首页 > 最新文献

2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)最新文献

英文 中文
A Convolutional Neural Network Based Approach for Computational Fluid Dynamics 基于卷积神经网络的计算流体力学方法
Satyadhyan Chickerur, P. Ashish
Computational fluid dynamics (CFD) is the visualisation of how a fluid moves and interacts with things as it passes by using applied mathematics, physics, and computational software. The project is designed to simulate fluid flow of a particle based on provided boundary conditions using High Performance Computing (HPC), with two-dimensional picture files as input to the software and fluid flow of a particle generated based on these image data. The Naiver Stokes Equation and the Lattice Boltzmann Equation are used to create these fluid flow particles.The governing equations based on the conservation law of fluid physical characteristics lead the primary structure of thermofluids investigations. Fluid flow is created depending on the item using the three governing equations from the conservation laws of physics. CFD simulation, on the other hand, which is a Iterative process is frequently computationally costly, memory-intensive, and time-consuming. A model based on convolutional neural networks, is proposed for predicting non-uniform flow in 2D to over come these disadvantages. The proposed approach thus aims to aid the behaviour of fluid particles on a certain system and to assist in the development of the system based on the fluid particles that travel through it. At the early stages of design, this technique can give quick feedback for real-time design revisions. In comparison to previous approximation methods in the aerodynamics domain, CNNs provide for efficient velocity field estimate and took less time then the previous approximation method. As CFD based CNN model is more effective to 2D design(2D aeroplane dataset) as it is in research stage lot more experiments have to be made for 3D designs. Designers and engineers may also use the CFD based CNN model directly in their 2D design space exploration.
计算流体动力学(CFD)是通过应用数学、物理和计算软件来可视化流体运动和与物体相互作用的过程。该项目采用高性能计算(High Performance Computing, HPC)技术,在给定的边界条件下模拟颗粒的流体流动,将二维图像文件作为软件的输入,并根据这些图像数据生成颗粒的流体流动。奈维尔斯托克斯方程和晶格玻尔兹曼方程被用来创建这些流体流动粒子。基于流体物理特性守恒定律的控制方程是热流体研究的主要结构。流体流动是根据物理守恒定律中的三个控制方程创建的。另一方面,CFD模拟是一个迭代过程,计算成本高,内存密集,耗时长。为了克服这些缺点,提出了一种基于卷积神经网络的二维非均匀流预测模型。因此,所提出的方法旨在帮助流体颗粒在特定系统中的行为,并帮助基于流体颗粒穿过系统的系统的发展。在设计的早期阶段,该技术可以为实时设计修订提供快速反馈。与以往的空气动力学近似方法相比,cnn提供了有效的速度场估计,并且比以前的近似方法花费的时间更短。由于基于CFD的CNN模型在二维设计(二维飞机数据集)中更有效,因此在三维设计中还需要做更多的实验。设计师和工程师也可以在2D设计空间探索中直接使用基于CFD的CNN模型。
{"title":"A Convolutional Neural Network Based Approach for Computational Fluid Dynamics","authors":"Satyadhyan Chickerur, P. Ashish","doi":"10.1109/ICSTCEE54422.2021.9708548","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708548","url":null,"abstract":"Computational fluid dynamics (CFD) is the visualisation of how a fluid moves and interacts with things as it passes by using applied mathematics, physics, and computational software. The project is designed to simulate fluid flow of a particle based on provided boundary conditions using High Performance Computing (HPC), with two-dimensional picture files as input to the software and fluid flow of a particle generated based on these image data. The Naiver Stokes Equation and the Lattice Boltzmann Equation are used to create these fluid flow particles.The governing equations based on the conservation law of fluid physical characteristics lead the primary structure of thermofluids investigations. Fluid flow is created depending on the item using the three governing equations from the conservation laws of physics. CFD simulation, on the other hand, which is a Iterative process is frequently computationally costly, memory-intensive, and time-consuming. A model based on convolutional neural networks, is proposed for predicting non-uniform flow in 2D to over come these disadvantages. The proposed approach thus aims to aid the behaviour of fluid particles on a certain system and to assist in the development of the system based on the fluid particles that travel through it. At the early stages of design, this technique can give quick feedback for real-time design revisions. In comparison to previous approximation methods in the aerodynamics domain, CNNs provide for efficient velocity field estimate and took less time then the previous approximation method. As CFD based CNN model is more effective to 2D design(2D aeroplane dataset) as it is in research stage lot more experiments have to be made for 3D designs. Designers and engineers may also use the CFD based CNN model directly in their 2D design space exploration.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127570689","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
