Shevchenko, Pavlo Andreev, Maiia Dernova, Olena Poddubei
The subject of the article is to determine the degree of scientific and technical text connectedness using statistical calculations. The aim of the scientific investigation is to study the possibilities of using the coherence of fluctuations in the relative frequencies of keywords in paragraphs to determine the lexical coherence and thematic unity of scientific and technical texts. The task is to develop a method for determining the thematic unity of a text at the set of paragraphs level; to develop a method for determining the coherence of a text at the set of paragraphs level; and to test the developed methods on a collection of documents. The methods used are statistical analysis and computational experiment methods. The following results were obtained. The study has shown that it is advisable to cluster paragraphs as points in the keyword space to determine the degree of scientific and technical text coherence at the level of paragraphs. This opens up the possibility of calculating the degree of thematic unity within the clusters and in the entire text. The degree of text fragments and the whole text coherence is determined by analyzing the sequence of paragraph numbers in the clusters. This makes it possible to formally determine the quality of the material presented in a scientific and technical article or in a textbook. Conclusions. The scientific novelty of the study is as follows: there was refined on the method for determination of the connectedness degree (coherence and thematic unity) of scientific and technical texts at the level of paragraphs by implementation of paragraphs clustering in the keywords space, using the calculation of thematic unity degree inside the clusters and in the overall text, as well as through analysis of paragraphs numbers sequence in clusters in order to determine the degree of text fragments and the overall text coherence. The methods are language-independent, based on clear hypotheses, and complement each other. The methods have an adjusting element that can be used to adapt it to different thematic and stylistic areas. It has been experimentally proved that the proposed methods for the determination of scientific and technical text connectedness are efficient and can provide the framework for information technology of content analysis of scientific and technical texts. The proposed methods do not use WEB resources for syntactic and semantic analysis, providing the possibility to use them autonomously.
这篇文章的主题是使用统计计算来确定科学和技术文本的连通性程度。科学调查的目的是研究利用段落中关键词相对频率波动的连贯性来确定科技文本的词汇连贯性和主题统一性的可能性。任务是制定一种方法,在段落级别确定文本的主题统一性;制定一种在段落层次上确定文本连贯性的方法;并在一组文件上测试所开发的方法。使用的方法有统计分析法和计算实验法。获得以下结果。研究表明,最好将段落归类为关键词空间中的点,以确定段落层面的科学和技术文本连贯程度。这为计算集群内和整个文本中的主题统一程度开辟了可能性。通过分析聚类中段落编号的顺序来确定文本片段的程度和全文的连贯性。这使得正式确定科技文章或教科书中所提供材料的质量成为可能。结论。本研究的科学新颖性如下:通过在关键词空间中实施段落聚类,利用聚类内和整体文本中的主题统一度计算,改进了确定科技文本在段落层面的连通度(连贯性和主题统一性)的方法,以及通过对段落编号的聚类顺序进行分析,以确定文本片段的程度和整体文本的连贯性。这些方法独立于语言,基于明确的假设,并且相互补充。这些方法有一个调整元素,可以用来调整它以适应不同的主题和风格领域。实验证明,所提出的确定科技文本连通性的方法是有效的,可以为科技文本内容分析的信息技术提供框架。所提出的方法不使用WEB资源进行句法和语义分析,提供了自主使用它们的可能性。
{"title":"Paragraph-oriented methods for determining the coherence and thematic unity of scientific and technical texts","authors":"Ihor Shevchenko, Pavlo Andreev, Maiia Dernova, Olena Poddubei","doi":"10.32620/reks.2023.2.03","DOIUrl":"https://doi.org/10.32620/reks.2023.2.03","url":null,"abstract":"The subject of the article is to determine the degree of scientific and technical text connectedness using statistical calculations. The aim of the scientific investigation is to study the possibilities of using the coherence of fluctuations in the relative frequencies of keywords in paragraphs to determine the lexical coherence and thematic unity of scientific and technical texts. The task is to develop a method for determining the thematic unity of a text at the set of paragraphs level; to develop a method for determining the coherence of a text at the set of paragraphs level; and to test the developed methods on a collection of documents. The methods used are statistical analysis and computational experiment methods. The following results were obtained. The study has shown that it is advisable to cluster paragraphs as points in the keyword space to determine the degree of scientific and technical text coherence at the level of paragraphs. This opens up the possibility of calculating the degree of thematic unity within the clusters and in the entire text. The degree of text fragments and the whole text coherence is determined by analyzing the sequence of paragraph numbers in the clusters. This makes it possible to formally determine the quality of the material presented in a scientific and technical article or in a textbook. Conclusions. The scientific novelty of the study is as follows: there was refined on the method for determination of the connectedness degree (coherence and thematic unity) of scientific and technical texts at the level of paragraphs by implementation of paragraphs clustering in the keywords space, using the calculation of thematic unity degree inside the clusters and in the overall text, as well as through analysis of paragraphs numbers sequence in clusters in order to determine the degree of text fragments and the overall text coherence. The methods are language-independent, based on clear hypotheses, and complement each other. The methods have an adjusting element that can be used to adapt it to different thematic and stylistic areas. It has been experimentally proved that the proposed methods for the determination of scientific and technical text connectedness are efficient and can provide the framework for information technology of content analysis of scientific and technical texts. The proposed methods do not use WEB resources for syntactic and semantic analysis, providing the possibility to use them autonomously.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42602209","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}
