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2022 International Conference on Emerging Technologies in Electronics, Computing and Communication (ICETECC)最新文献

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Using 3D Printing Technology to Develop Electromyography Signals Based Prosthetic Arm 利用3D打印技术开发基于肌电信号的义肢
Fahad Ahmed Korai, Noor-ul-Ain Mushtaq, Syed Amjad Ali Shah, Abdul Qadir Ansari
Electromyography (EMG) which is one of the most common biomedical signals recorded from the human body muscle. It is used to detect the movements in the muscles using an algorithm known as human-machine interfacing (HMI), EMG is widely used in prosthetic arms by amputee individuals. However, both the prosthetic arm and the EMG signal recorders available in the market are costly. As in developing countries, more than 22% of people are below the poverty line and starting price of the commercial prosthetic arm is 500,000/-PKR which is very expensive for the people living in Pakistan who need an affordable prosthetic arm, in this project, the prosthetic arm design was designed and modified on -Computer- aided design (CAD) software and 3D printed using PLA (Polylactic Acid). The prosthetic arm was interfaced with EMG sensor by Arduino microcontroller. It was tested on an individual who was able to generate the movements through muscle contraction, which was detected by an EMG sensor. Therefore, the basic objective of developing a low-cost arm is achieved with the total expense of approx. Rs. 20,000/- (PKR) and the people who lost their limbs can use this 3D Printed prosthetic arm to improve their quality of life.
肌电图(Electromyography, EMG)是人体肌肉最常见的生物医学信号之一。肌电图通过人机界面(HMI)算法来检测肌肉的运动,被截肢者广泛应用于假肢。然而,市场上的假肢和肌电信号记录仪都很昂贵。与发展中国家一样,超过22%的人生活在贫困线以下,商业义肢的起价为500,000/- pkr,对于生活在巴基斯坦需要负担得起的义肢的人来说,这是非常昂贵的。在这个项目中,义肢设计是在计算机辅助设计(CAD)软件上进行设计和修改,并使用PLA(聚乳酸)进行3D打印。义肢通过Arduino微控制器与肌电传感器连接。在一个能够通过肌肉收缩产生运动的人身上进行了测试,这是由肌电图传感器检测到的。因此,开发低成本手臂的基本目标是实现的,总费用约为。2万卢比/- (PKR),失去四肢的人可以使用这种3D打印的假肢来提高他们的生活质量。
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引用次数: 0
Multirate FIR Filter Using Radix Sort Booth Algorithm In Xilinx System Generator 在Xilinx系统生成器中使用基数排序亭算法的多速率FIR滤波器
Zulfiqar Ali, Sania Syed, Syed Tahir Hussain Shah, Wesam Khalil, Muhammad Ayaz
Multirate Finite Impulse response (FIR) filters are extensively utilised in digital signal processing in which different filter parts operate at different rates. It has applications in communication transmitters and receivers. Multirate FIR filters when implemented use multipliers and accumulators. There are various types of multiplier structure algorithms and their variations such as Combinational multiplier, Wallace Tree multiplier, Array multiplier and Sequential multiplier and Booth multiplier. Booth multipliers reduces the resulting number of partial products generated as a result of multiplication of two binary numbers. Mutlirate FIR filter has been implemented using with radix-2, 4, 8, 16 and 32 booth recoding algorithm. Multirate 23-tap FIR filter has been implemented using Xilinx System Generator 14.7 which is compatible with MATLAB 2013b. Booth multipliers using different radix sort has been done using Verilog in Xilinx 14.7 and then the synthesized code is imported to Xilinx system generator (MATLAB). The concept of booth multipliers has been incorporated with Radix-4 based booth encoding multiplier performing better compared to other radices in terms of Slices, LUTs, DSP48, IOBs utilization and an Error reduction of about 0.00197%.