Cryogenic liquid level detection using fiber Bragg grating sensor 利用光纤光栅传感器进行低温液位检测
Sharath Umesh, L. S. Rajan, VV Lakshmi Pathi, Pramod Bandiwad, S. Elumalai, K. Sriram
Cryogenic liquid level detection plays a significant role during the filling of fuel (liquid hydrogen/liquid oxygen) to cryogenic stage in launch vehicles. Optical fiber sensors have been employed for cryogenic liquid level detection utilizing either intensity modulation by refractometry method or wavelength modulation by heat exchange efficiency method. The present study reports a novel wavelength modulation methodology employing multiplexed Fiber Bragg Grating (FBG) Sensors to assess the cryogenic liquid level in a storage tank. Two FBGs bonded over a resistance heater rod 20cm apart act as the sensing element, which will be immersed in the cryogenic fluid. The temperature of the sensing element is periodically increased and corresponding thermal responses of both the FBG sensors are acquired. Heat conductance capacity of cryogenic fluid is higher in liquid state than in gaseous state. The thermal responses of the FBG sensor obtained by assessing the heat transfer characteristics of the surrounding environment, will ascertain its existence in liquid or gaseous cryogenic fluid. By experimental investigation, it is observed that the thermal responses of the FBGs can actively discern between the liquid and gaseous states of cryogenic fluids. Further, with multiplexing capability, numerous FBGs can be fabricated in a single strand of fiber which can be discreet sensing points in order to assess the cryogenic liquid level.
低温液位检测在运载火箭燃料(液氢/液氧)加注至低温阶段过程中起着重要作用。利用折射法调制强度或热交换效率法调制波长的光纤传感器已被用于低温液位检测。本研究报告了一种新的波长调制方法,采用多路光纤布拉格光栅(FBG)传感器来评估储罐中的低温液位。两个fbg连接在相隔20厘米的电阻加热棒上,作为传感元件,将浸入低温流体中。传感元件的温度周期性升高,并获得两个光纤光栅传感器的相应热响应。低温流体的液态导热能力高于气态导热能力。通过评估周围环境的传热特性得到光纤光栅传感器的热响应,从而确定其在液态或气态低温流体中的存在。通过实验研究发现,fbg的热响应能够主动区分低温流体的液态和气态。此外,由于具有多路复用能力,可以在单根光纤中制造许多fbg,这些光纤可以作为离散的感测点,以便评估低温液位。
{"title":"Cryogenic liquid level detection using fiber Bragg grating sensor","authors":"Sharath Umesh, L. S. Rajan, VV Lakshmi Pathi, Pramod Bandiwad, S. Elumalai, K. Sriram","doi":"10.1109/ICSTCEE54422.2021.9708585","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708585","url":null,"abstract":"Cryogenic liquid level detection plays a significant role during the filling of fuel (liquid hydrogen/liquid oxygen) to cryogenic stage in launch vehicles. Optical fiber sensors have been employed for cryogenic liquid level detection utilizing either intensity modulation by refractometry method or wavelength modulation by heat exchange efficiency method. The present study reports a novel wavelength modulation methodology employing multiplexed Fiber Bragg Grating (FBG) Sensors to assess the cryogenic liquid level in a storage tank. Two FBGs bonded over a resistance heater rod 20cm apart act as the sensing element, which will be immersed in the cryogenic fluid. The temperature of the sensing element is periodically increased and corresponding thermal responses of both the FBG sensors are acquired. Heat conductance capacity of cryogenic fluid is higher in liquid state than in gaseous state. The thermal responses of the FBG sensor obtained by assessing the heat transfer characteristics of the surrounding environment, will ascertain its existence in liquid or gaseous cryogenic fluid. By experimental investigation, it is observed that the thermal responses of the FBGs can actively discern between the liquid and gaseous states of cryogenic fluids. Further, with multiplexing capability, numerous FBGs can be fabricated in a single strand of fiber which can be discreet sensing points in order to assess the cryogenic liquid level.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128105307","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: 2
