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2023 15th International Conference on Developments in eSystems Engineering (DeSE)最新文献

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Performance Comparison of an implemented Wired and Wireless Micro Smart Grid 实现的有线与无线微智能电网性能比较
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10099600
Ahmed Abdulridha, Israa Bader Al-Mashhadani, Shaimaa Mudhafar Hashim, Kaiser A. Reshak
Sustainable energy relies on energy management through smart devices. Traditional electrical networks are gradually integrating advanced technology and smart grid features. The interference between different communication methods and IoT is one of these features. For smart grid implementation, the focus is on the growth of the smart metering industry. This paper compares two implemented wired and wireless smart meter systems based on different communication methods. The wired micro smart grid is based on KQ-330 power line communication, and the wireless micro smart grid is based on Bluetooth, ZigBee and GSM communication methods. A Comparison is held with performance features, such as bit error rate, latency and bandwidth. It was found that the amount of transmitted data significantly affects the time to transmit and receive data. The results show that the present study is needed for the test cases to improve the metrics sought application for the advanced future industrial system by anticipating system features.
可持续能源依赖于通过智能设备进行能源管理。传统电网正逐步融合先进技术和智能电网特点。不同通信方式与物联网之间的干扰是这些特征之一。对于智能电网的实施,重点是智能电表行业的增长。本文比较了基于不同通信方式的两种实现的有线和无线智能电表系统。有线微智能电网基于KQ-330电力线通信,无线微智能电网基于蓝牙、ZigBee和GSM通信方式。比较性能特性,如误码率、延迟和带宽。研究发现,传输数据的数量显著影响传输和接收数据的时间。结果表明,通过对系统特征的预测,需要对测试用例进行研究,以改进所寻求的指标在未来先进工业系统中的应用。
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引用次数: 0
Intelligent Detection System for a Distributed Denial-of - Service (DDoS) Attack Based on Time Series 基于时间序列的分布式拒绝服务攻击智能检测系统
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10100180
M. Alsumaidaie, K. Alheeti, Abdul-Kareem A. Al-Aloosy
With a surge in the usage of systems that largely depend on networking and programming, the need for cybersecurity has grown as well. Cyberattacks are a rising threat to companies and people. The Distributed Denial of Service (DDoS) attack is one of the destructive hacks that have swiftly acquired appeal among hackers. In this work, a security system is proposed to prevent DDoS. In other words, it has the ability to protect external and internal communication systems from attacks. The primary contribution of this work is to acquire the best accuracy based on time series. Multiple machine learning algorithms are applied and compared between them. The Random Forest accuracy is 100% and the XGBoost was 91% using the same data set.
随着主要依赖网络和编程的系统使用量激增,对网络安全的需求也在增长。网络攻击对企业和个人的威胁越来越大。分布式拒绝服务(DDoS)攻击是一种破坏性的黑客攻击,迅速获得了黑客的青睐。本文提出了一种防范DDoS攻击的安全系统。换句话说,它具有保护外部和内部通信系统免受攻击的能力。这项工作的主要贡献是获得了基于时间序列的最佳精度。应用了多种机器学习算法,并对它们进行了比较。使用相同的数据集,随机森林的准确率为100%,XGBoost的准确率为91%。
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引用次数: 1
Improved Traditional Fitness Model by Applying Big Data Analysis 应用大数据分析改进传统适应度模型
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10100118
Muhammad Ehsan Rana, Lin Yanyu, Vazeerudeen Abdul Hameed, K. B. Nowshath
This study elaborated on the importance of fitness in the contemporary environment, put forward the problems in traditional fitness, and conducted a series of discussions according to the questions. It conducted an in-depth analysis of fitness data utilising appropriate data analysis techniques to explore the relationship between different fitness data. Moreover, this study explores the processes and tools needed for analysis and explains the difficulties and resistance that may be encountered in future research. The literature section provides a detailed discussion on muscle gain and weight loss in fitness, the elaboration of big data frameworks, and machine learning methods that may be applied in this field. However, the regression models were only conducted on calorie burning for weight loss due to the lack of suitable muscle data. The optimal Mean Absolute Error and coefficient of determination were obtained as 8.307 and 0.967. The final section also concludes the process and results of this study and puts forward the shortcomings and the direction for future improvement.
