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Self-adaptive differential evolution algorithm with dynamic fitness-ranking mutation and pheromone strategy 自适应差分进化算法与动态适合度排名突变和信息素策略
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6590
Pirapong Singsathid, J. Wetweerapong, P. Puphasuk
Differential evolution (DE) is a population-based optimization algorithm widely used to solve a variety of continuous optimization problems. The self-adaptive DE algorithm improves the DE by encoding individual parameters to produce and propagate better solutions. This paper proposes a self-adaptive differential evolution algorithm with dynamic fitness-ranking mutation and pheromone strategy (SDE-FMP). The algorithm introduces the dynamical mutation operation using the fitness rank of the individuals to divide the population into three groups and then select groups and their vectors with adaptive probabilities to create a mutant vector. Mutation and crossover operations use the encoded scaling factor and the crossover rate values in a target vector to generate the corresponding trial vector. The values are changed according to the pheromone when the trial vector is inferior in the selection, whereas the pheromone is increased when the trial vector is superior. In addition, the algorithm also employs the resetting operation to unlearn and relearn the dominant pheromone values in the progressing search. The proposed SDE-FMP algorithm using the suitable resetting periods is compared with the well-known adaptive DE algorithms on several test problems. The results show that SDE-FMP can give high-precision solutions and outperforms the compared methods.
差分进化(DE)是一种基于群体的优化算法,广泛用于解决各种连续优化问题。自适应差分进化算法通过对个体参数进行编码来改进差分进化算法,从而产生并传播更好的解。本文提出了一种自适应微分进化算法,该算法具有动态适应度排名突变和信息素策略(SDE-FMP)。该算法引入了动态突变操作,利用个体的适应度等级将种群分为三组,然后以自适应概率选择组及其向量,创建突变向量。突变和交叉操作使用目标向量中的编码缩放因子和交叉率值来生成相应的试验向量。当试验向量在选择中处于劣势时,这些值会根据信息素发生变化,而当试验向量处于优势时,信息素则会增加。此外,该算法还采用了重置操作,以在搜索过程中解除和重新学习占优势的信息素值。在几个测试问题上,将使用合适重置期的 SDE-FMP 算法与著名的自适应 DE 算法进行了比较。结果表明,SDE-FMP 可以给出高精度的解决方案,其性能优于所比较的方法。
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引用次数: 0
Customizing the minimum number of replicas for achieving fault tolerance in a cloud/grid environment 定制实现云/网格环境容错的最小副本数量
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.5413
Mahdi S. Almhanna, Tariq A. Murshedi, F. S. Al-Turaihi, Rafah M. Almuttairi
Networks consist of numerous resources; it is crucial not to overlook fault tolerance and consider it during planning. This is because errors during implementation can result in wasted time and effort, thereby squandering these resources. One solution to address this issue effectively is to implement the task on multiple resources to minimize the occurrence of failed tasks. However, employing an unspecified or fixed number of resources can lead to the depletion of network resources and the overall failure of the network. Replication plays a pivotal role in enhancing data availability in distributed systems. By storing data in multiple locations, users can still access it even if some copies are unavailable due to site failure. Many replication-based algorithms utilize a predetermined number of iterations per function, which may consume excessive network resources, even if the ongoing task does not require such abundant resources. This paper proposes task replication as a viable mechanism for an efficient and fault-tolerant scheduling system. We introduce an algorithm that dynamically selects the optimal and minimal number of replicas based on the network's failure history. This approach aims to minimize the failure rate during task execution.
