首页 > 最新文献

2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)最新文献

英文 中文
An Algorithm for Concurrent Use of Quantum Simulators and Computers in the Context of Subgraph Isomorphism 子图同构环境下量子模拟器与计算机并行使用的算法
Radu-Iulian Gheorghica
Quantum computers represent the new generation of computing. But despite this, they have a limit which consists of the number of qubits, or quantum bits, that each computer has at its disposal. The purpose of this research is the ability to use multiple quantum simulators and computers in order to achieve calculations made by a unified number of qubits. The design for this algorithm makes use of parallel and distributed programming. The key results are amplified amplitudes obtained for large quantum circuits that would otherwise be impossible to execute on a single quantum computer whose available number of qubits is exceeded by the one of such circuits. Thus the algorithm presented in the current paper has been designed and tested, showing favorable results. A 25 qubit circuit was used for the test cases. It was partitioned in multiple smaller circuits that were sent for execution from a laptop, directly to the quantum devices. The circuit number of qubits can be increased as considered necessary by the user.
量子计算机代表了新一代的计算技术。但尽管如此,它们还是有一个限制,这是由每台计算机可以使用的量子比特的数量组成的。这项研究的目的是能够使用多个量子模拟器和计算机来实现由统一数量的量子比特进行的计算。该算法的设计采用了并行和分布式编程。关键的结果是为大型量子电路获得的放大幅度,否则在单个量子计算机上执行是不可能的,因为单个量子计算机的可用量子比特数超过了其中一个这样的电路。因此,本文提出的算法已经进行了设计和测试,取得了良好的效果。测试用例使用了25量子位电路。它被分割成多个较小的电路,由笔记本电脑直接发送到量子设备。量子比特的电路数量可以根据用户的需要增加。
{"title":"An Algorithm for Concurrent Use of Quantum Simulators and Computers in the Context of Subgraph Isomorphism","authors":"Radu-Iulian Gheorghica","doi":"10.1109/SACI58269.2023.10158547","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158547","url":null,"abstract":"Quantum computers represent the new generation of computing. But despite this, they have a limit which consists of the number of qubits, or quantum bits, that each computer has at its disposal. The purpose of this research is the ability to use multiple quantum simulators and computers in order to achieve calculations made by a unified number of qubits. The design for this algorithm makes use of parallel and distributed programming. The key results are amplified amplitudes obtained for large quantum circuits that would otherwise be impossible to execute on a single quantum computer whose available number of qubits is exceeded by the one of such circuits. Thus the algorithm presented in the current paper has been designed and tested, showing favorable results. A 25 qubit circuit was used for the test cases. It was partitioned in multiple smaller circuits that were sent for execution from a laptop, directly to the quantum devices. The circuit number of qubits can be increased as considered necessary by the user.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131866883","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
Evaluation of Industry 4.0 familiarity at SMEs in Central-Eastern Europe using Machine Learning Algorithms 使用机器学习算法评估中东欧中小企业对工业4.0的熟悉程度
A. Tick
Familiarity with Industry 4.0 (I4.0) and its components is inevitable in business development, since it supports digitalization among the various sectors of businesses SMEs in Central-Eastern Europe, namely in the V4 countries, Serbia and Bulgaria have been surveyed; how familiar they are with I4.0 and its components. This paper presents how machine learning (ML) methods, namely supervised algorithms help to determine which I4.0 components contribute positively to SMEs’ familiarity with I4.0 and which of them contradict to its familiarity. The ML algorithm Vector Support Machine (VSM) and Neural Network (NN) proved to be the most accurate methods to predict the familiarity with I4.0 based on its components while Decision Tree (DT) gave the highest precision and specificity rates, therefore, the predictions of these three methods are compared. The results imply that Cloud Computing Services, Big Data analysis, VR and 3D Printing and Robotics do not contribute to the familiarity with I4.0 as much as expected. SMEs need further information on I4.0 developments, especially on its components’ beneficial impact on business performance and operations.