Implementation of Peanut Leaf Disease Detection System Using Faster RCNN 基于快速RCNN的花生叶病检测系统的实现
P. Panda, Sake Vinay, Modepalli Surendra, Kure Venugopal
Leaf diseases are a common disease in many plants. It has been normally controlled by fungicides bactericides and resistant varieties. Leaves are important for the fast-growing of plants and to extend the production of crops. But in this paper, predominantly engrossed in peanut plant leaves. Nowadays, India is the largest producer of groundnut in the world but when it comes to production, the average yields at 745kg/ha. Whereas disease attack is the foremost reason for the low yield. However, identifying diseases in plant leaves is profound challenging for farmers in day-to-day life. To address the respective challenge, a leaf disease detection system based on Machine Learning (ML) and viable Faster Region-Based Convolutional Neural Networks (RCNN) algorithms has been proposed. This result reveals that the RCNN provides a solution to whether the leaf is in a fine or infirmity position. Moreover, the proposed model has been analyzed concerning the accuracy, time complexity, and computational complexity.
叶片病害是许多植物的常见病。它通常由杀菌剂和抗性品种控制。叶片对植物的快速生长和延长作物产量很重要。但在本文中,主要集中于花生植株叶片。如今,印度是世界上最大的花生生产国,但就产量而言,平均产量为745公斤/公顷。而病害是造成产量低的首要原因。然而,在日常生活中,识别植物叶片的疾病对农民来说是一个巨大的挑战。为了解决相应的挑战,提出了一种基于机器学习(ML)和可行的更快的基于区域的卷积神经网络(RCNN)算法的叶片病害检测系统。这一结果表明,RCNN提供了一种解决方案,以确定叶片是处于良好还是虚弱的位置。并从精度、时间复杂度和计算复杂度等方面对该模型进行了分析。
{"title":"Implementation of Peanut Leaf Disease Detection System Using Faster RCNN","authors":"P. Panda, Sake Vinay, Modepalli Surendra, Kure Venugopal","doi":"10.1109/ICSTCEE54422.2021.9708566","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708566","url":null,"abstract":"Leaf diseases are a common disease in many plants. It has been normally controlled by fungicides bactericides and resistant varieties. Leaves are important for the fast-growing of plants and to extend the production of crops. But in this paper, predominantly engrossed in peanut plant leaves. Nowadays, India is the largest producer of groundnut in the world but when it comes to production, the average yields at 745kg/ha. Whereas disease attack is the foremost reason for the low yield. However, identifying diseases in plant leaves is profound challenging for farmers in day-to-day life. To address the respective challenge, a leaf disease detection system based on Machine Learning (ML) and viable Faster Region-Based Convolutional Neural Networks (RCNN) algorithms has been proposed. This result reveals that the RCNN provides a solution to whether the leaf is in a fine or infirmity position. Moreover, the proposed model has been analyzed concerning the accuracy, time complexity, and computational complexity.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130276430","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: 2
Integrated Voltage and Generator Stability Analysis of a Three Bus System Combining SMIB and SMLB Systems SMIB系统和SMLB系统相结合的三母线系统的电压和发电机稳定性分析
Venu Yarlagadda, J. Rao, Giriprasad Ambati, S. K. Karthik Kumar, K. Rajesh
The Power System stability plays an extraordinary role in system security and reliability of power grid, and is broadly classified into Generator Stability and Voltage Stability. These two stability issues are can’t be separated with each other and one is interdepends on the other. The main objective of the article is to analyze both of these problems simultaneously with the development of a Three Bus System by integrating both these stability problems. The three bus test system is formed with Single Machine Infinite Bus (SMIB) System with that of the Single Machine Load Bus (SMLB) systems. The SMLB system used to study the absolute voltage stability alone whereas SMIB System is resembles the Generator Stability problem. The Simulink Model is developed for the three bus test system to evaluate the integrated angle and voltage stability analysis. The voltage stability can be assessed using pv and qv curves and angle stability is analyzed with power angle curves. Static Var Compensator (SVC) is used to improve the power system stability. The test system performance is evaluated and compared without and with Static Shunt Compensator.