引用次数: 0
Method of recurrent truncated-positional coding video segments in uneven diagonal space 非均匀对角空间中视频片段的重复截断位置编码方法
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.11
V. Barannik, S. Shulgin, V. Kozlovskyi, R. Onyshchenko, T. Belikova, O. Ihnatiev, Viacheslav Khlopiachyi
The subject of research in this article is methods of encoding transformed video segments to reduce their bit volume without loss of information integrity.  The goal is to develop a technology for coding uneven diagonal sequences under the conditions of their arbitrary positioning in the transformant. Task: to justify the approach of creating new methods of encoding video segments, considering the features of the combinatorial configuration of transformants; to create a method of formatting the coordinate system of spectral components in an uneven diagonal direction; to develop a method of encoding non-uniform diagonal sequences in a two-dimensional spectral space; to build a technology for recurrent realization of the process of sliding truncated-positional coding of uneven-diagonal sequences. The methods used are: mathematical models for estimating the number of structural-combinatorial and psychovisual-combinatorial redundancies in an uneven-diagonal spectral space; methods of positional coding. The following results were obtained. Potential advantages of considering the combinatorial configuration of the transformant based on its reformatting according to the non-uniform diagonal structure are substantiated. The technology of recurrent truncated positional coding of video segments in non-uniform diagonal space has been developed. It is based on two technological components. These include: the first component - a pyramidal system of positioning diagonals and their component in the transformant is created. The second component - a method of recurrent implementation of truncated-positional coding of uneven-diagonal sequences, is constructed. Such coding is organized regardless of the positioning of the diagonals in the two-dimensional spectral space of the transformant. Comparative evaluation revealed the advantages of the created method over standardized transformant coding methods. The advantage is achieved by the level of bit volume reduction and reaches an average of 15-30 %. Conclusions. For the first time, a method for establishing the coordinates of the components in the diagonals was developed. It is based on considering the features of the structural configuration of the transformant. This creates conditions for reducing time delays for processing video segments. For the first time, a method for recurrent coding of diagonals based on truncated-positional systems was created. This makes it possible to avoid the cases of the violation of the conditions of mutually unambiguous code conversion.
本文的研究主题是对变换后的视频片段进行编码的方法,以在不损失信息完整性的情况下减少其比特量。目标是开发一种在变换器中任意定位的条件下对不均匀对角线序列进行编码的技术。任务:考虑到转化体组合配置的特点,证明创建新的视频片段编码方法的合理性;创建在不均匀对角线方向上格式化光谱分量的坐标系的方法;开发一种在二维谱空间中编码非均匀对角线序列的方法;建立了一种递归实现不均匀对角线序列的滑动截断位置编码过程的技术。所使用的方法是:估计不均匀对角谱空间中结构组合和心理视觉组合冗余数量的数学模型;位置编码方法。获得以下结果。在根据非均匀对角线结构对变换器进行重组的基础上,考虑变换器的组合配置的潜在优势得到了证实。开发了非均匀对角线空间中视频片段的递归截断位置编码技术。它基于两个技术组成部分。其中包括:第一个组成部分——一个定位对角线的金字塔系统,以及它们在转化体中的组成部分。构造了第二个组件,即不均匀对角线序列截断位置编码的递归实现方法。无论变换器的二维谱空间中对角线的位置如何,都组织这样的编码。比较评估揭示了所创建的方法相对于标准化转化体编码方法的优势。该优点是通过比特体积减少的水平来实现的,并且平均达到15-30%。结论。首次提出了一种建立对角线上各分量坐标的方法。它是在考虑转化体结构配置特点的基础上提出的。这为减少处理视频片段的时间延迟创造了条件。首次提出了一种基于截断位置系统的对角线递归编码方法。这使得可以避免违反相互明确的代码转换条件的情况。
{"title":"Method of recurrent truncated-positional coding video segments in uneven diagonal space","authors":"V. Barannik, S. Shulgin, V. Kozlovskyi, R. Onyshchenko, T. Belikova, O. Ihnatiev, Viacheslav Khlopiachyi","doi":"10.32620/reks.2023.2.11","DOIUrl":"https://doi.org/10.32620/reks.2023.2.11","url":null,"abstract":"The subject of research in this article is methods of encoding transformed video segments to reduce their bit volume without loss of information integrity.  The goal is to develop a technology for coding uneven diagonal sequences under the conditions of their arbitrary positioning in the transformant. Task: to justify the approach of creating new methods of encoding video segments, considering the features of the combinatorial configuration of transformants; to create a method of formatting the coordinate system of spectral components in an uneven diagonal direction; to develop a method of encoding non-uniform diagonal sequences in a two-dimensional spectral space; to build a technology for recurrent realization of the process of sliding truncated-positional coding of uneven-diagonal sequences. The methods used are: mathematical models for estimating the number of structural-combinatorial and psychovisual-combinatorial redundancies in an uneven-diagonal spectral space; methods of positional coding. The following results were obtained. Potential advantages of considering the combinatorial configuration of the transformant based on its reformatting according to the non-uniform diagonal structure are substantiated. The technology of recurrent truncated positional coding of video segments in non-uniform diagonal space has been developed. It is based on two technological components. These include: the first component - a pyramidal system of positioning diagonals and their component in the transformant is created. The second component - a method of recurrent implementation of truncated-positional coding of uneven-diagonal sequences, is constructed. Such coding is organized regardless of the positioning of the diagonals in the two-dimensional spectral space of the transformant. Comparative evaluation revealed the advantages of the created method over standardized transformant coding methods. The advantage is achieved by the level of bit volume reduction and reaches an average of 15-30 %. Conclusions. For the first time, a method for establishing the coordinates of the components in the diagonals was developed. It is based on considering the features of the structural configuration of the transformant. This creates conditions for reducing time delays for processing video segments. For the first time, a method for recurrent coding of diagonals based on truncated-positional systems was created. This makes it possible to avoid the cases of the violation of the conditions of mutually unambiguous code conversion.