多速率有限脉冲响应(FIR)滤波器广泛应用于数字信号处理中,其中不同的滤波器部分以不同的速率工作。它在通信发射机和接收机中都有应用。多速率FIR滤波器在实现时使用乘法器和累加器。乘法器结构算法有多种类型及其变体,如组合乘法器、华莱士树乘法器、阵列乘法器、顺序乘法器和布斯乘法器。布斯乘法器减少了由于两个二进制数相乘而产生的部分乘积的结果数。采用基数2、4、8、16和32摊位编码算法实现了多倍FIR滤波器。采用与MATLAB 2013b兼容的Xilinx System Generator 14.7实现了多速率23分岔FIR滤波器。在Xilinx 14.7中使用Verilog完成了不同基数排序的Booth乘法器,然后将合成代码导入到Xilinx系统生成器(MATLAB)中。展台乘法器的概念与基于基数4的展台编码乘法器相结合,在切片、lut、DSP48、IOBs利用率方面比其他基数表现更好,误差减少约0.00197%。
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引用次数: 0
Implementation of Item Management Process and Food Recognition in a Fridge using Computer Vision and IoT 利用计算机视觉和物联网在冰箱中实现物品管理过程和食物识别
Muhammad Hasan Shaikh, Fariha Rubab, Saifullah Syed Asaad, Yawar Rehman
Several studies have reported the use of Radio Frequency Identification(RFID) Sensors in smart fridges; however, smart fridges using computer vision remains to be accomplished. Here we build a Smart Fridge using Computer Vision, and Internet of things. This required us to train our model on Google’s Cloud Vision API (Application Programming Interface), a solution for large-scale detection. The model is able to accurately predict what comes in front of the camera. The next step was to improve the Human-Fridge interaction. This was done with the help of Mobile Application, considering the growing demand of IoT Applications. The main focus of the App was to improve User Interface and functionality, by using React Native at Frontend. The main features included are; Inventory management, Recipe suggestion using API, Nutritional Information using food API, and Spoilage detection to limit the food wastage. Considering how fast life is today, we are building an enhanced Recipe suggestion engine based on the contents of the fridge. Our project implies the importance of Human-centric applications, where ease and comfort of end-user is the main priority, by enhancing User Interface and Functionality, and keeping the process simple yet efficient.
一些研究报告了在智能冰箱中使用射频识别(RFID)传感器;然而,使用计算机视觉的智能冰箱仍有待完成。在这里,我们用计算机视觉和物联网制造了一个智能冰箱。这需要我们在b谷歌的云视觉API(应用程序编程接口)上训练我们的模型,这是一种大规模检测的解决方案。这个模型能够准确地预测相机前面的东西。下一步是改善人类与冰箱的互动。考虑到物联网应用程序日益增长的需求,这是在移动应用程序的帮助下完成的。该应用程序的主要焦点是通过在前端使用React Native来改进用户界面和功能。主要功能包括:库存管理,配方建议使用API,营养信息使用食品API,以及腐败检测,以限制食品浪费。考虑到今天的生活节奏有多快,我们正在构建一个基于冰箱内容的增强型食谱建议引擎。我们的项目暗示了以人为中心的应用程序的重要性,通过增强用户界面和功能,并保持过程简单而高效,最终用户的易用性和舒适性是主要优先事项。
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引用次数: 0
ICETECC 2022 Cover Page ICETECC 2022封面
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引用次数: 0
Classification and Prediction of Spam Emails Based on AI Enabling Models Using Deep and Machine Learning Techniques 基于深度和机器学习技术的人工智能支持模型的垃圾邮件分类和预测
Junaidi Muhammad, Affan Bin Hasan, Muhammad Farrukh
The increasing volume of unwanted/unsolicited bulk emails, also known as “SPAM,” is a devastating issue that provokes a multitude of problems in communication systems. Over the past few years, the work on spam classification has been tremendously enhanced to a greater extent. In this paper, we present an approach that encompasses machine and deep neural networks such as Gaussian Naive Bayes (GNB), Convolution Neural Networks (CNN) network, Long Short Term Memory (LSTM) network, and a customized model developed with the combination of CNN and LSTM to classify and predict the widely used open source spam assassin dataset that contains around 6000 real email samples. The models are trained and tested, and the results are presented in the paper. Overall, CNN-LSTM attained a prediction score of 98.68% on the spam dataset.
不需要的/未经请求的批量电子邮件(也称为“SPAM”)数量的增加是一个毁灭性的问题,它在通信系统中引发了许多问题。在过去的几年里,垃圾邮件分类的工作在很大程度上得到了极大的加强。在本文中,我们提出了一种包含机器和深度神经网络(如高斯朴素贝叶斯(GNB),卷积神经网络(CNN)网络,长短期记忆(LSTM)网络)的方法,以及一种结合CNN和LSTM开发的定制模型,用于分类和预测广泛使用的开源垃圾邮件刺客数据集,该数据集包含大约6000个真实电子邮件样本。本文对模型进行了训练和测试,并给出了结果。总体而言,CNN-LSTM在垃圾邮件数据集上的预测得分为98.68%。
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引用次数: 0
Analysis and Optimal Synchronization of Two Small Power Systems Through Double Circuit Long Transmission Line with Distributed Generation Penetration 具有分布式发电渗透的双回路长传输线两小电力系统的分析与优化同步
Irfan Ali Dahani, Muhammad Shoaib, Manoj Kumar, Muhammad Fawad Shaikh, S. Shaikh, K. Kumar
The increasing consumption of electrical power due to an increment in the number of industries compelled the service providers to increase the generation of electrical energy. Electrical power suppliers prioritize the generation of energy from renewable sources such as wind and photovoltaic. The integration of electrical power into the existing system increases the magnitude of the fault current. Power providers also consider supplying energy from neighboring power networks. Energy in bulk from the nearest power system requires up-gradation of existing transmission line or installation of double circuit long transmission line to carry a huge amount of electrical energy. This paper is regarding the analysis of fault current magnitude and power losses after the installation of distributed generators. The analysis also covers the optimal placement of double circuit long transmission lines in order to know about minimum power losses and the minimum threat of short circuit current. Optimal placement adds a feature for the power providers to know the economical placement and installation of the long transmission line in the system. The optimized analysis is done using PSS®E software.