熟悉工业4.0 (I4.0)及其组成部分在业务发展中是不可避免的,因为它支持企业各个部门的数字化,中东欧的中小企业,即V4国家,塞尔维亚和保加利亚进行了调查;他们对工业4.0及其组件的熟悉程度。本文介绍了机器学习(ML)方法,即监督算法如何帮助确定哪些工业4.0组件有助于中小企业熟悉工业4.0,哪些组件与熟悉工业4.0相矛盾。机器学习算法向量支持机(VSM)和神经网络(NN)被证明是最准确的方法来预测对I4.0的熟悉程度,而决策树(DT)给出了最高的精度和特异性率,因此,比较了这三种方法的预测。结果表明,云计算服务、大数据分析、VR、3D打印和机器人技术并没有像预期的那样有助于人们熟悉工业4.0。中小企业需要进一步了解工业4.0的发展,特别是其组件对业务绩效和运营的有益影响。
{"title":"Evaluation of Industry 4.0 familiarity at SMEs in Central-Eastern Europe using Machine Learning Algorithms","authors":"A. Tick","doi":"10.1109/SACI58269.2023.10158645","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158645","url":null,"abstract":"Familiarity with Industry 4.0 (I4.0) and its components is inevitable in business development, since it supports digitalization among the various sectors of businesses SMEs in Central-Eastern Europe, namely in the V4 countries, Serbia and Bulgaria have been surveyed; how familiar they are with I4.0 and its components. This paper presents how machine learning (ML) methods, namely supervised algorithms help to determine which I4.0 components contribute positively to SMEs’ familiarity with I4.0 and which of them contradict to its familiarity. The ML algorithm Vector Support Machine (VSM) and Neural Network (NN) proved to be the most accurate methods to predict the familiarity with I4.0 based on its components while Decision Tree (DT) gave the highest precision and specificity rates, therefore, the predictions of these three methods are compared. The results imply that Cloud Computing Services, Big Data analysis, VR and 3D Printing and Robotics do not contribute to the familiarity with I4.0 as much as expected. SMEs need further information on I4.0 developments, especially on its components’ beneficial impact on business performance and operations.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"96 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134242976","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
The place and role of research, development and innovation activities in the life of domestic enterprises along business characteristics 研究、开发和创新活动在国内企业生活中的地位和作用沿袭企业经营特点
Ágnes Csiszárik-Kocsir, Oszkár Dobos
Research, development and innovation have long been a theme and a lifeline, but never has its importance been more central than in the 21st century. The changes brought about by a rapidly changing turbulent environment demand new and innovative solutions. All these changes have introduced new concepts such as agility, the importance of change management and even resilience. But innovation initiatives require more than usual the introduction of a project approach to management. The aim of this paper is to shed light on some aspects of project management in RDI projects, highlighting the importance and role of programme and portfolio management based on the results of a questionnaire survey conducted in 2022.