网络由众多资源组成,因此在规划过程中绝不能忽视容错性并将其考虑在内。这是因为实施过程中的错误会导致时间和精力的浪费,从而浪费这些资源。有效解决这一问题的方法之一是在多个资源上执行任务,以尽量减少任务失败的发生。但是,使用不指定或固定数量的资源会导致网络资源耗尽,网络整体失效。复制在提高分布式系统的数据可用性方面发挥着关键作用。通过在多个位置存储数据,即使由于站点故障导致某些副本不可用,用户仍可访问数据。许多基于复制的算法使用每个函数预定的迭代次数,这可能会消耗过多的网络资源,即使正在进行的任务并不需要如此丰富的资源。本文提出将任务复制作为高效容错调度系统的可行机制。我们引入了一种算法,可根据网络故障历史动态选择最佳和最少的副本数量。这种方法旨在最大限度地降低任务执行过程中的故障率。
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引用次数: 0
Controlling a vehicle braking and longitudinal acceleration using a seeking control approach 利用寻的控制方法控制车辆制动和纵向加速度
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.5639
S. A. Salman, A. Shallal, Ahmad H. Sabry
Traditional methods for tracking the paths of driverless vehicles use plant models to determine the corresponding control laws. Due to the intricate interactions between the road and the tires, time-varying characteristics, and unidentified disturbances. It is challenging to create an accurate vehicle model. As a result, data-driven controllers, which are independent of a predetermined plant model are becoming more and more well-liked. This work implements adaptive cruise control (ACC) by employing a control approach called extremum seeking technique (EST), which is a model-free control (MFC), to control a vehicle braking and longitudinal acceleration. The main aim here is to create an ego vehicle that travels at a specific speed with maintaining a secure space with respect to a guide vehicle. A car including an ACC technique called ego car, exploits radar to determine relative velocity and relative space relating to the guiding car. The ACC technique is considered to keep maintain a relatively secure space or a preferred cruising velocity concerning the guiding vehicle. The developed model succeeded to determine the relative velocity and relative space according for the ego car to another guiding car with acceleration not more than ±2 m/s2 and spacing error less than 6 m.
追踪无人驾驶车辆路径的传统方法使用植物模型来确定相应的控制法则。由于路面和轮胎之间存在错综复杂的相互作用、时变特性以及无法识别的干扰。创建精确的车辆模型具有挑战性。因此,独立于预定工厂模型的数据驱动控制器越来越受到青睐。这项研究通过采用一种名为极值寻优技术(EST)的控制方法来实现自适应巡航控制(ACC),这是一种无模型控制(MFC),用于控制车辆制动和纵向加速。其主要目的是创造一种自我车辆,以特定速度行驶,并与引导车辆保持安全空间。包含自动控制技术的汽车被称为 "自我汽车",它利用雷达来确定与引导车的相对速度和相对空间。ACC 技术被认为能保持与引导车之间的相对安全空间或优先巡航速度。所开发的模型成功地确定了自我车与另一辆引导车的相对速度和相对空间,加速度不超过±2 m/s2,间距误差小于 6 m。
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引用次数: 0
Software defined networking for internet of things: review, techniques, challenges, and future directions 面向物联网的软件定义网络:回顾、技术、挑战和未来方向
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6386
Mahmood A. Al-Shareeda, Abeer Abdullah Alsadhan, Hamzah H. Qasim, S. Manickam
Security networks as one of the biggest issue for network managers with the exponential growth of devices connected to the internet. Keeping a big and diverse network running smoothly and securely is no easy feat. With this in mind, emerging technologies like software defined networking (SDN) and internet of things (IoT) hold considerable promise for information service innovation in the cloud and big data era. Therefore, this paper describes the model of SDN and the architecture of IoT. Then this review does not only review the research studies in SDN-IoT but also provides an explanation of the SDN-IoT solution in terms of architecture, main consideration, model, and the implementation of SDN controllers for IoT. Finally, this review discusses the challenges and future directions. This paper can be used as a starting point for thinking about how to improve SDN-IoT security and privacy.
随着连接到互联网的设备呈指数级增长,网络安全成为网络管理员面临的最大问题之一。要保持一个庞大而多样化的网络平稳安全地运行并非易事。有鉴于此,软件定义网络(SDN)和物联网(IoT)等新兴技术为云和大数据时代的信息服务创新带来了巨大希望。因此,本文介绍了 SDN 的模型和物联网的架构。然后,本综述不仅回顾了 SDN-IoT 方面的研究,还从架构、主要考虑因素、模型和物联网 SDN 控制器的实现等方面对 SDN-IoT 解决方案进行了说明。最后,本综述讨论了面临的挑战和未来发展方向。本文可作为思考如何提高 SDN-IoT 安全性和隐私性的起点。
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引用次数: 0
Securing laboratories through internet of things networks: an ocomprehensive approach for ensuring safety and efficiency 通过物联网网络确保实验室安全:确保安全和效率的综合方法
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6728
Tamali Abderrahmane, N. Amardjia, Tamali Mohammed
The design of a secure, intelligent laboratory that incorporates internet of things (IoT) devices and applications is a complex process. One of the main goals is to create a process monitoring system that can collect and analyze data from connected devices such as temperature and pressure sensors, smart locks, and access control systems. This system must operate in real time to ensure that equipment is within reference values. This reduces the risk of contamination and increases reliability. In addition, computer network security is paramount and it is imperative that certain measures such as encryption, multi-factor authentication, and intrusion detection systems are implemented. These measures help to ensure the safety and security of critical information and protect against potential risks. Physical security is also essential to protect scientific equipment and data. This paper provides a comprehensive overview of the critical factors involved in designing a secure, intelligent laboratory. It discusses the benefits of the integration of IoT devices and applications, and the security challenges that must be addressed. The paper also provides recommendations for designing and implementing a secure smart lab.