由于工业数量的增加,电力消耗的增加迫使服务提供商增加电能的产生。电力供应商优先考虑风能和光伏等可再生能源的发电。将电力集成到现有系统中增加了故障电流的大小。电力供应商也考虑从邻近的电网供应能源。从最近的电力系统大量输送电能,需要对现有的输电线路进行升级或安装双回路长的输电线路,以输送大量电能。本文对分布式发电机安装后的故障电流大小和功率损耗进行了分析。分析还涵盖了双回长传输线的最佳布局,以了解最小的功率损耗和最小的短路电流威胁。最佳布局为电力供应商增加了一个特点,即了解系统中长传输线的经济布局和安装。使用PSS®E软件进行优化分析。
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引用次数: 0
Classification of Cardiovascular Disease Using 2D-Image Representations of Phonocardiogram Signals 利用心音图信号的2d图像表示进行心血管疾病分类
S. Ali, M. O. Ullah, J. Mir
Auscultation of the heart is a process that refers to listening to heart sounds to detect abnormalities. It is a good way to diagnose multiple cardiac problems. However, this process requires experienced professionals. The waveforms of a phonocardiogram (PCG) are useful in identifying disorders like these. This work employs self-acquired PCG recordings to develop an intelligent classification model that will serve as an objective diagnostic tool for physicians diagnosing heart disorders based on sound. Our model uses spectrograms and scalograms representations of PCG signals and uses a convolutional neural network to learn suitable features for PCG classification into normal and abnormal recordings. Performance comparison with similar studies reflects the efficacy of our model.
心脏听诊是指通过听心音来检测异常的过程。这是诊断多种心脏问题的好方法。然而,这个过程需要有经验的专业人员。心音图(PCG)的波形对识别这些疾病很有用。本研究使用自获取的心电记录来开发一个智能分类模型,该模型将作为医生基于声音诊断心脏病的客观诊断工具。我们的模型使用PCG信号的谱图和尺度图表示,并使用卷积神经网络学习合适的特征,将PCG分类为正常和异常记录。与同类研究的性能比较反映了我们模型的有效性。
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引用次数: 0
Control and Coordination of Multiple PV Inverters in Power Distribution Network using Multi Agent Deep Reinforcement Learning 基于多智能体深度强化学习的配电网多光伏逆变器控制与协调
A. Rehman, Muhammad Ali, S. Iqbal, Syed Danish Ali, Aqib Shafiq, Raja Tahir Iqbal, Mohtasim Usman
The growing power demand can be realized with the increased saturation of PVs in the distribution network (DN) of the power system. Moreover, low-cost energy with less emission of polluted gases can be achieved. Along with these advantages, it has some disadvantages as well. The integration of a high number of PVs in DN causes voltage deviation, which is undesirable. To reduce voltage deviation and keep the voltage within a particular range, the agents (PVs) must be controlled and coordinated in real-time. This real-time control and coordination are achieved through a multi-agent scheme of deep reinforcement learning (DRL). An Integrated PV inverter is considered an agent and its action can be divided into actor networks (AN) and critic networks (CN). PV inverter has an Actor-network, having the capability of producing or absorbing the reactive power accordingly. The CN evaluates the performance of the AN and produces a Q-value according to the action. Each agent tries to maximize its Q-value. Moreover, all the agents are arranged in a distributed and decentralized scheme to achieve real-time coordination among them. The proposed framework is analyzed on the PV-integrated IEEE-33 power buses. Reactive power control of all the PVs collectively retains the voltage within a safe range of 5%.
