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Secure map-based crypto-stego technique based on mac address 基于 mac 地址的基于地图的安全加密技术
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.7140
Dima S. Kasasbeh, Bushra M. Al-Ja’afreh, Mohammed Anbar, I. Hasbullah, Mahmoud Al Khasawneh
Steganography and cryptography are spy craft cousins, working differently to achieve the same target. Cryptography is perceptible and observable without understanding the real content, while steganography hides the content so that it is not perceptible or observable and without producing noticeable changes to the carrier image. The challenge is finding the right balance between security and retrievability of embedded data from embedding locations without increasing the required embedded information. This paper proposes a secure map-based steganography technique to enhance the message security level based on the sender and recipient mac addresses. The proposed technique uses rivest-shamir-adleman (RSA) to encrypt the message, then embeds the cipher message in the host image based on the sender and recipient media access control addresses (mac addresses) exclusive or operation "XOR" results without increasing the required embedded information for the embedding location map. The proposed technique is evaluated on various metrics, including peak signal-to-noise ratio (PSNR) and embedding capacity, and the results show that it provides a high level of security and robustness against attacks without an extra location map. The proposed technique can embed more data up to 196.608 KB in the same image with a PSNR higher than 50.58 dB.
隐写术和密码学是间谍工艺的表兄弟,它们以不同的方式实现相同的目标。加密技术是在不了解真实内容的情况下可以感知和观察到的,而隐写技术则是将内容隐藏起来,使其不被感知或观察到,并且不会对载体图像产生明显的变化。目前面临的挑战是在不增加所需嵌入信息的情况下,如何在安全性和从嵌入位置检索嵌入数据之间找到适当的平衡。本文提出了一种基于地图的安全隐写术,可根据发送方和接收方的 mac 地址提高信息的安全级别。该技术使用 RSA(rivest-shamir-adleman)对信息进行加密,然后根据发送方和接收方的媒体访问控制地址(mac 地址)排他性或运算 "XOR "结果将加密信息嵌入主图像中,而不增加嵌入位置图所需的嵌入信息。对所提出的技术进行了各种指标的评估,包括峰值信噪比(PSNR)和嵌入容量,结果表明该技术无需额外的位置图就能提供高水平的安全性和抗攻击鲁棒性。所提出的技术可在同一图像中嵌入多达 196.608 KB 的数据,且 PSNR 高于 50.58 dB。
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引用次数: 0
Empowering customer satisfaction chatbot using deep learning and sentiment analysis 利用深度学习和情感分析增强客户满意度聊天机器人的能力
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6966
Abdelhak Merizig, Houcine Belouaar, Mohamed Mghezzi Bakhouche, O. Kazar
The rapid advancement of technology holds great promise for various types of users, clients, or service providers. Intelligent robots, whether virtual or physical, can simplify the reservation process. With the development of machines and processing tools, natural language processing (NLP) and natural language understanding (NLU) have emerged to help people comprehend spoken language through machines. In order to facilitate seamless human-machine interaction, we aim to address customer needs through a chatbot. The objective of this paper is to incorporate sentiment analysis techniques with deep learning algorithms to cater to customers’ needs during message exchanges. This study aims to create an intelligent chatbot to engage customers during their routine operations and offer support. In addition, it offers to companies a manner to detect sarcastic messages. The proposed chatbot utilizes deep learning techniques to predict users’ intentions based on the questions asked and provide a helpful and convenient answer. A new chatbot for the customer is presented to overcome with challenges related to a wrong statement like sarcastic one and feedback towards user messages. A comparison between deep and transfer learning gives a new insight to include sentiments and sarcasm detection in the conversion process.