长期以来,研究、开发和创新一直是一个主题和生命线,但在21世纪,其重要性从未像今天这样突出。快速变化的动荡环境所带来的变化需要新的和创新的解决方案。所有这些变化都引入了新的概念,如敏捷性、变更管理的重要性,甚至是弹性。但创新举措比通常更需要引入项目管理方法。本文的目的是阐明RDI项目中项目管理的某些方面,强调基于2022年进行的问卷调查结果的项目和投资组合管理的重要性和作用。
{"title":"The place and role of research, development and innovation activities in the life of domestic enterprises along business characteristics","authors":"Ágnes Csiszárik-Kocsir, Oszkár Dobos","doi":"10.1109/SACI58269.2023.10158576","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158576","url":null,"abstract":"Research, development and innovation have long been a theme and a lifeline, but never has its importance been more central than in the 21st century. The changes brought about by a rapidly changing turbulent environment demand new and innovative solutions. All these changes have introduced new concepts such as agility, the importance of change management and even resilience. But innovation initiatives require more than usual the introduction of a project approach to management. The aim of this paper is to shed light on some aspects of project management in RDI projects, highlighting the importance and role of programme and portfolio management based on the results of a questionnaire survey conducted in 2022.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123342416","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 Road Roughness Through Vibration Analysis for Driving Quality and Extended Discussion on AI Potential 基于振动分析的路面不平度建模及其对AI潜力的拓展探讨
N. Karballaeezadeh, S. DanialMohammadzadeh, Mohammed Mudabbiruddin, Armin Hatami Rad
Driving quality is a concept that includes factors affecting the quality of a vehicle trip. Pavement damages, including roughness, has negative effects on travel comfort and driving quality. The vibration created in the car is one of the most important negative effects. In general, the main reasons for this type of vibration are: The mechanical structure of the vehicle and the surface roughness of the road. In short trips, the quality of driving is affected by safety and driving comfort indicators. While, in long-term trips, the threat to human health is also raised due to long-term vibration on the body. Therefore, it can be concluded that the evaluation of the driving quality and especially the impact of road surface roughness, which is responsible for the phenomenon of vibration, is a vital issue for pavement engineers. As the most common method of assessing road surface roughness, the IRI index is considered an essential element in the framework of this research due to its intrinsic relationship with the vehicle’s reaction. This study seeks to reconsider the IRI index according to the vibration created in the car during a trip. For this purpose, first, some pavement segments with certain roughness were defined. Then, with the help of ProVAL software, IRI values were calculated for them. After that, in the main part of the research, the defined pavement segments were made in the ADAMS software, and the vibration results were outputted when a passenger car passed over them. The results of the review and comparison of vibration data and IRI values showed that the IRI method contains an important problem: not fully covering the concept of passenger travel comfort and driving quality. Considering that the IRI index is an important and common factor in the decisions of pavement management systems around the world, this research confirms that this index needs important modifications to effectively include the concept of driving quality in roads’ maintenance and repair programs.
驾驶质量是一个概念,包括影响车辆旅行质量的因素。路面损伤,包括粗糙度,对出行舒适性和驾驶质量有负面影响。汽车产生的振动是最重要的负面影响之一。一般来说,造成这类振动的主要原因有:车辆的机械结构和道路的表面粗糙度。在短途旅行中,行车质量受安全和驾驶舒适性指标的影响。同时,在长途旅行中,由于车辆对人体的长期振动,也增加了对人体健康的威胁。由此可见,路面的行驶质量,特别是路面粗糙度对路面振动现象的影响,是路面工程人员面临的一个重要问题。IRI指数作为评估路面粗糙度的最常用方法,由于其与车辆反应的内在关系,因此被认为是本研究框架中的基本要素。这项研究试图根据旅行中汽车产生的振动来重新考虑IRI指数。为此,首先定义一些具有一定粗糙度的路面段。然后在ProVAL软件的帮助下,计算它们的IRI值。然后,在研究的主体部分,在ADAMS软件中定义路面段,并输出客车经过路面段时的振动结果。对振动数据和IRI值的回顾和比较结果表明,IRI方法存在一个重要问题:没有完全涵盖乘客出行舒适性和驾驶质量的概念。考虑到IRI指数是世界各地路面管理系统决策的重要和共同因素,本研究证实,该指数需要进行重大修改,以有效地将驾驶质量的概念纳入道路维护和维修计划。