本研究阐述了健身在当代环境中的重要性,提出了传统健身中存在的问题,并根据问题进行了一系列的讨论。运用适当的数据分析技术对健身数据进行深入分析,探索不同健身数据之间的关系。此外,本研究还探讨了分析所需的过程和工具,并解释了未来研究中可能遇到的困难和阻力。文献部分详细讨论了健身中的增肌减重,阐述了大数据框架,以及可能应用于该领域的机器学习方法。然而,由于缺乏合适的肌肉数据,回归模型只对减肥的卡路里燃烧进行了研究。最佳的平均绝对误差和决定系数分别为8.307和0.967。最后对本文的研究过程和结果进行了总结,并提出了存在的不足和今后的改进方向。
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引用次数: 0
Investigation on the Integrated Cloud and BlockChain (ICBC)Technologies to Secure Healthcare Data Management Systems 云与区块链(ICBC)集成技术保障医疗数据管理系统安全的研究
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10100065
A. Badr, L. Chaari, S. Ayed
Blockchain is emerging as one of the most promising and resourceful security technologies for cloud infrastructures. In a distributed database system, blockchain is used to store, read, and validate transactions. It can improve security, trustworthiness, and privacy by using an unchallengeable, shared distributed ledger on cloud nodes. Cloud-based healthcare systems (CHS) are vulnerable to various threats and attacks such as identity theft, medical fraud, insurance fraud, and alteration of critical patient data. Secure retrieval, access, and storage of data on CHS are necessary to protect critical medical data. Accordingly, the integrated cloud and BlockChain (ICBC) architecture emerge as a potential solution for shaping the next era of a healthcare system while providing efficient, secure, and effective patient care. In this context, this paper presents an in-depth exploration of advanced approaches to securing cloud-based healthcare data management systems using blockchain technologies. It provides a taxonomy and highlights the benefits and limitations of the approaches examined.
区块链正在成为云基础设施中最有前途和最有资源的安全技术之一。在分布式数据库系统中,区块链用于存储、读取和验证事务。它可以通过在云节点上使用不可挑战的共享分布式账本来提高安全性、可信度和隐私性。基于云的医疗保健系统(CHS)容易受到各种威胁和攻击,例如身份盗窃、医疗欺诈、保险欺诈和关键患者数据的更改。安全检索、访问和存储CHS上的数据对于保护关键的医疗数据是必要的。因此,集成云和区块链(ICBC)架构成为塑造下一个医疗保健系统时代的潜在解决方案,同时提供高效、安全和有效的患者护理。在此背景下,本文深入探讨了使用区块链技术保护基于云的医疗数据管理系统的先进方法。它提供了一个分类法,并强调了所研究的方法的优点和局限性。
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引用次数: 0
The Impact of the COVID-19 Pandemic on Retrenchment, Vaccinations, and Global Happiness 2019冠状病毒病大流行对节俭、疫苗接种和全球幸福的影响
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10100157
Ng Wei Shen Jackson, Jullisha Sasikumar, Wong Yok Hung, Osama Rasheed Khan, Vivian Ng Zhi Hui, Sahar Al-Sudani, Huaqun Guo, Zhiyuan Zhang, Zhengkui Wang
COVID-19's impacts have spread widely in all directions such as economy, people's lifestyles and well-being. Though existing studies have highlighted such an impact, it remains unclear how the current COVID-19 situation has affected the retrenchment, vaccination and global happiness. In this paper, we present an automated tool enables the public to view various insight. In particular, we integrate and analyze the data from various data sources and show how the COVID19 has impacted Singapore and globally. We employ the regression models to identify the correlation between Human Development Index, Stringency Index, Gross Domestic Product per Capita, Total Deaths from COVID-19, and Total Cases of COVID-19; the rate of vaccination and vaccine hesitancy; and the factors to positively correlate to the global happiness. The insight provided adds values to better fight against the COVID-19 pandemic and future global crisis.
