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International Journal of Emerging Technology and Advanced Engineering最新文献

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Impact of Climate Change on Fish Species Classification Using Machine Learning and Deep Learning Algorithms 利用机器学习和深度学习算法分析气候变化对鱼类物种分类的影响
Pub Date : 2024-06-02 DOI: 10.46338/ijetae0224_02
Syed Muhammad Hassan, Haque Nawaz, Imtiaz Hussain, Basit Hassan, Mashooque Ali Mahar
In response to the challenges posed by climate change and the need for sustainable food supply, this study addresses the problem of efficiently categorizing and predicting the weight of fish in aquaculture. Leveraging machine learning and deep learning algorithms, we propose a regression model to predict fish weight and classification models for species identification based on weight, width, and length parameters. The focus is on automating fish farming processes to ensure uninterrupted food supply amidst environmental uncertainties. Comparative analysis of various machine learning algorithms reveals promising accuracy levels, with deep learning sequential models achieving 99.77% accuracy under specific conditions. This research aims to contribute to the advancement of automated fish farming practices, mitigating the impact of climate change on food security and promoting sustainable resource management.
为应对气候变化带来的挑战和可持续食品供应的需要,本研究解决了在水产养殖中有效分类和预测鱼类重量的问题。利用机器学习和深度学习算法,我们提出了一种预测鱼类重量的回归模型,以及根据重量、宽度和长度参数进行鱼种识别的分类模型。重点是实现鱼类养殖过程的自动化,以确保在环境不确定的情况下不间断地供应食品。对各种机器学习算法的比较分析表明,在特定条件下,深度学习序列模型的准确率达到 99.77%,准确率水平很高。这项研究旨在推动自动化养鱼实践的发展,减轻气候变化对粮食安全的影响,促进可持续资源管理。
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引用次数: 0
Bibliometric Analysis of the Influence of Artificial Intelligence on the Development of Education 人工智能对教育发展影响的文献计量分析
Pub Date : 2024-06-02 DOI: 10.46338/ijetae0224_01
Miao Ning, Cai Bo, Qingyue Wang, Xinran Wang, Qianqian Guo
This study explores the development trends of AI in education through a bibliometric analysis of literature from 2011 to 2021. Using the Biblioshiny toolkit for Bibliometrix in R language, we analyzed titles, authors, abstracts, keywords, citations, and affiliations. The findings reveal research changes and hot directions in AI education, forecasting future developments. While regions like the US and UK have achieved success in AI education, China is integrating AI into teaching disciplines. The rise of AIGC and companies like OpenAI is accelerating AI integration in education, creating opportunities for personalized learning, adaptive education, and intelligent educational management. Collaboration among stakeholders and comprehensive strategies are crucial for successful AI implementation in education.
本研究通过对 2011 年至 2021 年的文献进行文献计量分析,探讨人工智能在教育领域的发展趋势。我们使用 R 语言中的 Bibliometrix Biblioshiny 工具包,分析了标题、作者、摘要、关键词、引文和所属单位。研究结果揭示了人工智能教育领域的研究变化和热点方向,预测了未来的发展。美国和英国等地区在人工智能教育方面取得了成功,而中国正在将人工智能融入教学学科。AIGC和OpenAI等公司的崛起正在加速人工智能与教育的融合,为个性化学习、自适应教育和智能教育管理创造机会。利益相关者之间的合作和全面的战略对于在教育领域成功实施人工智能至关重要。
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引用次数: 0
Wireless IoT Networks Security and Lightweight Encryption Schemes- Survey 无线物联网网络安全和轻量级加密方案--调查
Pub Date : 2024-03-17 DOI: 10.46338/ijetae0124_05
Akram Qashou, Firas Hazzaa, Sufian Yousef
— IoT networks suffered from different kinds of attacks. The main issue of IoT security is the limitation of its node’s energy ability to perform big tasks such as encryption. This paper provides a comprehensive overview of the dynamic landscape of lightweight cryptography research, particularly in the context of real-time traffic security and Internet of Things (IoT) networks. The aim of this research is to identify the gaps in IoT research efforts and draw up ways to address it. The objectives are highlighting the global collaboration and standardization initiatives that have shaped its development. Also, it emphasizes the importance of balancing cryptographic strength with practical considerations such as encryption latency, energy efficiency, and memory constraints, particularly crucial in the context of resource constrained IoT devices. Furthermore, it highlights innovative approaches proposed by researchers to enhance the security of cryptographic operations while minimizing overhead and ensuring compatibility with evolving wireless environments. It calls for sustained research efforts to address these challenges and foster the development of robust cryptographic solutions capable of meeting the stringent security requirements of modern digital ecosystems.