技术的飞速发展为各类用户、客户或服务提供商带来了巨大的前景。智能机器人,无论是虚拟机器人还是实体机器人,都能简化预订流程。随着机器和处理工具的发展,自然语言处理(NLP)和自然语言理解(NLU)应运而生,帮助人们通过机器理解口语。为了促进无缝的人机交互,我们希望通过聊天机器人来满足客户的需求。本文旨在将情感分析技术与深度学习算法相结合,以满足客户在信息交流过程中的需求。本研究旨在创建一个智能聊天机器人,让客户在日常操作中参与进来并提供支持。此外,它还为公司提供了一种检测讽刺信息的方法。拟议的聊天机器人利用深度学习技术,根据所提问题预测用户的意图,并提供有用、便捷的答案。为客户提供的新聊天机器人可以克服与讽刺等错误言论和用户信息反馈相关的挑战。深度学习和迁移学习之间的比较为将情感和讽刺检测纳入转换过程提供了新的视角。
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引用次数: 0
Proposed threshold-based and rule-based approaches to detecting duplicates in bibliographic database 基于阈值和规则的书目数据库重复检测方法建议
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.7665
M. Amin, Deris Stiawan, Ermatita Ermatita, R. Budiarto
Bibliographic databases are used to measure the performance of researchers, universities and research institutions. Thus, high data quality is required and data duplication is avoided. One of the weaknesses of the threshold-based approach in duplication detection is the low accuracy level. Therefore, another approach is required to improve duplication detection. This study proposes a method that combines threshold-based and rule-based approaches to perform duplication detection. These two approaches are implemented in the comparison stage. The cosine similarity function is used to create weight vectors from the features. Then, the comparison operator is used to determine whether the pair of records are grouped as duplication or not. Three research databases: Web of Science (WoS), Scopus, and Google Scholar (GS) on the Science and Technology Index (SINTA) database are investigated. Rule 4 and Rule 5 provide the best performance. For WoS dataset, the accuracy, precision, recall, and F1-measure values were 100.00%. For Scopus dataset, the accuracy and precision values were 100.00%, recall: 98.00%, and the F1-measure value is 98.00%. For GS dataset, the accuracy value was 100.00%, precision: 99.00%, recall: 97.00%, and the F1-measure value is 98.00%. The proposed method is potential tool for accurate detection on duplication records in publication databases.
书目数据库用于衡量研究人员、大学和研究机构的绩效。因此,对数据质量的要求很高,而且要避免数据重复。基于阈值的重复检测方法的缺点之一是准确率较低。因此,需要另一种方法来改进重复检测。本研究提出了一种结合基于阈值和基于规则的方法来进行重复检测的方法。这两种方法在比较阶段实施。余弦相似度函数用于根据特征创建权重向量。然后,使用比较算子来确定这对记录是否被归类为重复。三个研究数据库研究了科技索引(SINTA)数据库中的 Web of Science(WoS)、Scopus 和 Google Scholar(GS)。规则 4 和规则 5 的性能最佳。对于 WoS 数据集,准确率、精确率、召回率和 F1-measure 值均为 100.00%。Scopus 数据集的准确率和精确率为 100.00%,召回率为 98.00%,F1-measure 值为 100.00%:98.00% ,F1-measure 值为 98.00%。GS 数据集的准确率为 100.00%,精确率为 99.00%,召回率为 97.00%,F1-measure 值为 98.00%:97.00% ,F1-measure 值为 98.00%。所提出的方法是准确检测出版物数据库中重复记录的潜在工具。
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引用次数: 0
Barium titanate–silicon elastomer based body coupled antenna for wearable microwave head imaging applications 基于钛酸钡-硅弹性体的人体耦合天线,用于可穿戴式微波头部成像应用
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6665
Md Abu Tayab Sakib, Mohd Saiful Riza Bashri, Md. Rafiqul Islam
This paper presents a flexible monopole antenna fed by a coplanar waveguide (CPW) feeding line with a barium titanate (BaTiO3) silicon-elastomer impedance matching layer for microwave head imaging applications. The operating frequency bandwidth of the proposed antenna is 614 MHz which is from 0.475 GHz to 1.089 GHz. In biomedical microwave sensing and imaging applications, the major challenge is the high power loss due to reflection between the BaTiO3 and the antenna due to impedance mismatch. Therefore, the proposed BaTiO3 silicon-elastomer composite is designed to have dielectric property of 20 which acts as an impedance matching layer for the monopole antenna. The proposed antenna has dimensions of 70×30×6 mm. The flexibility of the antenna is provided by the use of the silicon elastomer. It has been shown that the power radiated into an artificial head phantom improved by almost 160% as compared to antenna without impedance matching layer. Moreover, the SAR level is 0.0286 W/kg when 1 mW of power is transmitted, which is well below the limit set by the regulation. This makes the antenna suitable for wearable biomedical applications due to its wideband characteristic and improved power penetration into human head.