设计一个融合了物联网(IoT)设备和应用的安全智能实验室是一个复杂的过程。其中一个主要目标是创建一个过程监控系统,该系统可以收集和分析来自温度和压力传感器、智能锁和门禁系统等联网设备的数据。该系统必须实时运行,以确保设备处于参考值范围内。这样可以降低污染风险,提高可靠性。此外,计算机网络安全至关重要,必须采取加密、多因素验证和入侵检测系统等措施。这些措施有助于确保关键信息的安全,防范潜在风险。物理安全对于保护科学设备和数据也至关重要。本文全面概述了设计安全智能实验室所涉及的关键因素。它讨论了集成物联网设备和应用的好处,以及必须应对的安全挑战。本文还提供了设计和实施安全智能实验室的建议。
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引用次数: 0
New developments and trends in 5G technologies: applications and concepts 5G 技术的新发展和趋势:应用和概念
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6032
S. Tyokighir, J. Mom, K. Ukhurebor, G. Igwue
Fifth-generation (5G) wireless technology is the most up-to-date iteration of mobile data networks. This research analyzes the effectiveness of next-generation mobile networks in tandem with mobile communication technologies. Various difficulties encountered at each stage are discussed. With the advent of 5G networks, users may connect to the internet at lightning speeds from almost any location. 5G is one of a kind because of its new characteristics, which allow it to link people and enable them to operate gadgets, machines, and things. 5G mobile technology’s varying speed and capabilities will allow for new user experiences and link new businesses. Companies must know where they can best put 5G to use. This research paper examines and analyzes various topics in great detail, demonstrating how mmWave, massive multiple-input and multiple-output (massive MIMO), microcells, mobile edge computing (MEC), beamforming, diverse antenna technologies, and so on can all work together to improve cellular networks. The primary goals of this article are to demonstrate some of the most recent technical developments and to analyze potential future research directions for the 5G mobile system.
第五代(5G)无线技术是移动数据网络的最新迭代。本研究分析了下一代移动网络与移动通信技术相结合的有效性。讨论了每个阶段遇到的各种困难。随着 5G 网络的出现,用户几乎可以在任何地方以闪电般的速度连接互联网。5G 是独一无二的,因为它具有新的特性,能够将人们联系起来,使他们能够操作小工具、机器和物品。5G 移动技术的不同速度和功能将带来新的用户体验,并连接新的业务。企业必须知道在哪些方面可以更好地利用 5G。本研究论文详细研究和分析了各种主题,展示了毫米波、大规模多输入多输出(massive MIMO)、微蜂窝、移动边缘计算(MEC)、波束成形、多样化天线技术等如何共同改善蜂窝网络。本文的主要目的是展示一些最新的技术发展,并分析 5G 移动系统未来潜在的研究方向。
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引用次数: 0
Malaysian views on COVID-19 vaccination program: a sentiment analysis study using Twitter 马来西亚人对 COVID-19 疫苗接种计划的看法:利用 Twitter 进行的情感分析研究
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6097
Mohamed Imran Mohamed Ariff, Nurul Erina Shuhada Zubir, Azilawati Azizan Azilawati Azizan, Samsiah Ahmad, Noreen Izza Arshad Noreen Izza Arshad
This study aimed to analyze the opinions and emotions of Malaysians towards the COVID-19 vaccination program, as expressed on Twitter. By collecting data from the Twitter network and utilizing the machine learning life cycle technique. The results show that Malaysians have a mostly neutral viewpoint of the COVID-19 vaccination, with an accuracy score of 93%, an F1-score of 94%, a recall measurement of 94%, and a precision measure of 93%. These findings emphasize the significance of understanding public sentiment and perception towards crucial issues such as the COVID-19 vaccine and can be utilized to support healthcare professionals, policymakers, and the public in making informed decisions regarding the COVID-19 vaccination program.