电力系统稳定对电网系统的安全可靠起着举足轻重的作用,大致分为发电机稳定和电压稳定两大类。这两个稳定性问题是不可分割的,是相互依存的。本文的主要目的是通过整合这两个稳定性问题来同时分析这两个问题以及三总线系统的发展。三母线测试系统由单机无限母线(SMIB)系统和单机负载母线(SMLB)系统组成。SMLB系统用于单独研究绝对电压稳定性,而SMIB系统则类似于发电机稳定性问题。开发了三母线测试系统的Simulink模型,对综合角度和电压稳定性分析进行了评估。用pv和qv曲线评价电压稳定性,用功率角曲线分析角度稳定性。采用静态无功补偿器(SVC)来提高电力系统的稳定性。对无静态并联补偿器和有静态并联补偿器的测试系统性能进行了评价和比较。
{"title":"Integrated Voltage and Generator Stability Analysis of a Three Bus System Combining SMIB and SMLB Systems","authors":"Venu Yarlagadda, J. Rao, Giriprasad Ambati, S. K. Karthik Kumar, K. Rajesh","doi":"10.1109/ICSTCEE54422.2021.9708590","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708590","url":null,"abstract":"The Power System stability plays an extraordinary role in system security and reliability of power grid, and is broadly classified into Generator Stability and Voltage Stability. These two stability issues are can’t be separated with each other and one is interdepends on the other. The main objective of the article is to analyze both of these problems simultaneously with the development of a Three Bus System by integrating both these stability problems. The three bus test system is formed with Single Machine Infinite Bus (SMIB) System with that of the Single Machine Load Bus (SMLB) systems. The SMLB system used to study the absolute voltage stability alone whereas SMIB System is resembles the Generator Stability problem. The Simulink Model is developed for the three bus test system to evaluate the integrated angle and voltage stability analysis. The voltage stability can be assessed using pv and qv curves and angle stability is analyzed with power angle curves. Static Var Compensator (SVC) is used to improve the power system stability. The test system performance is evaluated and compared without and with Static Shunt Compensator.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"174 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115564983","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: 1
VLSI Implementation of a High Speed and Area efficient N-bit Digital CMOS Comparator 高速高效n位数字CMOS比较器的VLSI实现
S. Karunakaran, K. Pavan, P. Reddy
This paper deals with a comparator with N bits which is efficient in terms of area and operates at high speed with power dissipation as low as possible. Area and power necessities can be scaled down by this proposed digital comparator. Among all the arithmetic operations comparison is the most basic. This operation directs if one number is less than, greater than, or equals to the other number. In our proposed model comparison is carried out bit wise up to least significant from most significant bit , when bits are equal only then comparison forgoes ,which is called as parallel prefix tree structure is exercised. This proposed methodology of comparator structure comprises of two independent modules .Comparison evaluation unit (CEU) and final unit (FU) named first and second units respectively. For implementing tree structure results obtained from systematic structure of repeated logic cells is validated. By depending on the outcomes of CEU, FU module authenticates the result. The presence of structured VLSI methodology in the mooted architecture grants the area derivation through analytical method relating transistors count and entire total delay can be seen in terms of operand bit width. By making use of 0.18 micron CMOS technology at 1 GHz spectre simulations have been performed. Using this proposed design, power consumption reduced by 77.76% and operating speed had increased by 31.92% when compared with existing model.