- 物联网网络受到各种攻击。物联网安全的主要问题是其节点的能量有限,无法执行加密等大型任务。本文全面概述了轻量级密码学研究的动态情况,特别是在实时流量安全和物联网(IoT)网络方面。这项研究的目的是找出物联网研究工作中的差距,并提出解决方法。其目标是强调全球合作和标准化倡议对其发展的影响。此外,它还强调了平衡加密强度与实际考虑因素(如加密延迟、能效和内存限制)的重要性,这在资源有限的物联网设备中尤为关键。此外,报告还重点介绍了研究人员提出的创新方法,这些方法既能提高加密操作的安全性,又能最大限度地减少开销并确保与不断发展的无线环境兼容。报告呼吁持续开展研究工作,以应对这些挑战,并促进开发能够满足现代数字生态系统严格安全要求的强大加密解决方案。
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引用次数: 0
Challenges of Requirements Engineering in Agile Projects: A Systematic Review 敏捷项目中需求工程的挑战:系统回顾
Pub Date : 2024-02-18 DOI: 10.46338/ijetae0124_03
Oscar Benito Pacheco, Hugo Vega Huerta, Percy De-La-Cruz VdV, Ernesto Cancho Rodriguez, Ronald Melgarejo Solis, Jorge Pantoja Collantes, Javier Cabrera Díaz
The practice of Requirements Engineering (RE) within Agile development contexts markedly differs from that within traditional development process. As the RE discipline in Agile Software Development continues to evolve, this research highlights and assesses various challenges to refine its impact on software product development. This study describes inductive and empirical research on Agile RE challenges and practices based on an analysis of data collected in the binding academic and scientific literature. This research is also based on the guidelines of a Systematic Review of the Literature (SRL) proposed by Kitchenham. Our results indicate eight type of challenges that we grouped into four themes: suitability delimitations, on software product development projects, the formation of the development team, and the efficient participation of the client during the process. Finally, this paper contributes detailed insights into RE challenges specific to Agile project development, evaluates their resolution extent, and outlines existing research gaps in RE practices
敏捷开发环境中的需求工程(RE)实践与传统开发过程中的需求工程实践有明显不同。随着敏捷软件开发中的需求工程学科不断发展,本研究强调并评估了各种挑战,以完善其对软件产品开发的影响。本研究基于对所收集的具有约束力的学术和科学文献数据的分析,对敏捷可再生能源的挑战和实践进行了归纳和实证研究。本研究还基于 Kitchenham 提出的文献系统性回顾(SRL)指南。我们的研究结果显示了八类挑战,并将其归纳为四个主题:软件产品开发项目的适用性界定、开发团队的组建以及客户在开发过程中的有效参与。最后,本文详细介绍了敏捷项目开发中特有的可再生能源挑战,评估了这些挑战的解决程度,并概述了可再生能源实践中现有的研究空白。
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引用次数: 0
From Data to Design: An IoT-Based Novel Solution for Combating Distracted Driving and Speeding Events 从数据到设计:基于物联网的打击分心驾驶和超速事件的新解决方案
Pub Date : 2024-01-14 DOI: 10.46338/ijetae0124_02
Abida Siddique, Mohammad Gousuddin, R. V J
— Distracted driving and speeding are significant contributors to traffic accidents, often resulting in injuries and fatalities. This research paper presents a comprehensive investigation into the factors contributing to driver negligence-related traffic accidents, offering quantifiable findings and proposing a novel solution to mitigate them. The study's primary objective is to design a technology-driven solution that enhances driver awareness, preventing activities like texting, multimedia consumption, browsing, and calls while driving. The system aims to ensure driver attentiveness without disrupting other passengers' data connectivity. Furthermore, the design addresses the issue of excessive speeding by introducing an intelligent strategy. Field testing and validation of the implemented system demonstrated a 97% accuracy in speed measurement and a gesture recognition algorithm with a detection rate of approximately 98.3%. The findings of this research provide valuable insights into combating distracted driving and speeding incidents, offering a data-driven approach to design an innovative solution that can contribute to safer roads.
- 分心驾驶和超速行驶是导致交通事故的重要因素,往往会造成人员伤亡。本研究论文对造成驾驶员疏忽相关交通事故的因素进行了全面调查,提供了可量化的调查结果,并提出了缓解这些因素的新颖解决方案。研究的主要目的是设计一种技术驱动的解决方案,以提高驾驶员的意识,防止驾驶时发短信、使用多媒体、浏览网页和通话等活动。该系统旨在确保驾驶员注意力集中,同时不影响其他乘客的数据连接。此外,该设计还通过引入智能策略来解决超速问题。对所实施系统的现场测试和验证表明,速度测量的准确率为 97%,手势识别算法的检测率约为 98.3%。这项研究的结果为打击分心驾驶和超速事件提供了宝贵的见解,为设计创新解决方案提供了数据驱动方法,有助于提高道路安全。
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引用次数: 0
A State Feedback Linearization Controller for Enzyme- Substrate Reactions 酶与底物反应的状态反馈线性化控制器
Pub Date : 2024-01-14 DOI: 10.46338/ijetae0124_01
E. Aljuwaiser, M. Alfadli, A. Almansour
In this paper a state feedback linearization controller is developed for enzyme-substrate reactions with ferroelectric behaviour in brain waves. The proposed control law generates a feedback signal that regulate the performance of the sate variables to their desired states. Then, the nonlinear closed loop control system is simulated to demonstrate the effectiveness of the developed control approach in obtaining the required steady state value. Keywords— Nonlinear systems, enzyme, Brain waves, feedback linearization, steady state.