本研究旨在分析马来西亚人在 Twitter 上表达的对 COVID-19 疫苗接种计划的意见和情绪。通过从 Twitter 网络收集数据,并利用机器学习生命周期技术。结果显示,马来西亚人对 COVID-19 疫苗接种的观点大多是中立的,准确率为 93%,F1 分数为 94%,召回率为 94%,精确率为 93%。这些发现强调了了解公众对 COVID-19 疫苗等关键问题的情绪和看法的重要性,可用于支持医疗保健专业人员、政策制定者和公众就 COVID-19 疫苗接种计划做出明智决策。
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引用次数: 0
A multimodal biometric database and case study for face recognition based deep learning 多模态生物识别数据库和基于深度学习的人脸识别案例研究
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6605
O. N. Kadhim, Mohammed Hasan Abdulameer
Recently, multimodal biometric systems have garnered a lot of interest for the identification of human identity. The accessibility of the database is one of the contributing elements that impact biometric recognition systems. In their studies, the majority of researchers concentrate on unimodal databases. There was a need to compile a fresh, realistic multimodal biometric database, nonetheless, because there were so few comparable multimodal biometric databases that were publically accessible. This study introduces the MULBv1 multimodal biometric database, which contains homologous biometric traits. The MULBv1 database includes 20 images of each person's face in various poses, facial emotions, and accessories, 20 images of their right hand from various angles, and 20 images of their right iris from various lighting positions. The database contains real multimodal data from 174 people, and all biometrics were accurately collected using the micro camera of the iPhone 14 Pro Max. A face recognition technique is also suggested as a case study using the gathered facial features. In the case study, the deep convolutional neural network (CNN) was used, and the findings were positive. Through several trials, the accuracy was (97.41%).
最近,多模态生物识别系统在人类身份识别方面引起了广泛关注。数据库的可访问性是影响生物识别系统的因素之一。在研究中,大多数研究人员都专注于单模态数据库。然而,由于可公开访问的可比多模态生物识别数据库太少,因此有必要编制一个全新的、现实的多模态生物识别数据库。本研究介绍了包含同源生物特征的 MULBv1 多模态生物识别数据库。MULBv1 数据库包括每个人不同姿势、面部情绪和配饰的 20 张面部图像,不同角度的 20 张右手图像,以及不同光照位置的 20 张右手虹膜图像。该数据库包含来自 174 人的真实多模态数据,所有生物识别数据均使用 iPhone 14 Pro Max 的微型摄像头准确采集。作为案例研究,我们还利用收集到的面部特征提出了一种人脸识别技术。在案例研究中,使用了深度卷积神经网络(CNN),结果是积极的。经过多次试验,准确率达到 97.41%。
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引用次数: 0
CaO:Tb3+ green-emitting phosphor for white light-emitted diode-phosphor applications: the improvement of light output intensity 用于白光发光二极管-荧光粉应用的 CaO:Tb3+ 绿色发光荧光粉:提高光输出强度
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.4753
Ha Thanh Tung, Dieu An Nguyen Thi
The use of CaO:Tb3+ with light green emission on for improvement of both luminescent output and chromatic fidelity of the white light emitted from a light-emitting diode (LED). The CaO:Tb3+ is combined with the yellow-emitting phosphor of YAG:Ce3+ to provide sufficient colored spectral proportion for the white light generation, enhancing the color performance. The phosphor combination is utilized for the three most applied LED structures: conformal, in-cup, and remote phosphor structures. The changes in optical properties of these three LEDs are monitored with adjustments in the proportion of CaO:Tb3+. The higher proportion of the green phosphor results in higher scattering efficiency in all structures, offering better color coordination and stronger luminous flux. The color quality scale is somehow reduced when CaO:Tb3+ concentration is more than a certain level. Therefore, depending on the phosphor configuration of the white light-emitting diode (WLED), the concentration of CaO:Tb3+ should be modified to achieve a good color rendition with improved color consistency and luminous properties.