本文研究了一种N位比较器,该比较器在面积上是高效的,在高速度下运行,功耗尽可能低。该数字比较器可以减小面积和功率需求。在所有的算术运算中,比较运算是最基本的。该操作指示一个数字是否小于、大于或等于另一个数字。在我们提出的模型中,比较是从最高有效位到最低有效位进行的,当位相等时才放弃比较,这被称为并行前缀树结构。该比较物结构方法包括两个独立的模块:比较评价单元(CEU)和最终单元(FU),分别命名为第一单元和第二单元。为实现树形结构,验证了由重复逻辑单元系统结构得到的结果。通过依赖CEU的结果,FU模块对结果进行验证。在讨论的体系结构中存在结构化VLSI方法,通过分析方法将晶体管数量和整个总延迟与操作数位宽度相关,从而获得面积推导。利用0.18微米CMOS技术在1ghz波段进行了光谱模拟。采用该设计,与现有机型相比,功耗降低77.76%,运行速度提高31.92%。
{"title":"VLSI Implementation of a High Speed and Area efficient N-bit Digital CMOS Comparator","authors":"S. Karunakaran, K. Pavan, P. Reddy","doi":"10.1109/ICSTCEE54422.2021.9708574","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708574","url":null,"abstract":"This paper deals with a comparator with N bits which is efficient in terms of area and operates at high speed with power dissipation as low as possible. Area and power necessities can be scaled down by this proposed digital comparator. Among all the arithmetic operations comparison is the most basic. This operation directs if one number is less than, greater than, or equals to the other number. In our proposed model comparison is carried out bit wise up to least significant from most significant bit , when bits are equal only then comparison forgoes ,which is called as parallel prefix tree structure is exercised. This proposed methodology of comparator structure comprises of two independent modules .Comparison evaluation unit (CEU) and final unit (FU) named first and second units respectively. For implementing tree structure results obtained from systematic structure of repeated logic cells is validated. By depending on the outcomes of CEU, FU module authenticates the result. The presence of structured VLSI methodology in the mooted architecture grants the area derivation through analytical method relating transistors count and entire total delay can be seen in terms of operand bit width. By making use of 0.18 micron CMOS technology at 1 GHz spectre simulations have been performed. Using this proposed design, power consumption reduced by 77.76% and operating speed had increased by 31.92% when compared with existing model.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114175728","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
Design Speech Recognition Systems in the nosily Environment by Utilizing intelligent Devices 利用智能设备设计嘈杂环境下的语音识别系统
Ali Nasret Najdet Coran, Ardm Haseeb Mohammaed Ali, Zuhair Shakor Mahhmood, Sameen F Mohammed
Many individuals have always found the ability to recognize human speech interesting because of the diversity of applications in virtually every industry. Improvements in human voice/speech recognition capacity and quality have been made possible via advancements in science and technology, particularly when using equipment known as a terminal. Speech recognition enables devices to alter speech data in a manner that is understandable, and this means that information has been completely identified and comprehended. The main aim of recognizing human voice is to be able to tailor information (for humans) for device use. The main goal of voice recognition systems is to allow the device to interact with the user and provide new possibilities. The growing use of intelligent terminals, as well as their substantial scientific and technological potential, calls into question the capabilities of human voice recognition in the workplace. The aim of this article is to demonstrate human speech recognition capabilities utilizing intelligent terminal devices. Also, this will primarily be investigated in the transportation (vehicle) context, where the advantages and disadvantages of these devices and concepts will be assessed.
