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Multimodal Cyberbullying Detection using Hybrid Deep Learning Algorithms 基于混合深度学习算法的多模态网络欺凌检测
Q1 Engineering Pub Date : 2021-07-30 DOI: 10.37622/ijaer/16.7.2021.568-574
V. V, Hari Prasad D Adolf
The usage and user of internet and social media is increasing day-by-day and consequently cyberbully vulnerabilities are also growing. Cyberbullying is an aggressive, planned behavior carried out by a group or individual. It is happening by sending, posting, sharing negative, harmful, untrue contents in online. It leads to psychiatric and emotional disorders for those affected. Hence, there is a critical requirement to develop automated methods for cyberbullying detection and prevention. Over the past few years, most existing work on cyberbullying detection has focused on text based analysis. Text and image are the important mediums in cyberbullying incident. This paper presents a hybrid deep neural model for cyberbullying detection in two different modalities of social data, namely text and image. Deep learning methods have achieved state-of-the-art results in various applications. In this paper, hybrid deep learning technique is used in multiple modalities of data to detect cyber bullying. An experiment was conducted on hybrid model (CNN and LSTM) which detects cyberbullying on text and image. The experiments are conducted on publicly available datasets and tested with telegram chat. This paper aims to direct future research on integrating video source with existing multimodal data source to prevent cyberbullying issues.
互联网和社交媒体的使用和用户日益增加,因此网络欺凌漏洞也在增加。网络欺凌是一种由团体或个人实施的攻击性、有计划的行为。它是通过在网上发送、张贴、分享负面、有害、不真实的内容而发生的。它会导致受影响的人出现精神和情绪障碍。因此,迫切需要开发自动检测和预防网络欺凌的方法。在过去的几年里,大多数现有的网络欺凌检测工作都集中在基于文本的分析上。文字和图像是网络欺凌事件的重要媒介。本文提出了一种混合深度神经模型,用于在文本和图像两种不同形式的社交数据中检测网络欺凌。深度学习方法在各种应用中取得了最先进的成果。本文将混合深度学习技术应用于多种数据模式中,以检测网络欺凌。在CNN和LSTM混合模型上进行了一项检测文本和图像网络欺凌的实验。这些实验是在公开可用的数据集上进行的,并通过电报聊天进行了测试。本文旨在指导未来的研究,将视频源与现有的多模态数据源相结合,以防止网络欺凌问题。
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引用次数: 3
Investigations on the Doping Effect of Sodium Thiosulphate on KDP Single Crystals 硫代硫酸钠对KDP单晶掺杂效应的研究
Q1 Engineering Pub Date : 2021-07-30 DOI: 10.37622/ijaer/16.7.2021.563-567
R. Rajendran
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引用次数: 0
Static and Dynamic Analysis of a Deep Hole Internal Grinding Shaft Tool 深孔内磨轴刀具的静动态分析
Q1 Engineering Pub Date : 2021-06-30 DOI: 10.37622/ijaer/16.6.2021.491-496
Muhammad Jawad Ahmad, X. Zhu, Kangrenke Anon, Dongzhigang Anon
: Cylindrical parts with deep holes and thin-wall structures are the backbone in aerospace, such as sleeves, actuators, and landing gears of aircraft. However, in precise, the precision machining of inner holes of cylindrical parts with small bores, large depth to diameter ratios (>7-8) is more problematic, which realized the significance of the grinding of such deep holes. In this article, an optimized structure of a deep hole internal grinding shaft tool is introduced. The vital structure of this grinding machine is the internal grinding shaft tool structure and one of the decisive factors distressing the surface grinding quality because of the length and complexity of the structure with a limited exterior dimension. First, the modal of the grinding shaft tool structure is designed in CREO-Parametric software. Then the designed modal is carried through the static and dynamic analyses employing ANSYS FEA software to authenticate and assure the structural stiffness and behavior to attain high precision machining of deep holes. In static analysis, various parameters such as materials of internal grinding shaft and various structural designs of the shaft took under research consideration. Next, the dynamic analysis has been performed against the optimized structure. Finally, harmonic analysis is performed to verify the internal grinding shaft tool design. Consequently, quite a few developments have been made in the structure and also provide a motorized spindle to segregate the effects of vibrations and forces on machining quality due to the driving mechanism.
深孔薄壁圆柱件是航空航天的骨干,如飞机的套筒、作动器、起落架等。但在精密加工中,小孔、大深径比(>7-8)的圆柱件内孔的精密加工问题较多,从而认识到此类深孔磨削的重要性。介绍了一种深孔内磨轴刀具的优化结构。该磨床的关键结构是内磨轴刀具结构,由于该结构的长度和复杂性以及有限的外形尺寸,是影响表面磨削质量的决定性因素之一。首先,在CREO-Parametric软件中对磨削轴刀具结构进行了模态设计。然后利用ANSYS有限元分析软件对设计模态进行静动力分析,验证和保证结构刚度和性能,实现深孔高精度加工。在静力分析中,考虑了内磨轴的材料等各种参数和轴的各种结构设计。其次,对优化后的结构进行了动力学分析。最后进行了谐波分析,验证了内磨轴刀具设计的正确性。因此,在结构上进行了相当多的开发,并且还提供了一个电动主轴,以隔离由于驱动机构引起的振动和力对加工质量的影响。
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引用次数: 0
Unadorned Gabor based Convolutional Neural Network Overrides Transfer Learning Concept 基于朴素Gabor的卷积神经网络超越了迁移学习概念