本文针对脑电波中具有铁电行为的酶-基质反应开发了一种状态反馈线性化控制器。所提出的控制法则可产生反馈信号,将状态变量的性能调节到所需状态。然后,对非线性闭环控制系统进行仿真,以证明所开发的控制方法在获得所需稳态值方面的有效性。关键词--非线性系统、酶、脑电波、反馈线性化、稳态。
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引用次数: 0
XBert - A Model for Hate Speech Detection in Vietnamese Text XBert - 越南语文本中仇恨言论检测模型
Pub Date : 2023-12-02 DOI: 10.46338/ijetae1223_01
Duy Nguyen Minh Le, Huy Gia Le, Hai Thanh Hoang, Vu Anh Hoang
— In the digital age, social media's pervasive influence has inadvertently escalated the prevalence of hate speech and offensive comments, with alarming implications for mental health. There is increasing evidence indicating a clear correlation between two factors. exposure to such toxic online content and the onset of depression among users, particularly affecting vulnerable groups like content creators and channel owners. Addressing this critical issue, our research introduces XBert, a model for detecting hostile and provocative language in Vietnamese. We propose an approach related to data preprocessing, improved tokenization, and model fine-tuning. We have modified the architecture of the Roberta model, used the EDA technique, and added a dropout parameter to the tokenizer. Our model achieved an accuracy of 99.75% and an F1-Macro score of 98.05%. This is a promising result for a model detecting provocative and hostile language in Vietnamese.
-在数字时代,社交媒体无处不在的影响力无意中加剧了仇恨言论和冒犯性评论的流行,对心理健康产生了令人担忧的影响。越来越多的证据表明,两个因素之间存在明显的相关性。接触到这些有毒的网络内容,用户会产生抑郁情绪,尤其是对内容创作者和频道所有者等弱势群体的影响。为了解决这个关键问题,我们的研究引入了XBert,这是一个检测越南语中敌对和挑衅性语言的模型。我们提出了一种与数据预处理、改进标记化和模型微调相关的方法。我们修改了Roberta模型的体系结构,使用了EDA技术,并向标记器添加了dropout参数。我们的模型达到了99.75%的准确率和98.05%的F1-Macro评分。这对于越南语中挑衅性和敌意语言的检测模型来说是一个很有希望的结果。
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引用次数: 0
Prediction of Ethereum Short-term Returns Using XGBoost Model 基于XGBoost模型的以太坊短期收益预测
Pub Date : 2023-08-27 DOI: 10.46338/ijetae0823_01
Wipawee Nayam, Y. Limpiyakorn
Unlike traditional currencies that rely on centralized such as banks or governments, cryptocurrencies have become popular due to its decentralized transactions. Decentralization takes advantage of no requirement for intermediaries, thus reducing transaction fees and processing times. However, investing in cryptocurrencies incurs risks and uncertainties due to price volatility and rapid changes. The fact that prediction of asset prices is complex due to the influence of multiple factors on price movements. This paper studied the technical factor to analyse the short-term returns of Ethereum (ETH) in the periods of 1-10 days. The historical data containing ETH closing price are collected from CoinGecko. The twenty-two indicators are chosen from Momentum, Volatility, and Sentiment factors as candidates to provide valuable insights in market trends. By calculating various indicators based on past closing prices, this study utilizes XGBoost, a powerful boosted decision trees ensemble, to discover patterns in previous trading. The model performance is evaluated using the multi-class AUC-ROC metric, which measures the accuracy of predicting three types of ETH returns: Downtrend, Sideway, and Uptrend. The results show that the models achieve accuracy scores ranging from 0.65 to 0.67. Moreover, the study emphasizes the importance of considering momentum indicators when making investment decisions in Ethereum. Keywords—cryptocurrency investment, technical factor, Ethereum, XGBoost, machine learning
与依赖银行或政府等中心化的传统货币不同,加密货币因其去中心化交易而受到欢迎。去中心化利用了不需要中介的优势,从而减少了交易费用和处理时间。然而,由于价格波动和快速变化,投资加密货币会带来风险和不确定性。由于多种因素对价格变动的影响,资产价格的预测是复杂的。本文研究了技术因素来分析以太坊(ETH)在1-10天期间的短期回报。包含ETH收盘价的历史数据来自CoinGecko。从动量、波动性和情绪因素中选择22个指标作为候选指标,为市场趋势提供有价值的见解。通过计算基于过去收盘价的各种指标,本研究利用XGBoost,一个强大的增强决策树集合,发现以前的交易模式。使用多类别AUC-ROC指标评估模型性能,该指标衡量预测三种ETH回报类型的准确性:下行趋势,横向趋势和上行趋势。结果表明,模型的准确率得分在0.65 ~ 0.67之间。此外,该研究强调了在对以太坊进行投资决策时考虑动量指标的重要性。关键词:加密货币投资,技术因素,以太坊,XGBoost,机器学习