许多人总是发现识别人类语言的能力很有趣,因为几乎每个行业的应用都很多样化。通过科学技术的进步,特别是在使用终端设备时,人类语音/语音识别能力和质量的提高成为可能。语音识别使设备能够以可理解的方式改变语音数据,这意味着信息已被完全识别和理解。识别人类声音的主要目的是能够(为人类)为设备使用量身定制信息。语音识别系统的主要目标是允许设备与用户交互,并提供新的可能性。越来越多的智能终端的使用,以及它们巨大的科学和技术潜力,使人们对人类语音识别在工作场所的能力产生了质疑。本文的目的是演示利用智能终端设备的人类语音识别能力。此外,这将主要在运输(车辆)背景下进行调查,其中将评估这些设备和概念的优点和缺点。
{"title":"Design Speech Recognition Systems in the nosily Environment by Utilizing intelligent Devices","authors":"Ali Nasret Najdet Coran, Ardm Haseeb Mohammaed Ali, Zuhair Shakor Mahhmood, Sameen F Mohammed","doi":"10.1109/ICSTCEE54422.2021.9708576","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708576","url":null,"abstract":"Many individuals have always found the ability to recognize human speech interesting because of the diversity of applications in virtually every industry. Improvements in human voice/speech recognition capacity and quality have been made possible via advancements in science and technology, particularly when using equipment known as a terminal. Speech recognition enables devices to alter speech data in a manner that is understandable, and this means that information has been completely identified and comprehended. The main aim of recognizing human voice is to be able to tailor information (for humans) for device use. The main goal of voice recognition systems is to allow the device to interact with the user and provide new possibilities. The growing use of intelligent terminals, as well as their substantial scientific and technological potential, calls into question the capabilities of human voice recognition in the workplace. The aim of this article is to demonstrate human speech recognition capabilities utilizing intelligent terminal devices. Also, this will primarily be investigated in the transportation (vehicle) context, where the advantages and disadvantages of these devices and concepts will be assessed.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130582945","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: 1
Distributed DoS Detection in IoT Networks Using Intelligent Machine Learning Algorithms 物联网网络中使用智能机器学习算法的分布式DoS检测
S. Binny, Shamili Srimani Pendyala, S. J. Pimo, Sagaya Aurelia, P. Reddy, D. Satyanarayana
The threat of a Distributed Denial of Service (DDoS) attack on web-based services and applications is grave. It only takes a few minutes for one of these attacks to cripple these services, making them unavailable to anyone. The problem has further persisted with the widespread adoption of insecure Internet of Things (IoT) devices across the Internet. In addition, many currently used rule-based detection systems are weak points for attackers. We conducted a comparative analysis of ML algorithms to detect and classify DDoS attacks in this paper. These classifiers compare Nave Bayes with J48 and Random Forest with ZeroR ML as well as other machine learning algorithms. It was found that using the PCA method, the optimal number of features could be found. ML has been implemented with the help of the WEKA tool.
分布式拒绝服务(DDoS)攻击对基于web的服务和应用程序的威胁是严重的。这些攻击只需几分钟就能使这些服务瘫痪,使任何人都无法使用它们。随着不安全的物联网(IoT)设备在互联网上的广泛采用,这个问题进一步持续存在。此外,许多目前使用的基于规则的检测系统是攻击者的弱点。本文对ML算法检测和分类DDoS攻击进行了对比分析。这些分类器比较了Nave Bayes与J48和Random Forest与ZeroR ML以及其他机器学习算法。结果表明,采用主成分分析方法可以找到最优的特征数量。ML是在WEKA工具的帮助下实现的。
{"title":"Distributed DoS Detection in IoT Networks Using Intelligent Machine Learning Algorithms","authors":"S. Binny, Shamili Srimani Pendyala, S. J. Pimo, Sagaya Aurelia, P. Reddy, D. Satyanarayana","doi":"10.1109/ICSTCEE54422.2021.9708569","DOIUrl":"https://doi.org/10.1109/ICSTCEE54422.2021.9708569","url":null,"abstract":"The threat of a Distributed Denial of Service (DDoS) attack on web-based services and applications is grave. It only takes a few minutes for one of these attacks to cripple these services, making them unavailable to anyone. The problem has further persisted with the widespread adoption of insecure Internet of Things (IoT) devices across the Internet. In addition, many currently used rule-based detection systems are weak points for attackers. We conducted a comparative analysis of ML algorithms to detect and classify DDoS attacks in this paper. These classifiers compare Nave Bayes with J48 and Random Forest with ZeroR ML as well as other machine learning algorithms. It was found that using the PCA method, the optimal number of features could be found. ML has been implemented with the help of the WEKA tool.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127909332","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: 1