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48424543","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}
引用次数: 0
Robotic-biological systems for detection and identification of explosive ordnance: concept, general structure, and models 用于爆炸武器探测和识别的机器人-生物系统:概念、一般结构和模型
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.12
G. Fedorenko, H. Fesenko, V. Kharchenko, I. Kliushnikov, Ihor Tolkunov
The subject of this study is systems for detection and identification (D&I) of explosive ordnance (EO). The aim of this study is to develop a concept, general structure, and models of a robotic-biological system for D&I of EO (RBS-D&I). The objectives are as follows: 1) to classify mobile systems for D&I of EO and suggest a concept of RBS-D&I; 2) to develop the general structure of RBS-D&I consisting of robotic (flying and ground) and biological subsystems; 3) to develop models of RBS-D&I including automaton, hierarchical, and operational ones; 4) to describe tasks and planned results of the article-related scientific project; and 5) to discuss research results. The following results were obtained. 1) The general structure of the RBS-D&I. The structure comprises the following levels: control and processing centres (mobile ground control and processing centre (MGCPC) and virtual control and processing centre); forces for detection and identification (fleet of unmanned aerial vehicles (FoU), biological detection information subsystem (BDIS), and robotic detection information subsystem (RDIS)); interference; natural covers and a bedding surface; and target objects (all munitions containing explosives, nuclear fission or fusion materials and biological and chemical agents). 2) A concept of RBS-D&I. The concept is based on RBS-D&I description, analysis, development, and operation as an integrated complex cyber-physical and cyber-biological system running in changing physical and information environments. 3) The RBS-D&I automata model. The model describes RBS-D&I operating in two modes. In mode 1, FoU and BDIS operate separately and interact through the MGCPC only. In mode 2, depending on the specifics of the tasks performed, FoU and RDIS can directly interact among themselves or through the MGCPC. 4) hierarchical model.  The model has two sets of vertices: EO detection and platforms equipped with the necessary sensors. 5) An operational cycle model. The model describes land release operations via a methodology of functional modeling and graphic description of IDEF0 processes. Conclusions. The proposed concept and RBS-D&I solutions can provide high-performance and guaranteed EO detection in designated areas by the implementation of an intelligent platform and tools for planning the use of multifunctional fleets of UAVs and other RBS-D&I subsystems.
本研究的主题是爆炸性弹药(EO)的探测和识别系统。本研究的目的是建立一个机器人-生物系统(RBS-D&I)的概念、总体结构和模型。本文的研究目标如下:1)对移动系统进行分类,并提出RBS-D&I的概念;2)发展由机器人(飞行和地面)和生物子系统组成的RBS-D&I总体结构;3)开发RBS-D&I模型,包括自动机模型、层次化模型和操作性模型;4)描述与文章相关的科学项目的任务和计划成果;5)讨论研究成果。得到了以下结果:1) RBS-D&I的总体结构。该结构包括以下层次:控制和处理中心(移动地面控制和处理中心和虚拟控制和处理中心);探测识别力量(无人机机群、生物探测信息子系统、机器人探测信息子系统);干扰;天然覆盖物和垫层表面;以及目标物体(所有含有爆炸物、核裂变或聚变材料以及生物和化学制剂的弹药)。2) RBS-D&I的概念。该概念基于RBS-D&I描述、分析、开发和操作,作为一个集成的复杂网络物理和网络生物系统,在不断变化的物理和信息环境中运行。3) RBS-D&I自动机模型。该模型描述了RBS-D&I在两种模式下的运行。在模式1中,FoU和BDIS单独工作,只通过MGCPC进行交互。在模式2中,根据执行任务的具体情况,FoU和RDIS可以直接相互交互,也可以通过MGCPC进行交互。4)层次模型。该模型有两组顶点:EO检测和配备必要传感器的平台。5)运营周期模型。该模型通过IDEF0过程的功能建模和图形描述方法来描述土地释放操作。结论。提出的概念和RBS-D&I解决方案可以通过实施智能平台和工具,规划使用多功能无人机舰队和其他RBS-D&I子系统,在指定区域提供高性能和有保证的EO检测。
{"title":"Robotic-biological systems for detection and identification of explosive ordnance: concept, general structure, and models","authors":"G. Fedorenko, H. Fesenko, V. Kharchenko, I. Kliushnikov, Ihor Tolkunov","doi":"10.32620/reks.2023.2.12","DOIUrl":"https://doi.org/10.32620/reks.2023.2.12","url":null,"abstract":"The subject of this study is systems for detection and identification (D&I) of explosive ordnance (EO). The aim of this study is to develop a concept, general structure, and models of a robotic-biological system for D&I of EO (RBS-D&I). The objectives are as follows: 1) to classify mobile systems for D&I of EO and suggest a concept of RBS-D&I; 2) to develop the general structure of RBS-D&I consisting of robotic (flying and ground) and biological subsystems; 3) to develop models of RBS-D&I including automaton, hierarchical, and operational ones; 4) to describe tasks and planned results of the article-related scientific project; and 5) to discuss research results. The following results were obtained. 1) The general structure of the RBS-D&I. The structure comprises the following levels: control and processing centres (mobile ground control and processing centre (MGCPC) and virtual control and processing centre); forces for detection and identification (fleet of unmanned aerial vehicles (FoU), biological detection information subsystem (BDIS), and robotic detection information subsystem (RDIS)); interference; natural covers and a bedding surface; and target objects (all munitions containing explosives, nuclear fission or fusion materials and biological and chemical agents). 