本文介绍了一种由共面波导(CPW)馈电线和钛酸钡(BaTiO3)硅弹性体阻抗匹配层馈电的柔性单极子天线,用于微波头部成像应用。拟议天线的工作频率带宽为 614 MHz,从 0.475 GHz 到 1.089 GHz。在生物医学微波传感和成像应用中,主要的挑战是由于阻抗不匹配导致 BaTiO3 和天线之间的反射造成的高功率损耗。因此,所提出的 BaTiO3 硅-弹性体复合材料的介电性能为 20,可作为单极天线的阻抗匹配层。拟议的天线尺寸为 70×30×6 毫米。天线的灵活性得益于硅弹性体的使用。研究表明,与没有阻抗匹配层的天线相比,辐射到人工头部幻影的功率提高了近 160%。此外,当传输 1 mW 功率时,SAR 值为 0.0286 W/kg,远低于法规规定的限值。这使得该天线因其宽带特性和更强的人体头部功率穿透性而适用于可穿戴生物医学应用。
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引用次数: 0
Blade imbalance fault identification in doubly fed induction generator through current signature analysis using wavelet transform 利用小波变换分析电流特征,识别双馈感应发电机的叶片不平衡故障
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.5679
Vivek Kushwaha, Arvind Kumar Yadav, Sanjay Kumar Maurya
Using wind turbines (WTs) equipped with doubly fed induction generators (DFIG) is a popular technology for generating renewable energy. To ensure safe operation, prompt maintenance, and better operational reliability, the induction generator used in wind energy must be monitored. In this paper, an analysis is carried out on stator currents of the DFIG machine in a wind farm to identify any blade imbalances in the wind farm. A fault characteristics extraction analysis is carried out on the machine stator currents to detect the fault in the system. Firstly, the mathematical equation of the DFIG blade unbalanced stator current is generated using the DFIG model. Secondly, Park's Transformation is used to modify the stator's 3-phase current. Further, by evaluating the feature frequency amplitude variation in the squared signal by doing a spectral analysis on the stator current vector's squared signal. Lastly, a Simulink model for the DFIG is developed. The suggested approach analyses the fault signal of the imbalanced blade fault at various wind velocities. The outcomes show that the suggested method for diagnosing impeller imbalance faults can successfully locate the fault.
使用配备双馈感应发电机(DFIG)的风力涡轮机(WT)是一种流行的可再生能源发电技术。为确保安全运行、及时维护和更好的运行可靠性,必须对风能中使用的感应发电机进行监控。本文对风电场中双馈异步发电机的定子电流进行了分析,以确定风电场中是否存在叶片不平衡现象。对机器定子电流进行故障特征提取分析,以检测系统中的故障。首先,使用 DFIG 模型生成 DFIG 叶片不平衡定子电流的数学方程。其次,使用帕克变换来修改定子的三相电流。然后,通过对定子电流矢量平方信号进行频谱分析,评估平方信号的特征频率幅值变化。最后,为双馈变流器开发了一个 Simulink 模型。建议的方法分析了不同风速下叶片不平衡故障的故障信号。结果表明,建议的叶轮不平衡故障诊断方法可以成功定位故障。
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引用次数: 0
A hybrid steganography and watermark algorithm for copyright protection by using multiple embedding approaches 利用多重嵌入方法保护版权的混合隐写术和水印算法
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6337
Nasharuddin Zainal, Alaa Rishek Hoshi, Mahamod Ismail, Abd Al-Razak T. Rahem, Salim Muhsin Wadi
In this modern era, it has become much simpler to replicate, sell, and copy the copyright owners' works without their permission as a result of the expansion of digitalization, and it is difficult to identify such violations, posing a threat to the creators' and copyright owners' rights. For many years, the internet has been regarded as one of the most serious threats to copyright, and the content available has varying levels of copyright protection. On the internet, there are numerous copyrighted works, including e-books, movies, news, and so on. Therefore, by using watermarking and steganography techniques, these issues can be solved, which are based on the author's signature information or logo. This paper concluded that the techniques of discrete cosine transform (DCT), discrete wavelet transform (DWT), one-time pad (OTP), and playfair are highly effective when used together to watermark an image or embed a secret message, our lab results validate that our algorithm scheme is robust against several sets of attacks, where the algorithm was assessed by computation of many evaluation metrics such as mean square error (MSE), signal-to-noise ratio (SNR), and peak signal-to-noise ratio (PSNR).