使用淡绿色发光的 CaO:Tb3+ 可提高发光二极管(LED)发出的白光的发光输出和色度保真度。CaO:Tb3+ 与 YAG:Ce3+ 黄色发光荧光粉相结合,为白光的产生提供了足够的彩色光谱比例,从而提高了色彩性能。这种荧光粉组合适用于三种最常用的 LED 结构:共形、杯内和远程荧光粉结构。通过调整 CaO:Tb3+ 的比例来监测这三种 LED 的光学特性变化。绿色荧光粉的比例越高,所有结构的散射效率就越高,色彩协调性就越好,光通量就越大。当 CaO:Tb3+ 的浓度超过一定水平时,色质比例会有所降低。因此,应根据白光发光二极管(WLED)的荧光粉配置,调整 CaO:Tb3+ 的浓度,以获得良好的色彩表现,改善色彩一致性和发光性能。
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引用次数: 0
Effect of proton radiation on gallium nitride light emitting diodes 质子辐射对氮化镓发光二极管的影响
Pub Date : 2024-02-01 DOI: 10.11591/eei.v13i1.6205
Tamana Baba, Muhammad Hazeeq Husni, N. Saidin, N. Hasbullah
The compound semiconductor gallium nitride offers enormous potential for facilitating economic expansion in the silicon-based semiconductor industry, which is currently seeing decreasing performance returns compared to investment costs. Its high electron mobility and electric field strength at the material level have already demonstrated enormous potential for photonics and high-frequency communications applications. However, its application in devices used in the radiation-prone environment is hindered by degradation and failure caused by the radiation. In this paper, the effect of proton radiation on the electrical properties of InGaN light emitting diodes (LEDs) for the fluence range of 1×1014 cm-2 to 3×1014 cm-2 is performed. On comparing the results before and after radiation, it is found that radiation mainly affected the reverse IV characteristics of the device with little or no effect on forward IV or CV characteristics. Apart from the electric properties, the optical properties of the LEDs show improvement after radiation as the light intensity increases post-irradiation.
化合物半导体氮化镓为促进硅基半导体行业的经济扩张提供了巨大的潜力,目前硅基半导体行业的性能回报率与投资成本相比正在不断下降。氮化镓在材料层面的高电子迁移率和电场强度已经证明了其在光电子学和高频通信应用方面的巨大潜力。然而,在易受辐射环境中使用的设备中,辐射造成的降解和故障阻碍了它的应用。本文研究了在 1×1014 cm-2 至 3×1014 cm-2 的通量范围内,质子辐射对 InGaN 发光二极管(LED)电性能的影响。通过比较辐照前后的结果发现,辐照主要影响了器件的反向 IV 特性,而对正向 IV 或 CV 特性几乎没有影响。除电学特性外,随着辐照后光强的增加,LED 的光学特性在辐照后也有所改善。
{"title":"Effect of proton radiation on gallium nitride light emitting diodes","authors":"Tamana Baba, Muhammad Hazeeq Husni, N. Saidin, N. Hasbullah","doi":"10.11591/eei.v13i1.6205","DOIUrl":"https://doi.org/10.11591/eei.v13i1.6205","url":null,"abstract":"The compound semiconductor gallium nitride offers enormous potential for facilitating economic expansion in the silicon-based semiconductor industry, which is currently seeing decreasing performance returns compared to investment costs. Its high electron mobility and electric field strength at the material level have already demonstrated enormous potential for photonics and high-frequency communications applications. However, its application in devices used in the radiation-prone environment is hindered by degradation and failure caused by the radiation. In this paper, the effect of proton radiation on the electrical properties of InGaN light emitting diodes (LEDs) for the fluence range of 1×1014 cm-2 to 3×1014 cm-2 is performed. On comparing the results before and after radiation, it is found that radiation mainly affected the reverse IV characteristics of the device with little or no effect on forward IV or CV characteristics. Apart from the electric properties, the optical properties of the LEDs show improvement after radiation as the light intensity increases post-irradiation.","PeriodicalId":502860,"journal":{"name":"Bulletin of Electrical Engineering and Informatics","volume":"49 18","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139686056","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
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Bulletin of Electrical Engineering and Informatics
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