{"title":"Modeling Road Roughness Through Vibration Analysis for Driving Quality and Extended Discussion on AI Potential","authors":"N. Karballaeezadeh, S. DanialMohammadzadeh, Mohammed Mudabbiruddin, Armin Hatami Rad","doi":"10.1109/SACI58269.2023.10158586","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158586","url":null,"abstract":"Driving quality is a concept that includes factors affecting the quality of a vehicle trip. Pavement damages, including roughness, has negative effects on travel comfort and driving quality. The vibration created in the car is one of the most important negative effects. In general, the main reasons for this type of vibration are: The mechanical structure of the vehicle and the surface roughness of the road. In short trips, the quality of driving is affected by safety and driving comfort indicators. While, in long-term trips, the threat to human health is also raised due to long-term vibration on the body. Therefore, it can be concluded that the evaluation of the driving quality and especially the impact of road surface roughness, which is responsible for the phenomenon of vibration, is a vital issue for pavement engineers. As the most common method of assessing road surface roughness, the IRI index is considered an essential element in the framework of this research due to its intrinsic relationship with the vehicle’s reaction. This study seeks to reconsider the IRI index according to the vibration created in the car during a trip. For this purpose, first, some pavement segments with certain roughness were defined. Then, with the help of ProVAL software, IRI values were calculated for them. After that, in the main part of the research, the defined pavement segments were made in the ADAMS software, and the vibration results were outputted when a passenger car passed over them. The results of the review and comparison of vibration data and IRI values showed that the IRI method contains an important problem: not fully covering the concept of passenger travel comfort and driving quality. Considering that the IRI index is an important and common factor in the decisions of pavement management systems around the world, this research confirms that this index needs important modifications to effectively include the concept of driving quality in roads’ maintenance and repair programs.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129847238","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
Schrödinger-Maxwell differential inclusion system Schrödinger-Maxwell差动夹杂系统
Károly Szilák
The non-smooth Schrödinger-Maxwell system is examined on n-dimensional (3 ≤ n ≤ 5) Hadamard manifolds and Riemannian manifolds with non-negative Ricci curvature, respectively. Difficulties arise both by the non-compactness of the Riemannian manifolds and the presence of non-smooth terms.
对非光滑Schrödinger-Maxwell系统分别在n维(3≤n≤5)非负Ricci曲率的Hadamard流形和riemanan流形上进行了研究。黎曼流形的非紧性和非光滑项的存在引起了困难。
{"title":"Schrödinger-Maxwell differential inclusion system","authors":"Károly Szilák","doi":"10.1109/SACI58269.2023.10158541","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158541","url":null,"abstract":"The non-smooth Schrödinger-Maxwell system is examined on n-dimensional (3 ≤ n ≤ 5) Hadamard manifolds and Riemannian manifolds with non-negative Ricci curvature, respectively. Difficulties arise both by the non-compactness of the Riemannian manifolds and the presence of non-smooth terms.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122930958","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
Blockchain Technology in Healthcare Industry: Benefits and Issues 医疗行业的区块链技术:利益与问题
Silvana Qose, Rajnai Zoltán, Beatrix Fregan
Blockchain technology upends the status quo by providing a productive and decentralized platform for data management. Blockchain is a data management system that has the potential to enable accountability and transparency. Every computer network user may have a duplicate copy of the Blockchain, a ledger of transactions where network members validate data submitted into the ledger; once entered, the data cannot be changed [1], [2]. Revenue cycle administration, doctor credentialing, electronic health records, and supply chain administration are applications in the healthcare industry, yet, their widespread adoption is threatened by prospective government regulation and internal concerns [3].Additionally, the fact that the data in the Blockchain is duplicated across all of the network’s nodes fosters openness and transparency, enabling healthcare stakeholders, particularly the patients, to understand how, by whom, when, and how their data is utilized [4]. More crucially, since the data in the ledger is duplicated throughout several nodes in the network has no impact on the ledger’s current state. As a result, Blockchain, by its very nature, can defend against possible data loss, corruption, and security threats like ransomware assault [5].