2) A concept of RBS-D&I. The concept is based on RBS-D&I description, analysis, development, and operation as an integrated complex cyber-physical and cyber-biological system running in changing physical and information environments. 3) The RBS-D&I automata model. The model describes RBS-D&I operating in two modes. In mode 1, FoU and BDIS operate separately and interact through the MGCPC only. In mode 2, depending on the specifics of the tasks performed, FoU and RDIS can directly interact among themselves or through the MGCPC. 4) hierarchical model.  The model has two sets of vertices: EO detection and platforms equipped with the necessary sensors. 5) An operational cycle model. The model describes land release operations via a methodology of functional modeling and graphic description of IDEF0 processes. Conclusions. The proposed concept and RBS-D&I solutions can provide high-performance and guaranteed EO detection in designated areas by the implementation of an intelligent platform and tools for planning the use of multifunctional fleets of UAVs and other RBS-D&I subsystems.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45992274","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}
引用次数: 0
Consistency issue and related trade-offs in distributed replicated systems and databases: a review 分布式复制系统和数据库中的一致性问题和相关权衡:综述
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.14
Jaafar Ahmed, Andrii Karpenko, Olga Tarasyuk, Anatoliy Gorbenko, Akbar Sheikh-Akbari
Distributed replicated databases play a crucial role in modern computer systems enabling scalable, fault-tolerant, and high-performance data management. However, achieving these qualities requires resolving a number of trade-offs between various properties during system design and operation. This paper reviews trade-offs in distributed replicated databases and provides a survey of recent research papers studying distributed data storage. The paper first discusses a compromise between consistency and latency that appears in distributed replicated data storages and directly follows from CAP and PACELC theorems. Consistency refers to the guarantee that all clients in a distributed system observe the same data at the same time. To ensure strong consistency, distributed systems typically employ coordination mechanisms and synchronization protocols that involve communication and agreement among distributed replicas. These mechanisms introduce additional overhead and latency and can dramatically increase the time taken to complete operations when replicas are globally distributed across the Internet. In addition, we study trade-offs between other system properties including availability, durability, cost, energy consumption, read and write latency, etc. In this paper we also provide a comprehensive review and classification of recent research works in distributed replicated databases. Reviewed papers showcase several major areas of research, ranging from performance evaluation and comparison of various NoSQL databases to suggest new strategies for data replication and putting forward new consistency models. In particular, we observed a shift towards exploring hybrid consistency models of causal consistency and eventual consistency with causal ordering due to their ability to strike a balance between operations ordering guarantees and high performance. Researchers have also proposed various consistency control algorithms and consensus quorum protocols to coordinate distributed replicas. Insights from this review can empower practitioners to make informed decisions in designing and managing distributed data storage systems as well as help identify existing gaps in the body of knowledge and suggest further research directions.
分布式复制数据库在现代计算机系统中起着至关重要的作用,它支持可伸缩、容错和高性能的数据管理。然而,要实现这些品质,需要在系统设计和操作期间解决各种特性之间的许多权衡。本文回顾了分布式复制数据库的利弊,并对最近关于分布式数据存储的研究论文进行了综述。本文首先讨论了分布式复制数据存储中出现的一致性和延迟之间的折衷,并直接遵循CAP和PACELC定理。一致性是指保证分布式系统中的所有客户端同时观察到相同的数据。为了确保强一致性,分布式系统通常采用协调机制和同步协议,这些机制和协议涉及分布式副本之间的通信和协议。这些机制引入了额外的开销和延迟,并且当副本在Internet上全局分布时,可能会大大增加完成操作所需的时间。此外,我们还研究了其他系统属性之间的权衡,包括可用性、持久性、成本、能耗、读写延迟等。本文还对分布式复制数据库的最新研究成果进行了综述和分类。回顾的论文展示了几个主要的研究领域,从性能评估和各种NoSQL数据库的比较,到提出新的数据复制策略和提出新的一致性模型。特别是,我们观察到一种向探索因果一致性的混合一致性模型和因果排序的最终一致性的转变,因为它们能够在操作排序保证和高性能之间取得平衡。研究人员还提出了各种一致性控制算法和共识仲裁协议来协调分布式副本。本综述的见解可以使从业者在设计和管理分布式数据存储系统时做出明智的决策,并有助于识别知识体系中存在的差距,并建议进一步的研究方向。
{"title":"Consistency issue and related trade-offs in distributed replicated systems and databases: a review","authors":"Jaafar Ahmed, Andrii Karpenko, Olga Tarasyuk, Anatoliy Gorbenko, Akbar Sheikh-Akbari","doi":"10.32620/reks.2023.2.14","DOIUrl":"https://doi.org/10.32620/reks.2023.2.14","url":null,"abstract":"Distributed replicated databases play a crucial role in modern computer systems enabling scalable, fault-tolerant, and high-performance data management. However, achieving these qualities requires resolving a number of trade-offs between various properties during system design and operation. This paper reviews trade-offs in distributed replicated databases and provides a survey of recent research papers studying distributed data storage. The paper first discusses a compromise between consistency and latency that appears in distributed replicated data storages and directly follows from CAP and PACELC theorems. Consistency refers to the guarantee that all clients in a distributed system observe the same data at the same time. To ensure strong consistency, distributed systems typically employ coordination mechanisms and synchronization protocols that involve communication and agreement among distributed replicas. These mechanisms introduce additional overhead and latency and can dramatically increase