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引用次数: 0
A Comprehensive Review of the Evolution and Future Directions of Digital Forensic Investigation Model 数字法医调查模式的演变与未来发展综述
Pub Date : 2023-07-16 DOI: 10.46338/ijetae0723_01
S. Safie, Syah Reezal Md Bashah
Digital forensics investigations play an essential role in modern law enforcement, national security, and civil litigation. To conduct a successful investigation, it is crucial to choose an appropriate digital forensics investigation model that fits the investigation's context, scope, purpose, and methods. This paper presents an overview of the main factors that should be considered when selecting a digital forensics investigation model, including the type of incident, legal and ethical requirements, technical and operational capabilities, and complexity of the scenario. Additionally, this paper describes 11 digital forensics investigation models, ranging from simple to complex, each with its own strengths and weaknesses. By understanding the advantages and limitations of each model, digital forensics professionals can choose the most suitable model for their specific investigation. Keywords—Digital forensics investigations, Forensic analysis, Investigation models, Forensics Model
数字取证调查在现代执法、国家安全和民事诉讼中发挥着至关重要的作用。为了进行成功的调查,选择适合调查背景、范围、目的和方法的合适的数字取证调查模型至关重要。本文概述了在选择数字取证调查模型时应考虑的主要因素,包括事件类型、法律和道德要求、技术和操作能力以及场景的复杂性。此外,本文还描述了11种数字取证调查模型,从简单到复杂,每种模型都有自己的优缺点。通过了解每种模型的优点和局限性,数字取证专业人员可以为他们的具体调查选择最合适的模型。关键词:数字取证侦查,取证分析,侦查模型,取证模型
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引用次数: 0
Innovation Design of High Gain Array Antenna for 5G Communication 面向5G通信的高增益阵列天线创新设计
Pub Date : 2023-07-16 DOI: 10.46338/ijetae0723_02
M. A. M. Said, M. H. Misran, M. Othman, R. A. Manap, A. Jaafar, S. Suhaimi, N. I. Hassan
The fifth-generation (5G) wireless communication system requires high gain antennas to support the growing demand for high-speed data transmission and low-latency connectivity. High gain antennas are crucial for enhancing the signal strength and extending the coverage area of 5G networks. By using multiple antenna elements, an array can achieve higher gain and directivity compared to a single element antenna. This improvement in gain enables better signal reception and transmission, leading to increased communication range, higher data rates, and improved reliability. In this paper, we discuss the design and implementation of antenna arrays for improving antenna gain in 5G communication systems at 3.5 GHz.The design of the array antenna incorporates single, dual, quad, and octal element structures to enhance the antenna's gain. The proposed antenna has been examined, and the results indicate that it has a return loss of -37.4 dB at the resonant frequency of 3.5 GHz, an antenna gain of 7.22 dB, and a bandwidth of 286.5 MHz. The use of a single, dual, quad, and octal element array configuration is anticipated to improve the gain performance of the antenna, making it a promising option for 5G communication systems.
第五代(5G)无线通信系统需要高增益天线来支持对高速数据传输和低延迟连接日益增长的需求。高增益天线对于增强5G网络的信号强度和扩大覆盖范围至关重要。通过使用多个天线单元,阵列可以获得比单单元天线更高的增益和指向性。这种增益的改进可以实现更好的信号接收和传输,从而增加通信范围,提高数据速率和提高可靠性。在本文中,我们讨论了天线阵列的设计和实现,以提高3.5 GHz 5G通信系统的天线增益。阵列天线的设计采用单元、双元、四元和八角元结构,以提高天线的增益。实验结果表明,该天线在3.5 GHz谐振频率下回波损耗为-37.4 dB,天线增益为7.22 dB,带宽为286.5 MHz。使用单、双、四和八进制元素阵列配置预计将提高天线的增益性能,使其成为5G通信系统的一个有希望的选择。
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引用次数: 0
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International Journal of Emerging Technology and Advanced Engineering
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