区块链技术颠覆了现状,为数据管理提供了一个高效和分散的平台。区块链是一个数据管理系统,有可能实现问责制和透明度。每个计算机网络用户都可以拥有区块链的副本,区块链是一个交易分类账,网络成员在其中验证提交到分类账的数据;输入后,数据不可修改[1],[2]。收入周期管理、医生认证、电子健康记录和供应链管理是医疗保健行业中的应用程序,然而,它们的广泛采用受到未来政府法规和内部问题的威胁。此外,区块链中的数据在所有网络节点上复制这一事实促进了开放性和透明度,使医疗保健利益相关者(特别是患者)能够了解他们的数据是如何、由谁、何时以及如何使用[4]的。更关键的是,由于分类帐中的数据在网络中的多个节点中重复,因此对分类帐的当前状态没有影响。因此,b区块链就其本质而言,可以抵御可能的数据丢失、损坏和安全威胁,如勒索软件攻击b[5]。
{"title":"Blockchain Technology in Healthcare Industry: Benefits and Issues","authors":"Silvana Qose, Rajnai Zoltán, Beatrix Fregan","doi":"10.1109/SACI58269.2023.10158669","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158669","url":null,"abstract":"Blockchain technology upends the status quo by providing a productive and decentralized platform for data management. Blockchain is a data management system that has the potential to enable accountability and transparency. Every computer network user may have a duplicate copy of the Blockchain, a ledger of transactions where network members validate data submitted into the ledger; once entered, the data cannot be changed [1], [2]. Revenue cycle administration, doctor credentialing, electronic health records, and supply chain administration are applications in the healthcare industry, yet, their widespread adoption is threatened by prospective government regulation and internal concerns [3].Additionally, the fact that the data in the Blockchain is duplicated across all of the network’s nodes fosters openness and transparency, enabling healthcare stakeholders, particularly the patients, to understand how, by whom, when, and how their data is utilized [4]. More crucially, since the data in the ledger is duplicated throughout several nodes in the network has no impact on the ledger’s current state. As a result, Blockchain, by its very nature, can defend against possible data loss, corruption, and security threats like ransomware assault [5].","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127036140","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
Using Weka API for creating a custom classification application 使用Weka API创建自定义分类应用程序
R. Robu, Paul Arseni-Ailoi, D. Ungureanu-Anghel
In real world applications, classification models can be built by repeatedly going through the steps of data preprocessing, building classification models with different dedicated algorithms, testing the resulted models, until building a good enough classification model is achieved. The model built in this way can be used in order to perform predictions on new data, with a degree of trust resulted by testing the model. All the operations described above can be done with Weka, which is a very powerful machine learning tool. The authors consider that after going through the previous steps, for many real world applications, it would be beneficial to go through a supplementary step, of developing a custom application for data classification, specific to the realized study. The proposed application will use the Weka API, which will allow it to rebuild the selected classification model, save and load it in/from a binary file and then make predictions with the help of a user interface perfectly adapted to the data set used. The proposed application makes it easier to make predictions for a final beneficiary. The paper presents how such a custom classification application can be developed, using the Weka API and Java programming language. In order to validate the proposed solution, the authors have built a custom application for the classification of data of patients who may have heart diseases, starting from the Cleveland heart disease data set, obtained from the UCI Machine Learning Repository. The proposed application allows saving and loading the classification model through serialization and deserialization, so that building it in order to make predictions is necessary only once.