the time taken to complete operations when replicas are globally distributed across the Internet. In addition, we study trade-offs between other system properties including availability, durability, cost, energy consumption, read and write latency, etc. In this paper we also provide a comprehensive review and classification of recent research works in distributed replicated databases. Reviewed papers showcase several major areas of research, ranging from performance evaluation and comparison of various NoSQL databases to suggest new strategies for data replication and putting forward new consistency models. In particular, we observed a shift towards exploring hybrid consistency models of causal consistency and eventual consistency with causal ordering due to their ability to strike a balance between operations ordering guarantees and high performance. Researchers have also proposed various consistency control algorithms and consensus quorum protocols to coordinate distributed replicas. Insights from this review can empower practitioners to make informed decisions in designing and managing distributed data storage systems as well as help identify existing gaps in the body of knowledge and suggest further research directions.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136345884","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}
引用次数: 1
Automatic text summarization based on extractive-abstractive method 基于抽取-抽象方法的文本自动摘要
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.01
Md. Ahsan Habib, Romana Rahman Ema, Tajul Islam, Md. Yasir Arafat, M. Hasan
The choice of this study has a significant impact on daily life. In various fields such as journalism, academia, business, and more, large amounts of text need to be processed quickly and efficiently. Text summarization is a technique used to generate a precise and shortened summary of spacious texts. The generated summary sustains overall meaning without losing any information and focuses on those parts that contain useful information. The goal is to develop a model that converts lengthy articles into concise versions. The task to be solved is to select an effective procedure to develop the model. Although the present text summarization models give us good results in many recognized datasets such as cnn/daily- mail, newsroom, etc. All the problems can not be resolved by these models. In this paper, a new text summarization method has been proposed: combining the Extractive and Abstractive Text Summarization technique. In the extractive-based method, the model generates a summary using Sentence Ranking Algorithm and passes this generated summary through an abstractive method. When using the sentence ranking algorithm, after rearranging the sentences, the relationship between one sentence and another sentence is destroyed. To overcome this situation, Pronoun to Noun conversion has been proposed with the new system. After generating the extractive summary, the generated summary is passed through the abstractive method. The proposed abstractive model consists of three pre-trained models: google/pegusus-xsum, face-book/bart-large-cnn model, and Yale-LILY/brio-cnndm-uncased, which generates a final summary depending on the maximum final score. The following results were obtained: experimental results on CNN/daily-mail dataset show that the proposed model obtained scores of ROUGE-1, ROUGE-2 and ROUGE-L are respectively 42.67 %, 19.35 %, and 39.57 %. Then, the result has been compared with three state-of-the-art methods: JEANS, DEATS and PGAN-ATSMT. The results outperform state-of-the-art models. Experimental results also show that the proposed model is qualitatively readable and can generate abstract summaries. Conclusion: In terms of ROUGE score, the model outperforms some art-of-the-state models for ROUGE-1 and ROUGE-L, but doesn’t achieve good result in ROUGE-2.
本研究的选择对日常生活有重大影响。在新闻、学术、商业等各个领域,需要快速有效地处理大量文本。文本摘要是一种技术,用于生成一个精确的和缩短摘要的大量文本。生成的摘要在不丢失任何信息的情况下保持总体意义,并将重点放在包含有用信息的部分。目标是开发一个模型,将冗长的文章转换成简洁的版本。要解决的问题是选择一种有效的程序来开发模型。虽然目前的文本摘要模型在cnn/daily- mail、newsroom等许多已识别的数据集上都取得了很好的结果。这些模型并不能解决所有的问题。本文提出了一种新的文本摘要方法:抽取与抽象相结合的文本摘要方法。在基于抽取的方法中,模型使用句子排序算法生成摘要,并通过抽象方法传递生成的摘要。在使用句子排序算法时,在对句子进行重新排列后,会破坏句子之间的关系。为了克服这种情况,新系统提出了代词到名词的转换。生成提取摘要后,生成的摘要将通过抽象方法传递。提出的抽象模型由三个预训练模型组成:b谷歌/pegusus-xsum、face-book/bart-large-cnn模型和Yale-LILY/brio-cnndm-uncase模型,后者根据最终得分最大值生成最终摘要。在CNN/daily-mail数据集上的实验结果表明,所提出的模型得到的ROUGE-1、ROUGE-2和ROUGE-L的得分分别为42.67%、19.35%和39.57%。然后,将结果与三种最先进的方法:JEANS, DEATS和PGAN-ATSMT进行了比较。结果优于最先进的模型。实验结果表明,该模型具有定性可读性,能够生成抽象摘要。结论:在ROUGE评分方面,该模型在ROUGE-1和ROUGE- l上优于一些状态艺术模型,但在ROUGE-2上没有取得很好的效果。
{"title":"Automatic text summarization based on extractive-abstractive method","authors":"Md. Ahsan Habib, Romana Rahman Ema, Tajul Islam, Md. Yasir Arafat, M. Hasan","doi":"10.32620/reks.2023.2.01","DOIUrl":"https://doi.org/10.32620/reks.2023.2.01","url":null,"abstract":"The choice of this study has a significant impact on daily life. In various fields such as journalism, academia, business, and more, large amounts of text need to be processed quickly and efficiently. Text summarization is a technique used to generate a precise and shortened summary of spacious texts. The generated summary sustains overall meaning without losing any information and focuses on those parts that contain useful information. The goal is to develop a model that converts lengthy articles into concise versions. The task to be solved is to select an effective procedure to develop the model. Although the present text summarization models give us good results in many recognized datasets such as cnn/daily- mail, newsroom, etc. All the problems can not be resolved by these models. In this paper, a new text summarization method has been proposed: combining the Extractive