新冠肺炎疫情的影响已广泛蔓延到经济、人民生活方式和福祉等各个方面。尽管现有的研究已经强调了这种影响,但目前尚不清楚当前的COVID-19形势如何影响节俭、疫苗接种和全球幸福。在本文中,我们提出了一个自动化工具,使公众能够查看各种见解。特别是,我们整合和分析了各种数据源的数据,展示了covid - 19如何影响新加坡和全球。我们使用回归模型来确定人类发展指数、严格指数、人均国内生产总值、COVID-19总死亡人数和COVID-19总病例之间的相关性;疫苗接种率和疫苗犹豫;这些因素与全球幸福感呈正相关。这对更好地应对新冠肺炎大流行和未来全球危机具有重要价值。
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引用次数: 0
Double Dual Convolutional Neural Network (D2CNN) for Copy-Move Forgery Detection 双双卷积神经网络(D2CNN)用于复制-移动伪造检测
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10100318
Mahmoud H. Farhan, Khalid Shaker, Sufyan T. Faraj Al-Janabi
In recent years, the problem of fake image diffusion is on the rise mainly on social networks because of the development of different tools for image editing. Copy-move forgery (CMF) is one of the image forgeries types used for manipulating the image content. In CMF, the region in an image is copied and placed in a different location in the same image. In this paper, an algorithm for CMF detection based on a Double Dual Convolutional Neural Network (D2CNN) is proposed. A novel concatenation of two Dual Convolutional Neural Networks (DCNN) is used, where each DCNN is composed of two CNN networks. A fully connected network (FCN) is taking the result of the D2CNN and hence classifying the input images into either original or forged. The features extracted from the two DCNN and fusion of these features (D2CNN) have achieved good results according to the following metrics: Accuracy, f1-score, precision, and recall. Two standard datasets namely MICC F-220 and MICC F-2000 have been used to evaluate the proposed approach. Experimental analysis shows that the proposed approach achieves accuracy higher than 98.48% on the MICC F-220 dataset and 97.83% on the MICC F-2000 dataset.
近年来,由于各种图像编辑工具的发展,虚假图像的传播问题主要在社交网络上出现。复制-移动伪造(CMF)是用于操纵图像内容的图像伪造类型之一。在CMF中,复制图像中的区域并将其放置在同一图像中的不同位置。提出了一种基于双对偶卷积神经网络(D2CNN)的CMF检测算法。采用了一种新型的双卷积神经网络(Dual Convolutional Neural network, DCNN)串联,每个DCNN由两个CNN网络组成。全连接网络(FCN)利用D2CNN的结果,将输入图像分为原始图像和伪造图像。从两个DCNN中提取特征并融合这些特征(D2CNN)在以下指标上取得了良好的效果:准确率、f1-score、精度和召回率。两个标准数据集即MICC F-220和MICC F-2000被用来评估所提出的方法。实验分析表明,该方法在MICC F-220数据集和MICC F-2000数据集上的准确率分别高于98.48%和97.83%。
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引用次数: 0
Improvement of the Personnel Delivery System in the Mining Complex using Simulation Models 基于仿真模型的采场人员输送系统改进
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10099877
I. Makarova, G. Mavlyautdinova, V. Mavrin, P. Buyvol, A. Alatrany, J. Mustafina
The strategy of spatial development of the country for the period up to 2024, based on the infrastructure of a specific type of transport, provides for the connection of the territories of settlements with modern communications; phased reconstruction and modernization; personnel, technical and technological support for interaction and digital transformation of the Russian transport complex. The development of the Russian Arctic is a priority area, since it has a significant natural resource, socio-economic and transport potential, which must be maximized, taking into account all the features of this region. It is important to develop the northern territories in such a way that the transport infrastructure of the Arctic meets the requirements in the field of comfort and safety of the human environment. This can be achieved through the use of vehicles of increased environmental friendliness and energy efficiency. In the study we analyse the possibility of converting shift buses used to deliver personnel involved in the development of fields in the Arctic zone to gas motor fuel using simulation models.