在当今时代,由于数字化的发展,未经版权所有者许可复制、销售和拷贝其作品变得更加简单,而且很难识别这种侵权行为,对创作者和版权所有者的权利构成了威胁。多年来,互联网一直被认为是对版权威胁最大的领域之一,其内容受到不同程度的版权保护。在互联网上,受版权保护的作品数不胜数,包括电子书、电影、新闻等。因此,通过使用水印和隐写术技术可以解决这些问题,这些技术都是基于作者的签名信息或徽标。本文认为,离散余弦变换 (DCT)、离散小波变换 (DWT)、一次性密码 (OTP) 和 playfair 等技术在一起用于给图像加水印或嵌入秘密信息时非常有效,我们的实验结果验证了我们的算法方案对多组攻击具有鲁棒性,算法通过计算均方误差 (MSE)、信噪比 (SNR) 和峰值信噪比 (PSNR) 等多项评估指标进行评估。
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引用次数: 0
Energy management in hybrid complexes based on wind generation and hydrogen storage 基于风力发电和氢气储存的混合建筑群的能源管理
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6757
Yaroslav Shklyarskiy, Iuliia Andreeva, Tole Sutikno, M. Jopri
This work is devoted to the analysis of scientific articles in the field of hybrid energy complexes based on hydrogen technologies and renewable energy sources. A special attention is given to wind generation. The review of the topics of scientific publications indexed in the Scopus database in the field of research is carried out, the most frequently encountered topics and the rarest ones are highlighted. Brief statistics about publications selected for detailed analysis are given. The most interesting direction for studying is development of control systems for hybrid energy complexes. Several traditional approaches, which are commonly used in research on this topic and methods are highlighted. The existing shortcomings and inaccuracies in the overviewed works are identified. Conclusions are drawn about the need to transform existing methods and specific proposals are made to improve management systems to increase the efficiency of decision-making and achieve greater economic benefits. Promising areas of research that also require special attention are formulated.
这项工作致力于分析基于氢技术和可再生能源的混合能源综合体领域的科学文章。其中特别关注风力发电。对 Scopus 数据库收录的该研究领域科学出版物的主题进行了审查,突出了最常遇到的主题和最罕见的主题。此外,还提供了选作详细分析的出版物的简要统计数据。最有趣的研究方向是混合能源综合体控制系统的开发。重点介绍了该主题研究中常用的几种传统方法。在概述的作品中指出了现有的缺点和不准确之处。得出了需要改革现有方法的结论,并提出了改进管理系统以提高决策效率和实现更大经济效益的具体建议。还提出了需要特别关注的有希望的研究领域。
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引用次数: 0
Development of Arduino applications for IoT applications in software engineering education: a systematic literature review 在软件工程教育中开发 Arduino 物联网应用:系统性文献综述
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.4506
Noorrezam Yusop, N. A. Moketar, Siti Fairuz Nurr Sadikan
The continuous development of software applications is a necessary step in producing high-quality products that will consistently meet end-user expectations and stakeholder needs. Development of Arduino applications, embedded in a product’s hardware, can and should be considered at the software engineering phase itself, even though current practice dictates it be handled by product engineers. The method used in this investigation was based on a systematic literature review (SLR). Therefore, this paper depicts a gap that currently exists within the body of literature surrounding the development of Arduino applications for ‘internet of things’ (IoT) applications in software engineering education in commercial and research fields. The result of this study are two findings investigates: i) relevant Arduino application development used in software engineering and ii) method for applying software engineering for Arduino applications. The limitations and constraints of each technique in respect to Arduino apps were also examined in order to provide a better understanding of each body of study's weaknesses and strengths. We realise that these studies are still insufficient and need to be evaluated and improved further.
软件应用程序的持续开发是生产高质量产品的必要步骤,它将始终如一地满足最终用户的期望和利益相关者的需求。嵌入产品硬件中的 Arduino 应用程序的开发可以而且应该在软件工程阶段进行,尽管目前的做法是由产品工程师负责。本调查所采用的方法基于系统文献综述(SLR)。因此,本文描述了目前在商业和研究领域的软件工程教育中,围绕 "物联网"(IoT)应用开发 Arduino 应用的文献中存在的空白。本研究有两项发现:i) 软件工程中使用的相关 Arduino 应用程序开发;ii) Arduino 应用程序的软件工程应用方法。此外,还研究了每种技术在 Arduino 应用程序方面的局限性和制约因素,以便更好地了解每项研究的弱点和优势。我们意识到这些研究还不够充分,需要进一步评估和改进。
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引用次数: 0
IoT-based fertigation system for agriculture 基于物联网的农业施肥系统
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6829
Fakrulradzi Idris, A. A. Latiff, Muhammad Amirul Buntat, Yogeswaran Lecthmanan, Z. Berahim
Fertigation system has been widely used by farmers to automate some processes of crops productions. A conventional system requires workers to prepare a fertilizer mixture, before transferring it into a main storage tank to be mixed with water. Then, electrical conductivity (EC) of the mixture will be measured. The existing fertigation system still relies heavily on workers and is manually operated and prone to human error. Therefore, internet of things (IoT) based fertigation system has been developed to deliver the fertilizer mixture with consistent EC value automatically to the plants. The main system controller is designed using ESP32 development module. The operation of the system can be monitored using an IoT dashboard and farmers can also control the system remotely. Alert will be given to the farmers if the condition of the system or plant does not meet the predefined settings. The values of EC together with temperature and humidity sensors are recorded for further analysis. A testbed is set up to provide fertigation to 120 polybags eggplants. Using the proposed fertigation system, the eggplants have been harvested earlier, therefore reducing the fertilizer usage. The cost of this IoT based fertigation system is lower compared to existing commercial products.