and Abstractive Text Summarization technique. In the extractive-based method, the model generates a summary using Sentence Ranking Algorithm and passes this generated summary through an abstractive method. When using the sentence ranking algorithm, after rearranging the sentences, the relationship between one sentence and another sentence is destroyed. To overcome this situation, Pronoun to Noun conversion has been proposed with the new system. After generating the extractive summary, the generated summary is passed through the abstractive method. The proposed abstractive model consists of three pre-trained models: google/pegusus-xsum, face-book/bart-large-cnn model, and Yale-LILY/brio-cnndm-uncased, which generates a final summary depending on the maximum final score. The following results were obtained: experimental results on CNN/daily-mail dataset show that the proposed model obtained scores of ROUGE-1, ROUGE-2 and ROUGE-L are respectively 42.67 %, 19.35 %, and 39.57 %. Then, the result has been compared with three state-of-the-art methods: JEANS, DEATS and PGAN-ATSMT. The results outperform state-of-the-art models. Experimental results also show that the proposed model is qualitatively readable and can generate abstract summaries. Conclusion: In terms of ROUGE score, the model outperforms some art-of-the-state models for ROUGE-1 and ROUGE-L, but doesn’t achieve good result in ROUGE-2.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45808964","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}
引用次数: 0
Continuous cuffless blood pressure measurement using feed-forward neural network 基于前馈神经网络的连续无袖带血压测量
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.04
O. Viunytskyi, V. Lukin, A. Totsky, V. Shulgin, Nadejda Kozhemiakina
High blood pressure (BP) or hypertension is an extremely common and dangerous condition affecting more than 18–27 % of the world population. It causes many cardiovascular diseases that kill 7.6 million people around the world per year. The most accurate way to detect hypertension is ambulatory monitoring of blood pressure lasting up to 24 h and even more. Traditional non-invasive methods for measuring BP are oscillometric and auscultatory, they use an occlusal cuff as an external pressure source. Unfortunately, cuffed BP measurement creates some inconvenience for the patient and can be inaccurate due to incorrect cuff placement. In connection with the problems caused by cuff methods, it has become necessary to develop cuffless methods for measuring blood pressure, which are based on the relationship of blood pressure with various manifestations of cardiac activity and hemodynamics, which can be recorded and measured non-invasively, without the use of a compression cuff and with simple technical means. Over the past decade, there have been many publications devoted to estimating blood pressure based on pulse wave velocity (PWV) or pulse wave transit time (PTT). However, this approach has few disadvantages. First, the measurement of BP using only PTT parameter is valid only for a given patient. Second, the linear model of the relationship between BP and PTT is valid only in a small range of BP variations. To solve this problem neural networks or linear regression models were used. The main problem with this approach is the accuracy of blood pressure measurement. This study builds one feed-forward neural network (FFNN) for determining systolic and diastolic blood pressure based on features extracted from electrocardiography (ECG) and photoplethysmography (PPG) signals without a cuff and calibration procedure. The novelty of this work is the discovery of five new key points of the PPG signal, as well as the calculation of nine new features of the ECG and PPG signals, which improve the accuracy of blood pressure measurement. The object of the study was the ECG and PPG signals recorded from the patient's hand. The target of the study was to obtain systolic and diastolic blood pressure based on an FFNN, the input arguments of which are the parameters of the ECG and PPG signals. Algorithms for estimating signal parameters based on the determination of characteristic points in the PPG signal, the position of R-peaks in the ECG signal, and parameters calculated from the relationship of time parameters and amplitude ratios of these signals are described in detail. The Pearson correlation coefficients for these parameters and BP are determined, which helps to choose the set of signal parameters valuable for BP estimation. The results obtained show that the mean absolute error ± standard deviation for systolic and diastolic BP is equal to 1.72±3.008 mmHg and 1.101±1.9 mmHg, respectively; the correlation coefficients for the estimated and true BP are equal to
高血压(BP)或高血压是一种极其常见和危险的疾病,影响着世界18-27%以上的人口。它导致许多心血管疾病,每年导致全世界760万人死亡。检测高血压最准确的方法是持续24小时甚至更长时间的动态血压监测。传统的无创血压测量方法有示波法和听诊法,它们使用咬合套作为外部压力源。不幸的是,带袖带的血压测量给患者带来了一些不便,并且可能由于不正确的袖带放置而不准确。针对袖带法引起的问题,有必要开发无袖带血压测量方法,该方法基于血压与心脏活动和血流动力学的各种表现的关系,可以无创地记录和测量,而无需使用压缩袖带,并且技术手段简单。在过去的十年里,已经有许多出版物致力于基于脉搏波速度(PWV)或脉搏波传输时间(PTT)来估计血压。然而,这种方法几乎没有缺点。首先,仅使用PTT参数测量血压仅对给定患者有效。其次,BP和PTT之间关系的线性模型仅在BP变化的小范围内有效。为了解决这个问题,使用了神经网络或线性回归模型。这种方法的主要问题是血压测量的准确性。本研究建立了一个前馈神经网络(FFNN),用于基于从心电图(ECG)和光体积描记术(PPG)信号中提取的特征来确定收缩压和舒张压,而无需袖带和校准程序。这项工作的新颖之处在于发现了PPG信号的五个新关键点,以及计算了ECG和PPG信号中的九个新特征,提高了血压测量的准确性。研究对象是从患者手上记录的心电图和PPG信号。该研究的目标是基于FFNN获得收缩压和舒张压,其输入参数是ECG和PPG信号的参数。详细描述了基于PPG信号中的特征点的确定、ECG信号中的R峰的位置以及根据这些信号的时间参数和幅度比的关系计算的参数来估计信号参数的算法。确定了这些参数和BP的Pearson相关系数,这有助于选择对BP估计有价值的信号参数集。结果表明,收缩压和舒张压的平均绝对误差±标准差分别为1.72±3.008mmHg和1.101±1.9mmHg;估计BP和真实BP的相关系数等于0.94。结论。该模型符合AAMI标准和BHS标准中的“A”级,证明了所提出的方法对BP评估的高精度。与其他已知方法进行了比较,证实了所提出方法的优点。