随着配电网中光伏饱和度的提高,日益增长的电力需求将得以实现。此外,可以实现低成本能源和较少的污染气体排放。除了这些优点,它也有一些缺点。在DN中集成大量pv会导致电压偏差,这是不希望的。为了减小电压偏差并使电压保持在一定范围内,必须对agent (pv)进行实时控制和协调。这种实时控制和协调是通过深度强化学习(DRL)的多智能体方案实现的。将集成光伏逆变器视为一个agent,其行为可分为行动者网络(An)和批评家网络(CN)。光伏逆变器具有行动者网络,具有相应的产生或吸收无功功率的能力。CN对AN的性能进行评估,并根据动作产生q值。每个智能体都试图最大化自己的q值。并且,将所有的agent按照分布式、去中心化的方案进行排列,实现agent之间的实时协调。在集成了pv的IEEE-33电源母线上对所提出的框架进行了分析。所有pv的无功功率控制共同将电压保持在5%的安全范围内。
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引用次数: 0
Sentiment Analysis on Hydroponic Technology Application for Urban Farming Limitations 水培技术在城市农业中应用的局限性情感分析
Victor Q. Parillas, Jocelyn M. Beriña, Evelyn M. Baesa, Edralin R. Raro, T. Palaoag
The world is undergoing rapid change due to current events. The internet has become a fundamental necessity for everyone, with Web use in virtually every area. With the growth of social networking, people use these platforms to express their views on daily topics. Hydroponics can help urban agriculture operations when residents have limited land. Despite the benefits of a hydroponic technology, it is not widely used, even in urban areas. The researchers used Twitter to analyze hydroponic farmers’ product sentiment. The data was gathered and evaluated using qualitative research methods and sentiment analysis. The tweets were gathered using the Tweepy Module and the keyword hydroponics. The gathered English tweets underwent tokenization, filtering, standardization, and segmentation. Valence Aware Dictionary for Sentiment Reasoning (VADER) was used to categorize the corpus. After scraping 6429 tweets, 5181 cleaned tweets were categorized as positive, negative, or neutral. Researchers used a pie chart and violin plot for output. Five hundred fifty-three tweets are negative, 2922 are positive, and 1706 are neutral. This result showed 56% liked hydroponic technology. 33% of neutrals liked hydroponics, while 11% disliked it. The hydroponic system has several advantages over conventional farming and some disadvantages. It is recommended that modern farmers be given hydroponic technology application awareness programs to maximize their benefits. Additional studies on hydroponic applications in different agricultural settings and crops are also needed to improve the technology’s success rate.
由于当前发生的事件,世界正在经历快速变化。互联网已经成为每个人的基本必需品,几乎在每个领域都有网络的使用。随着社交网络的发展,人们使用这些平台来表达他们对日常话题的看法。当居民土地有限时,水培法可以帮助城市农业运作。尽管水培技术有很多好处,但它并没有被广泛使用,即使在城市地区也是如此。研究人员使用Twitter来分析水培农民对产品的看法。数据收集和评估使用定性研究方法和情绪分析。这些推文是用微博模块和关键词水培法收集的。收集到的英文推文经过了标记化、过滤、标准化和分割。使用情价感知情感推理词典(VADER)对语料进行分类。在抓取6429条推文后,5181条被清理的推文被分类为积极、消极或中性。研究人员使用饼状图和小提琴图作为输出。553条推文是负面的,2922条是正面的,1706条是中性的。结果显示,56%的人喜欢水培技术。33%的中性人喜欢水培法,11%的人不喜欢。水培系统与传统耕作相比有几个优点,也有一些缺点。建议对现代农民进行水培技术应用意识教育,使其效益最大化。还需要进一步研究水培在不同农业环境和作物中的应用,以提高该技术的成功率。
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引用次数: 0
Distributed Control Method for Power Sharing in an Islanded AC/DC Microgrid System 孤岛型交直流微电网系统电力共享的分布式控制方法
Waseem Shehzad, T. Mahmood
The most essential and challenging task in an islanded AC/DC Microgrid is to achieve the proper power sharing because both AC sub-grid and DC sub-grid are present. In recent years, research in islanded AC/DC microgrid is widely emerging among researchers all around the world due to the availability of large number of distributed energy resources (DERs). The interlinking converters plays a very important role for balancing the power sharing in an islanded AC/DC microgrid system. The main aim of this paper is to achieve the proper power sharing among all the AC and DC distributed generators (DGs). This paper presents a consensus based distributed control method of interlinking converters (ILCs) for attaining a proper power sharing in an islanded AC/DC microgrid. The proposed control approach is also used to regulate the voltage of DC sub-grid and the frequency of AC sub-grid at their nominal values. In the end, MATLAB/Simulink Model is used for the implementation, analysis, and results verification of our system.
孤岛型交直流微电网中最重要和最具挑战性的任务是实现适当的电力共享,因为同时存在交流子电网和直流子电网。近年来,由于大量分布式能源的可用性,孤岛式交/直流微电网的研究在世界范围内得到了广泛的兴起。在孤岛型交直流微电网系统中,互连变流器对平衡电力共享起着非常重要的作用。本文的主要目的是在所有的交流和直流分布式发电机(dg)之间实现适当的功率共享。本文提出了一种基于共识的互连变换器(ilc)分布式控制方法,以实现孤岛交直流微电网中适当的功率共享。该控制方法还可用于将直流子电网的电压和交流子电网的频率调节到标称值。最后,利用MATLAB/Simulink模型对系统进行了实现、分析和结果验证。
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引用次数: 0
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2022 International Conference on Emerging Technologies in Electronics, Computing and Communication (ICETECC)
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