Computerization in Home: Change in Way of Life 家庭电脑化:生活方式的改变
Tanay Reshamwala, Charmil Shah, Swapna Naik
The giant network and applications offered by a device tiny enough to be called “Dust”, has revolutionized the way we live our lives. IoT has gained rapid access and application in a wide spectrum of applications ranging from a heart monitoring device to a sensor in hazardous factory locations saving lives further leaping on to home automation & managing vehicles on roads. Home automation has seen an increased usage in developed countries as most homes are equipped and controlled through IoT. The Internet of Things is a huge network of associated things and individuals all of which gather and share data about the manner in which they are utilized and about the environment around them. In today’s modern technological era IOT has gained much admiration and is evolving at a very high pace. This paper lays out an idea of creating an IOT based Home Automation system. It illustrates the use of various hardware devices such as Arduino Uno, ESP8266 NodeMCU and some sensors along with software applications like the google firebase which is a realtime database to create a completely functional smart home. This project proposes a system where the home appliances can be controlled from the user’s mobile application via the internet from any part of the world while other minor devices and their tasks are fully automated by the system. It even integrates voice commands to the system using Google’s Voice Assistant system. The paper presents a very simple and cost effective system that can be easily implemented in any household.
一个小到被称为“尘埃”的设备提供了巨大的网络和应用程序,它彻底改变了我们的生活方式。物联网已经在广泛的应用中获得了快速的访问和应用,从心脏监测设备到危险工厂场所的传感器,从而进一步跨越到家庭自动化和管理道路上的车辆。家庭自动化在发达国家的使用越来越多,因为大多数家庭都是通过物联网装备和控制的。物联网是一个由相互关联的事物和个人组成的庞大网络,所有这些事物和个人都收集并共享有关它们被利用的方式和周围环境的数据。在当今的现代技术时代,物联网已经获得了很多的赞赏,并且正在以非常高的速度发展。本文提出了创建基于物联网的家庭自动化系统的想法。它说明了使用各种硬件设备,如Arduino Uno, ESP8266 NodeMCU和一些传感器以及软件应用程序,如谷歌firebase,这是一个实时数据库,以创建一个功能齐全的智能家居。这个项目提出了一个系统,在这个系统中,家用电器可以从用户的移动应用程序中通过互联网从世界的任何地方进行控制,而其他小型设备及其任务则由系统完全自动化。它甚至使用谷歌的语音助手系统将语音命令集成到系统中。本文介绍了一个非常简单和经济有效的系统,可以很容易地在任何家庭实施。
{"title":"Computerization in Home: Change in Way of Life","authors":"Tanay Reshamwala, Charmil Shah, Swapna Naik","doi":"10.22214/ijraset.2021.38608","DOIUrl":"https://doi.org/10.22214/ijraset.2021.38608","url":null,"abstract":"The giant network and applications offered by a device tiny enough to be called “Dust”, has revolutionized the way we live our lives. IoT has gained rapid access and application in a wide spectrum of applications ranging from a heart monitoring device to a sensor in hazardous factory locations saving lives further leaping on to home automation & managing vehicles on roads. Home automation has seen an increased usage in developed countries as most homes are equipped and controlled through IoT. The Internet of Things is a huge network of associated things and individuals all of which gather and share data about the manner in which they are utilized and about the environment around them. In today’s modern technological era IOT has gained much admiration and is evolving at a very high pace. This paper lays out an idea of creating an IOT based Home Automation system. It illustrates the use of various hardware devices such as Arduino Uno, ESP8266 NodeMCU and some sensors along with software applications like the google firebase which is a realtime database to create a completely functional smart home. This project proposes a system where the home appliances can be controlled from the user’s mobile application via the internet from any part of the world while other minor devices and their tasks are fully automated by the system. It even integrates voice commands to the system using Google’s Voice Assistant system. The paper presents a very simple and cost effective system that can be easily implemented in any household.","PeriodicalId":146490,"journal":{"name":"2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)","volume":"241 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115219392","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: 2
期刊
2021 Second International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1