{"title":"Continuous cuffless blood pressure measurement using feed-forward neural network","authors":"O. Viunytskyi, V. Lukin, A. Totsky, V. Shulgin, Nadejda Kozhemiakina","doi":"10.32620/reks.2023.2.04","DOIUrl":"https://doi.org/10.32620/reks.2023.2.04","url":null,"abstract":"High blood pressure (BP) or hypertension is an extremely common and dangerous condition affecting more than 18–27 % of the world population. It causes many cardiovascular diseases that kill 7.6 million people around the world per year. The most accurate way to detect hypertension is ambulatory monitoring of blood pressure lasting up to 24 h and even more. Traditional non-invasive methods for measuring BP are oscillometric and auscultatory, they use an occlusal cuff as an external pressure source. Unfortunately, cuffed BP measurement creates some inconvenience for the patient and can be inaccurate due to incorrect cuff placement. In connection with the problems caused by cuff methods, it has become necessary to develop cuffless methods for measuring blood pressure, which are based on the relationship of blood pressure with various manifestations of cardiac activity and hemodynamics, which can be recorded and measured non-invasively, without the use of a compression cuff and with simple technical means. Over the past decade, there have been many publications devoted to estimating blood pressure based on pulse wave velocity (PWV) or pulse wave transit time (PTT). However, this approach has few disadvantages. First, the measurement of BP using only PTT parameter is valid only for a given patient. Second, the linear model of the relationship between BP and PTT is valid only in a small range of BP variations. To solve this problem neural networks or linear regression models were used. The main problem with this approach is the accuracy of blood pressure measurement. This study builds one feed-forward neural network (FFNN) for determining systolic and diastolic blood pressure based on features extracted from electrocardiography (ECG) and photoplethysmography (PPG) signals without a cuff and calibration procedure. The novelty of this work is the discovery of five new key points of the PPG signal, as well as the calculation of nine new features of the ECG and PPG signals, which improve the accuracy of blood pressure measurement. The object of the study was the ECG and PPG signals recorded from the patient's hand. The target of the study was to obtain systolic and diastolic blood pressure based on an FFNN, the input arguments of which are the parameters of the ECG and PPG signals. Algorithms for estimating signal parameters based on the determination of characteristic points in the PPG signal, the position of R-peaks in the ECG signal, and parameters calculated from the relationship of time parameters and amplitude ratios of these signals are described in detail. The Pearson correlation coefficients for these parameters and BP are determined, which helps to choose the set of signal parameters valuable for BP estimation. The results obtained show that the mean absolute error ± standard deviation for systolic and diastolic BP is equal to 1.72±3.008 mmHg and 1.101±1.9 mmHg, respectively; the correlation coefficients for the estimated and true BP are equal to ","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46595056","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}
引用次数: 0
Statistical channel model for 6G communication networks in Banda Aceh City 班达亚齐市6G通信网络统计信道模型
Q3 Computer Science Pub Date : 2023-05-25 DOI: 10.32620/reks.2023.2.06
H. Walidainy, Nawal Nashirah, Ramzi Adriman, Y. Away, N. Nasaruddin
Wireless technology is expected to undergo considerable transformation because of the numerous services offered by 6G communication networks, which virtually entirely encompass every part of everyday life and use a variety of devices. Channel modeling is an essential factor in designing 6G communication networks. To meet the channel requirements of future 6G communication networks, it is crucial to measure the channel to consider path loss, multi-band, fading, blocking effect, multipath clustering, transmitter, and receiver moving speed/direction/time. The goal of this paper is to design and evaluate a 6G communication network in Banda Aceh City using a statistical channel model. The channel model is associated with environmental conditions such as rainfall and humidity. The method is then based on computer simulation using the NYUSIM simulator to complete the channel modeling using an operating frequency of 95 GHz with a bandwidth of 800 MHz. In the simulator, the designed 6G channel model is evaluated in both line-of-sight (LOS) and non-line-of-sight (NLOS) network environments. In addition, the designated network parameters, such as the coverage area, angle of arrival (AoA), angle of departure (AoD), and power delay profile (PDP), are simulated.  The results, at AoA, the value of received power for LOS conditions ranges from -86 dBm to -101 dBm, while the value for NLOS conditions ranges from -91 dBm to -111 dBm. Under LOS conditions, the received power for AoD ranges from -86 dBm to -101 dBm, whereas under NLOS conditions, it ranges from -91 dBm to -111 dBm. In the omnidirectional PDP, the pathloss value for the LOS condition is 99.8 dB and the delay is 17.9 ns, while the pathloss value for the NLOS condition is 104.2 dB with a delay of 28.1 ns. For the directional PDP, the LOS condition yields a path loss of 106.4 dB and a delay of 2.9 ns, while the NLOS condition yields a path loss of 110.5 dB and a delay of 3 ns. Conclusions. The simulation indicated that the AoA, AoD, and PDP in terms of received power, pathloss, and propagation delay are in acceptable conditions for a 6G network in Banda Aceh City in the two observed environments. Therefore, it is conceivable to establish a 6G network in Banda Aceh City in the future.