在实际应用中,分类模型的构建可以反复经历以下步骤:数据预处理、使用不同的专用算法构建分类模型、测试生成的模型,直到构建一个足够好的分类模型。以这种方式建立的模型可以用于对新数据进行预测,并通过测试模型获得一定程度的信任。上面描述的所有操作都可以用Weka完成,它是一个非常强大的机器学习工具。作者认为,在经历了前面的步骤之后,对于许多现实世界的应用来说,通过一个补充步骤,开发一个定制的数据分类应用程序,针对所实现的研究,将是有益的。建议的应用程序将使用Weka API,这将允许它重建所选的分类模型,将其保存并从二进制文件中加载,然后在完全适应所使用数据集的用户界面的帮助下进行预测。拟议的应用程序使预测最终受益人变得更加容易。本文介绍了如何使用Weka API和Java编程语言开发这样一个自定义分类应用程序。为了验证提出的解决方案,作者构建了一个自定义应用程序,用于对可能患有心脏病的患者的数据进行分类,从从UCI机器学习存储库获得的克利夫兰心脏病数据集开始。所建议的应用程序允许通过序列化和反序列化保存和加载分类模型,因此为了进行预测而构建它只需要一次。
{"title":"Using Weka API for creating a custom classification application","authors":"R. Robu, Paul Arseni-Ailoi, D. Ungureanu-Anghel","doi":"10.1109/SACI58269.2023.10158580","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158580","url":null,"abstract":"In real world applications, classification models can be built by repeatedly going through the steps of data preprocessing, building classification models with different dedicated algorithms, testing the resulted models, until building a good enough classification model is achieved. The model built in this way can be used in order to perform predictions on new data, with a degree of trust resulted by testing the model. All the operations described above can be done with Weka, which is a very powerful machine learning tool. The authors consider that after going through the previous steps, for many real world applications, it would be beneficial to go through a supplementary step, of developing a custom application for data classification, specific to the realized study. The proposed application will use the Weka API, which will allow it to rebuild the selected classification model, save and load it in/from a binary file and then make predictions with the help of a user interface perfectly adapted to the data set used. The proposed application makes it easier to make predictions for a final beneficiary. The paper presents how such a custom classification application can be developed, using the Weka API and Java programming language. In order to validate the proposed solution, the authors have built a custom application for the classification of data of patients who may have heart diseases, starting from the Cleveland heart disease data set, obtained from the UCI Machine Learning Repository. The proposed application allows saving and loading the classification model through serialization and deserialization, so that building it in order to make predictions is necessary only once.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"90 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134002706","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
Human Circadian Rhythm Friendly Adaptive Spectrum Wake-up Clock Lighting 人类昼夜节律友好自适应频谱唤醒时钟照明
Bertalan Beszédes
This paper aimed to show the theoretical background, the methodology and a practical realization of a spectrum optimized alarm clock that simulates a sunrise, for a more pleasant awakening. The shown internal light source is a surface mount RGBW led strip for supplementary lighting, due to the placement, the light is scattered light reflected from the surface. The article describes the relationship between the system hardware and software components, also dealing with design possibilities. The proposed methods and solutions are well applicable in other real-life applications.
本文旨在展示模拟日出的频谱优化闹钟的理论背景,方法和实际实现,以实现更愉快的醒来。如图所示的内部光源为表面贴装的RGBW led灯条,用于辅助照明,由于放置位置,光是从表面反射的散射光。本文描述了系统硬件和软件组件之间的关系,并讨论了设计的可能性。所提出的方法和解决方案在其他实际应用中也很适用。
{"title":"Human Circadian Rhythm Friendly Adaptive Spectrum Wake-up Clock Lighting","authors":"Bertalan Beszédes","doi":"10.1109/SACI58269.2023.10158573","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158573","url":null,"abstract":"This paper aimed to show the theoretical background, the methodology and a practical realization of a spectrum optimized alarm clock that simulates a sunrise, for a more pleasant awakening. The shown internal light source is a surface mount RGBW led strip for supplementary lighting, due to the placement, the light is scattered light reflected from the surface. The article describes the relationship between the system hardware and software components, also dealing with design possibilities. The proposed methods and solutions are well applicable in other real-life applications.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116641635","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
Innovation and factors leading to innovative behaviour according to Hungarian businesses1 匈牙利商界认为创新和导致创新行为的因素1
Ágnes Csiszárik-Kocsir, J. Varga
In the competitive economy of the 21st century, innovation and the attitude to innovation are key factors. The depletion of traditional natural resources in today’s fast-changing world has virtually eliminated the former engine of economic growth, and a new approach is needed to enable economic actors to cope with the new environment. New solutions are the only way to overcome the anomaly of natural resources. It is essential that all economic actors, from micro to large enterprises, can play their part in this process. It is therefore of the utmost importance that the conditions are created in the near future to promote and stimulate innovation. The aim of this study is to present the Hungarian SME sector’s view on the factors that stimulate innovation, assessing the potential characteristics that can contribute to these processes and behaviours.