灌溉系统已被农民广泛使用,以实现农作物生产过程的自动化。传统的系统要求工人先准备好肥料混合物,然后将其转移到主储水箱中与水混合。然后测量混合物的导电率(EC)。现有的灌溉施肥系统仍然严重依赖工人,而且是手动操作,容易出现人为错误。因此,我们开发了基于物联网(IoT)的施肥系统,可自动向植物输送导电率值一致的肥料混合物。系统主控制器采用 ESP32 开发模块设计。该系统的运行可通过物联网仪表板进行监控,农民也可远程控制系统。如果系统或植物的状况不符合预定义的设置,就会向农民发出警报。EC值与温度和湿度传感器一起被记录下来,以供进一步分析。建立了一个试验台,为 120 个多袋茄子施肥。使用建议的施肥系统后,茄子提前收获,从而减少了肥料用量。与现有的商业产品相比,这种基于物联网的施肥系统成本更低。
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引用次数: 0
Enhancing power conversion efficiency in five-level multilevel inverters using reduced switch topology 利用精简开关拓扑结构提高五电平多电平逆变器的功率转换效率
Pub Date : 2024-06-01 DOI: 10.11591/eei.v13i3.6884
Parimalasundar Ezhilvannan, Dharmaprakash Ramasamy, Sendil Kumar Subramanian, Suresh Krishnan
This paper presents extensive research on improving the power conversion efficiency of five-level multilevel inverters (MLIs) by utilizing a reduced switch topology. MLIs have received an abundance of focus because of their ability to generate high-quality output waveforms and have better harmonic outcomes than traditional two-level inverters. The high number of switches in MLIs, on the other hand, can result in increased power losses and lower overall efficiency. In this paper, a novel reduced switch topology for five-level MLIs, which is having five switches is proposed with the aim of minimizing power losses while preserving superior performance due to lesser number of switches. To achieve efficient power conversion, the proposed topology employs advanced pulse width modulation control strategies and optimized switching patterns. The simulation results show that the minimized switch topology improves the power conversion efficiency of the five-level MLI, resulting in lower losses and better overall system performance. The total harmonic distortion (THD) value of the output current has been reduced to 7.12% and the efficiency has been achieved to 96.92%. The findings of this investigation help to advance MLI technology, allowing for more efficient and reliable power conversion in a variety of applications such as renewable energy systems, electric vehicles, and industrial drives.
本文介绍了通过利用精简开关拓扑结构提高五电平多电平逆变器(MLI)功率转换效率的广泛研究。多电平逆变器能够产生高质量的输出波形,并且与传统的两电平逆变器相比具有更好的谐波效果,因此受到广泛关注。另一方面,MLI 中的大量开关会导致功率损耗增加和整体效率降低。本文提出了一种新颖的五级 MLI 减少开关拓扑结构,它有五个开关,目的是在减少开关数量的同时最大限度地降低功率损耗,并保持卓越的性能。为了实现高效的功率转换,所提出的拓扑结构采用了先进的脉宽调制控制策略和优化的开关模式。仿真结果表明,最小化开关拓扑提高了五级 MLI 的功率转换效率,从而降低了损耗,提高了系统的整体性能。输出电流的总谐波失真 (THD) 值降至 7.12%,效率达到 96.92%。这项研究成果有助于推动 MLI 技术的发展,从而在可再生能源系统、电动汽车和工业驱动等各种应用中实现更高效、更可靠的电力转换。
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引用次数: 0
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Bulletin of Electrical Engineering and Informatics
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