截至2024年的国家空间发展战略,以特定类型的运输基础设施为基础,规定将定居点与现代通信连接起来;分期改造和现代化;为俄罗斯运输综合体的互动和数字化转型提供人员、技术和技术支持。俄罗斯北极地区的开发是一个优先领域,因为它具有重要的自然资源、社会经济和运输潜力,必须在考虑到该地区所有特点的情况下最大限度地发挥这些潜力。重要的是要以北极运输基础设施满足人类环境舒适和安全方面的要求的方式开发北部领土。这可以通过使用更加环保和节能的车辆来实现。在这项研究中,我们分析了使用模拟模型将用于运送参与北极地区油田开发的人员的轮班巴士转换为燃气发动机燃料的可能性。
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引用次数: 0
Hybrid Zero-knowledge Access Control System in e-Health 电子医疗中的混合零知识访问控制系统
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10099775
Eugene Tye Wee Chin, Intan Farahana Binti Kamsin, S. Amin, Nur Khairunnisha Binti Zainal
Privacy and security of sensitive health information represents a significant issue within electronic health (e-Health). With breakthroughs in security and privacy in recent decades, the application of cloud technologies on health services have progressed forward. The aim of this research paper is to introduce an appropriate access control model for use in e-Health. To determine the requirements of a modern access control method, research was carried out on numerous scholarly articles sourced from the Google Scholar search engine. A survey which utilized sampling techniques will also be done to affirm the validity of the research. The target audience of the survey are large to medium scale healthcare providers. Qualitative data will be gathered as it better describes the different types of data obtained. As a result, the paper proposed a combination of Role-based Access Control and Attribute-based Access Control which utilizes zero-knowledge SNARK to ensure privacy of patients. Recommendations for future research include experimentation with other encryption algorithms in the proposed system, assessment on the use of different zero-knowledge proof methods for better efficiency and scalability, as well as modern access control methods that embrace expansions and simple authorization.
敏感健康信息的隐私和安全是电子健康(e-Health)中的一个重要问题。近几十年来,随着安全和隐私方面的突破,云技术在卫生服务中的应用取得了进展。本研究论文的目的是介绍一种适用于电子健康的访问控制模型。为了确定现代访问控制方法的要求,对来自Google Scholar搜索引擎的大量学术文章进行了研究。利用抽样技术的调查也将做,以确认研究的有效性。该调查的目标受众是大中型医疗保健提供商。将收集定性数据,因为它更好地描述了所获得的不同类型的数据。因此,本文提出了基于角色的访问控制和基于属性的访问控制相结合的方法,利用零知识SNARK来保证患者的隐私。对未来研究的建议包括在拟议系统中对其他加密算法进行实验,评估使用不同的零知识证明方法以提高效率和可扩展性,以及采用扩展和简单授权的现代访问控制方法。
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引用次数: 0
AD-Hoc Routing Protocols in WSN-WiFi based IoT in Smart Home 基于WSN-WiFi的智能家居物联网中的AD-Hoc路由协议
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10099981
S. W. Nourildean, Mustafa Dhia Hassib, Y. A. Mohammed
Future Internet, described as an “Internet of Things,” is planned to be a global network of connected items, each with a unique address, based on industry-standard protocol. It is an important growing technology for environmental monitoring and future enterprises. IoT could be described as linking commonplace objects to the Internet, such as smart phones, actuators and sensors to enable new communication forms between objects themselves as well as between objects and people. Internet of Things (IoT) and wireless sensor networks (WSN) can be used to perform smart home technologies. This research presented Ad hoc routing protocols in IoT -based WSN in smart home system using Riverbed Modeler simulation platform. The simulation of WSN based on Mesh topology-ZigBee (IEEE 802.15.4) standard. Different applications such as Data Access, File transfer, Peer - to peer File sharing, Voice and Video, Mobile Messaging were applied in different number of scenarios of IoT based Wireless Sensor Network with three routing protocols (AODV, OLSR and GRP hybrid routing protocol) were taken in this study. In different modeled scenarios of this study, the sensing nodes (sensors) sense the environmental condition and send the collected data to the WSN controller which it is represented by ZigBee coordinator. The controller sent the sensor's data to the WiFi which act a gateway, so that this data could be monitored and controlled by the user via the Internet. The research outcomes showed that ad hoc routing protocol played an important role to improve the network's performance in terms of QoS parameters (delay, throughput and data dropped) due to the network deficiency which occurs because of interference between WSN and WiFi since they utilize free frequency band 2.4GHz. in this study, AODV investigated better improvement on the throughput and delay network performance with acceptable improvement in data dropped.