在21世纪的竞争经济中,创新和对创新的态度是关键因素。在今天迅速变化的世界中,传统自然资源的枯竭实际上已经消除了以前的经济增长引擎,因此需要一种新的办法,使经济行动者能够应付新的环境。新的解决办法是克服自然资源异常的唯一途径。至关重要的是,从微型企业到大型企业的所有经济行为者都能在这一进程中发挥作用。因此,在不久的将来创造促进和刺激创新的条件是极为重要的。本研究的目的是提出匈牙利中小企业部门对刺激创新因素的看法,评估可能有助于这些过程和行为的潜在特征。
{"title":"Innovation and factors leading to innovative behaviour according to Hungarian businesses1","authors":"Ágnes Csiszárik-Kocsir, J. Varga","doi":"10.1109/SACI58269.2023.10158548","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158548","url":null,"abstract":"In the competitive economy of the 21st century, innovation and the attitude to innovation are key factors. The depletion of traditional natural resources in today’s fast-changing world has virtually eliminated the former engine of economic growth, and a new approach is needed to enable economic actors to cope with the new environment. New solutions are the only way to overcome the anomaly of natural resources. It is essential that all economic actors, from micro to large enterprises, can play their part in this process. It is therefore of the utmost importance that the conditions are created in the near future to promote and stimulate innovation. The aim of this study is to present the Hungarian SME sector’s view on the factors that stimulate innovation, assessing the potential characteristics that can contribute to these processes and behaviours.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"436 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132523840","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
Novel Power Factor Correction Converter Scheme Allowing Bidirectional Power Flow 允许双向潮流的新型功率因数校正变换器方案
Mihaela-Codruta Ancuti, S. Musuroi, Alina Stingu, C. Lascu
The unidirectional Eight-Switch Power Factor Correction (PFC) converter (operating as a rectifier) was proposed in [1]. Starting from that topology, this paper introduces a novel topology allowing power to flow in both directions (operating as a converter or inverter). This was named the bidirectional Eight-Switch (BES) PFC converter. Performances of the proposed BES PFC converter are evaluated in this study based on simulation studies in Gecko environment. Its efficiency evaluation for a power value of a 2.5 kW is also provided. The grid current harmonic content is in accordance with IEC-6100-3/12 standard.
单向八开关功率因数校正(PFC)变换器(作为整流器工作)在[1]中被提出。从该拓扑开始,本文介绍了一种新的拓扑结构,允许功率在两个方向上流动(作为转换器或逆变器运行)。这被命名为双向八开关(BES) PFC转换器。本文通过在壁虎环境下的仿真研究,对所提出的BES PFC变换器的性能进行了评价。给出了其在功率值为2.5 kW时的效率评价。电网电流谐波含量符合IEC-6100-3/12标准。
{"title":"Novel Power Factor Correction Converter Scheme Allowing Bidirectional Power Flow","authors":"Mihaela-Codruta Ancuti, S. Musuroi, Alina Stingu, C. Lascu","doi":"10.1109/SACI58269.2023.10158588","DOIUrl":"https://doi.org/10.1109/SACI58269.2023.10158588","url":null,"abstract":"The unidirectional Eight-Switch Power Factor Correction (PFC) converter (operating as a rectifier) was proposed in [1]. Starting from that topology, this paper introduces a novel topology allowing power to flow in both directions (operating as a converter or inverter). This was named the bidirectional Eight-Switch (BES) PFC converter. Performances of the proposed BES PFC converter are evaluated in this study based on simulation studies in Gecko environment. Its efficiency evaluation for a power value of a 2.5 kW is also provided. The grid current harmonic content is in accordance with IEC-6100-3/12 standard.","PeriodicalId":339156,"journal":{"name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132862608","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
期刊
2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)
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