Q1 Engineering Pub Date : 2021-06-30 DOI: 10.37622/ijaer/13.13.2018.11012-11017
J. R. L., A. M., A. A.
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引用次数: 1
Path Follower & Obstacle Avoidance Smart Robot Vehicle: Applications of Arduino Programming 路径跟踪与避障智能机器人车辆:Arduino编程的应用
Q1 Engineering Pub Date : 2021-06-30 DOI: 10.37622/ijaer/16.6.2021.509-515
Kirtik Ayush, Ronojay Biswas
This paper is intended on a practical approach to design a prototype Robotic Vehicle by using application of Arduino Programming. The robotic vehicle follows a specified path using an IR sensor. The designed robotic vehicle was smart enough to follow the path and directions in given space. It moves& navigates automatically on specified black lines marked on surface. A customized programme coding was also done to perform customized function. Such programmed robot may be useful in several mechanical, industrial, medical & Army operations and can save cost of human labor, human life at hazardous location & time.
本文旨在通过Arduino编程的应用,以一种实用的方法来设计机器人原型车。机器人车辆使用红外传感器沿着指定的路径行驶。设计的机器人车辆足够智能,可以在给定的空间内遵循路径和方向。它在指定的黑线上自动移动和导航。并进行了自定义程序编码,实现了自定义功能。这种编程机器人可能在几个机械,工业,医疗和军队行动中有用,并且可以节省人力成本,在危险的地点和时间节省人类生命。
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引用次数: 0
Hand Gesture Recognition using TOF camera 使用TOF相机的手势识别
Q1 Engineering Pub Date : 2021-06-15 DOI: 10.37622/ijaer/16.4.2021.302-307
Jyotirmayee Routray, Sarthak Rout, J. J. Panda, Bhabani Shankar Das Mohapatra, Hitendrita Panda
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引用次数: 3
Network Intrusion Detection and Prevention 网络入侵检测与防御
Q1 Engineering Pub Date : 2021-06-15 DOI: 10.37622/ijaar/16.4.2021.267-270
Akarshita Shankar, A. Shankar
: Network Intrusion is cybercrime, which involves hacking into users’ systems and stealing their sensitive and confidential information. The information could include credit card details, username, and passwords, bank details, etc. These attacks occur via ma licious viruses installed in the user’s system without his/her knowledge, blocking the network traffic to a legitimate site, etc. After obtaining the information, the attacker could commit crimes such as financial losses and identity theft. The target could be an individual, an organization, or a cluster in an organization. This paper provides an explanation of network intrusion, detection, and prevention to overcome them.
当前位置网络入侵是一种网络犯罪,指的是侵入用户的系统,窃取他们的敏感和机密信息。这些信息可能包括信用卡详细信息、用户名和密码、银行详细信息等。这些攻击是通过在用户不知情的情况下安装在用户系统中的恶意病毒,阻止网络流量到合法站点等。获取信息后,攻击者可以实施经济损失和身份盗窃等犯罪行为。目标可以是个人、组织或组织中的集群。本文对网络入侵、检测和防御进行了阐述。
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引用次数: 7
Study on Yield percentage of Biodiesel from Waste cooking oil using Transesterification 废食用油酯交换法制备生物柴油的研究
Q1 Engineering Pub Date : 2021-06-15 DOI: 10.37622/ijaer/16.2.2021.154-160
Preetish Sinha, Akash Sambshio Madavi
The study focuses on the production of biodiesel from waste cooking oil using the transesterification method. A maximum yield of 94% of biodiesel is achieved using transesterification method in the presence of base alkali catalyst, KOH, 0.5 wt%, at a temperature of 60C and 1:06 oil: methanol ratio in 30 min at 600 rpm. Other properties such as Kinematic viscosity, flash point, acid value, %FFA, density of waste cooking oil and biodiesel are also estimated. Waste Cooking Oil being easily available and cheaper as compared to vegetable oil it is highly recommended for production of biodiesel, to be used in different applications including transportation. This will help in addressing the issues of natural resource depletion, environmental pollution and climate change.
研究了用酯交换法从废食用油中提取生物柴油。在碱催化剂KOH浓度为0.5 wt%、温度为60℃、油∶甲醇比为1:06、转速为600 rpm、反应时间为30 min的条件下,采用酯交换法,生物柴油的收率最高可达94%。其他特性,如运动粘度,闪点,酸值,%FFA,废食用油和生物柴油的密度也进行了估计。与植物油相比,废食用油容易获得且价格便宜,因此强烈建议用于生产生物柴油,用于包括运输在内的不同应用。这将有助于解决自然资源枯竭、环境污染和气候变化等问题。
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引用次数: 1
Traffic Planning and Major Intersection Re-design of an Existing FourArmed Intersection at DB road, Coimbatore, India 印度哥印拜陀DB路现有四十字路口交通规划及主要路口重新设计
Q1 Engineering Pub Date : 2021-05-30 DOI: 10.37622/ijaer/16.5.2021.423-440
K. Elangovan, G. Gowtham, B. P. Srinidhi, Sonia S Anand
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引用次数: 1
High Resilient Messaging Service for Microservice Architecture 面向微服务架构的高弹性消息服务
Q1 Engineering Pub Date : 2021-05-30 DOI: 10.37622/ijaer/16.5.2021.357-361
Sanjana G. B., Girish Rao Salanke N. S.
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引用次数: 2
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International Journal of Applied Engineering Research (Netherlands)
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