由于6G通信网络提供的众多服务几乎完全涵盖了日常生活的每个部分并使用各种设备,因此无线技术预计将经历相当大的变革。信道建模是设计6G通信网络的一个重要因素。为了满足未来6G通信网络对信道的要求,信道测量要考虑路径损耗、多频带、衰落、阻塞效应、多径聚类、发送端和接收端移动速度/方向/时间等因素。本文的目标是使用统计信道模型设计和评估班达亚齐市的6G通信网络。河道模型与诸如降雨和湿度等环境条件有关。然后利用NYUSIM仿真器进行计算机仿真,完成工作频率为95 GHz、带宽为800 MHz的信道建模。在模拟器中,设计的6G信道模型在视距(LOS)和非视距(NLOS)网络环境下进行了评估。此外,还对指定的网络参数,如覆盖区域、到达角(AoA)、出发角(AoD)和功率延迟曲线(PDP)进行了仿真。结果表明,在AoA时,LOS条件下的接收功率范围为-86 ~ -101 dBm,而NLOS条件下的接收功率范围为-91 ~ -111 dBm。在LOS条件下,AoD接收功率范围为-86 dBm ~ -101 dBm,而在NLOS条件下,AoD接收功率范围为-91 dBm ~ -111 dBm。在全向PDP中,LOS条件下的路径损耗值为99.8 dB,时延为17.9 ns; NLOS条件下的路径损耗值为104.2 dB,时延为28.1 ns。对于定向PDP, LOS条件产生106.4 dB的路径损耗和2.9 ns的延迟,而NLOS条件产生110.5 dB的路径损耗和3 ns的延迟。结论。仿真结果表明,在两种观测环境下,对于班达亚齐市的6G网络,AoA、AoD和PDP在接收功率、路径损耗和传播延迟方面都处于可接受的条件。因此,未来在班达亚齐市建立6G网络是可以想象的。
{"title":"Statistical channel model for 6G communication networks in Banda Aceh City","authors":"H. Walidainy, Nawal Nashirah, Ramzi Adriman, Y. Away, N. Nasaruddin","doi":"10.32620/reks.2023.2.06","DOIUrl":"https://doi.org/10.32620/reks.2023.2.06","url":null,"abstract":"Wireless technology is expected to undergo considerable transformation because of the numerous services offered by 6G communication networks, which virtually entirely encompass every part of everyday life and use a variety of devices. Channel modeling is an essential factor in designing 6G communication networks. To meet the channel requirements of future 6G communication networks, it is crucial to measure the channel to consider path loss, multi-band, fading, blocking effect, multipath clustering, transmitter, and receiver moving speed/direction/time. The goal of this paper is to design and evaluate a 6G communication network in Banda Aceh City using a statistical channel model. The channel model is associated with environmental conditions such as rainfall and humidity. The method is then based on computer simulation using the NYUSIM simulator to complete the channel modeling using an operating frequency of 95 GHz with a bandwidth of 800 MHz. In the simulator, the designed 6G channel model is evaluated in both line-of-sight (LOS) and non-line-of-sight (NLOS) network environments. In addition, the designated network parameters, such as the coverage area, angle of arrival (AoA), angle of departure (AoD), and power delay profile (PDP), are simulated.  The results, at AoA, the value of received power for LOS conditions ranges from -86 dBm to -101 dBm, while the value for NLOS conditions ranges from -91 dBm to -111 dBm. Under LOS conditions, the received power for AoD ranges from -86 dBm to -101 dBm, whereas under NLOS conditions, it ranges from -91 dBm to -111 dBm. In the omnidirectional PDP, the pathloss value for the LOS condition is 99.8 dB and the delay is 17.9 ns, while the pathloss value for the NLOS condition is 104.2 dB with a delay of 28.1 ns. For the directional PDP, the LOS condition yields a path loss of 106.4 dB and a delay of 2.9 ns, while the NLOS condition yields a path loss of 110.5 dB and a delay of 3 ns. Conclusions. The simulation indicated that the AoA, AoD, and PDP in terms of received power, pathloss, and propagation delay are in acceptable conditions for a 6G network in Banda Aceh City in the two observed environments. Therefore, it is conceivable to establish a 6G network in Banda Aceh City in the future.","PeriodicalId":36122,"journal":{"name":"Radioelectronic and Computer Systems","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42419281","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}
引用次数: 1
期刊
Radioelectronic and Computer Systems
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1