未来的互联网,被称为“物联网”,计划成为一个连接物品的全球网络,每个物品都有一个基于工业标准协议的唯一地址。它是环境监测和未来企业发展的重要技术。物联网可以被描述为将普通物体连接到互联网,例如智能手机、执行器和传感器,以实现物体之间以及物体与人之间的新通信形式。物联网(IoT)和无线传感器网络(WSN)可用于执行智能家居技术。利用Riverbed Modeler仿真平台,研究了智能家居系统中基于物联网的WSN的Ad hoc路由协议。基于Mesh拓扑zigbee (IEEE 802.15.4)标准的无线传感器网络仿真。在基于物联网的无线传感器网络中,采用AODV、OLSR和GRP三种路由协议,对数据访问、文件传输、点对点文件共享、语音和视频、移动消息等不同应用场景进行了研究。在本研究的不同建模场景中,传感节点(传感器)对环境状况进行感知,并将采集到的数据发送给以ZigBee协调器为代表的WSN控制器。控制器将传感器的数据发送到充当网关的WiFi,这样用户就可以通过互联网对这些数据进行监视和控制。研究结果表明,由于无线传感器网络和WiFi使用2.4GHz的自由频段,由于它们之间的干扰而导致网络不足,ad hoc路由协议在QoS参数(延迟、吞吐量和数据丢失)方面对提高网络性能起着重要作用。在本研究中,AODV研究了吞吐量和延迟网络性能的更好改善,数据丢失的改善是可以接受的。
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引用次数: 0
Multi-UAVs-based SDN, IoT, and Cloud Architecture for Hostile Areas Supervision 敌对区域监控的多无人机SDN、物联网和云架构
Pub Date : 2023-01-09 DOI: 10.1109/DeSE58274.2023.10099609
Aicha Idriss Hentati, L. Chaari, Lobna Krichen, A. Alanezi
During this last decade, Unmanned Aerial Vehicles (UAVs) are being useful in complex missions and critical scenarios in particular for hostile areas supervision. The integration between Space-Air-Ground Networks (SAGIN) is gaining more attention especially with the future generation of cellular networks (6G). In this context, mainly, we focus on the integration between aerial and terrestrial networks. The aerial network corresponds to the use of the multi-UAVs network, called Flying Ad Hoc Networks (FANETs), and the terrestrial networks correspond to the use of the Ground Control Station (GCS), Wireless Sensor Network (WSN), Internet of Things (IoT), cellular networks and cloud computing. Moreover, we propose a novel architecture named Multi-UAVs-based SDN, IoT, and Cloud Architecture (MUSICA), in which we use Software Defined Network (SDN) controller to manage the integration between terrestrial and aerial networks and we deploy cloud storage and computing resources. The detailed functional components of the proposed MUSICA architecture and the data flow between its different components are discussed and the benefits of MUSICA for scalable land supervision are pinpointed.
在过去的十年中,无人驾驶飞行器(uav)在复杂任务和关键场景中非常有用,特别是在敌对地区的监督中。随着下一代蜂窝网络(6G)的发展,空间-空地网络(SAGIN)的集成越来越受到人们的关注。在此背景下,我们主要关注空中和地面网络的融合。空中网络对应于多无人机网络的使用,称为飞行自组织网络(fanet),地面网络对应于地面控制站(GCS)、无线传感器网络(WSN)、物联网(IoT)、蜂窝网络和云计算的使用。此外,我们提出了一种名为multi - uav -based SDN, IoT, and Cloud architecture (MUSICA)的新架构,其中我们使用软件定义网络(SDN)控制器来管理地面和空中网络之间的集成,并部署云存储和计算资源。讨论了所提出的MUSICA架构的详细功能组件及其不同组件之间的数据流,并指出了MUSICA对可扩展土地监管的好处。
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引用次数: 0
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2023 15th International Conference on Developments in eSystems Engineering (DeSE)
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