ITM Web of Conferences最新文献

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A Deep Learning Model to predict the Industry Readiness of Engineering Students Community 基于深度学习模型预测工程专业学生群体的行业准备程度
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/ITMCONF/20213701017
Ashok Murugesan, K. Ramasamy, Umadevi Ashok, R. Pandian
{"title":"A Deep Learning Model to predict the Industry Readiness of Engineering Students Community","authors":"Ashok Murugesan, K. Ramasamy, Umadevi Ashok, R. Pandian","doi":"10.1051/ITMCONF/20213701017","DOIUrl":"https://doi.org/10.1051/ITMCONF/20213701017","url":null,"abstract":"Industry readiness of Engineering students community is a big challenge in the recent campus recruitments. 21st century skills are completely mapped with the technical and non – technical knowledge background of the engineering graduates. In this paper the work narrated the process of identifying the parameters for skill assessment of the candidates and derived a learner model using deep learning framework. Further the model can be used to predict the employability readiness of candidates.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"40 5","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120922989","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
5G base station prototyping: implementation possibilities in Russia 5G基站原型:在俄罗斯实施的可能性
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20193003001
Oleg Ponomarev, A. Moiseichenkov, A. Bakhtin, E. Omelyanchuk, A. Semenova, V. Mikhailov
{"title":"5G base station prototyping: implementation possibilities in Russia","authors":"Oleg Ponomarev, A. Moiseichenkov, A. Bakhtin, E. Omelyanchuk, A. Semenova, V. Mikhailov","doi":"10.1051/itmconf/20193003001","DOIUrl":"https://doi.org/10.1051/itmconf/20193003001","url":null,"abstract":"A brief overview of the development of 5G mobile communications in the world and in Russia is presented. 5G pilot projects in Russia are considered. The basic requirements for 5G networks, the tasks facing developers, examples of hardware and brief technical specifications of hardware produced in Russia that can be used to create base station equipment for 5G networks are given. The work of MIET on the development of software and algorithmic support for 5G transceiver equipment is described. An estimation is given concerning the feasibility of implementing 5G generation mobile communication base stations in Russia, including on the basis of hardware from Russian manufacturers.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"39 5","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120927393","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
Intrusion Detection System Using machine learning Algorithms 基于机器学习算法的入侵检测系统
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20224602003
Rachid Tahri, Y. Balouki, A. Jarrar, A. Lasbahani
{"title":"Intrusion Detection System Using machine learning Algorithms","authors":"Rachid Tahri, Y. Balouki, A. Jarrar, A. Lasbahani","doi":"10.1051/itmconf/20224602003","DOIUrl":"https://doi.org/10.1051/itmconf/20224602003","url":null,"abstract":"The world has experienced a radical change due to the internet. As a matter of fact, it assists people in maintaining their social networks and links them to other members of their social networks when they require assistance. In effect sharing professional and personal data comes with several risks to individuals and organizations. Internet became a crucial element in our daily life, therefore, the security of our DATA could be threatened at any time. For this reason, IDS plays a major role in protecting internet users against any malicious network attacks. (IDS) Intrusion Detection System is a system that monitors network traffic for suspicious activity and issues alerts when such activity is discovered. In this paper, the focus will be on three different classifications; starting by machine learning, algorithms NB, SVM and KNN. These algorithms will be used to define the best accuracy by means of the USNW NB 15 DATASET in the first stage. Based on the result of the first stage, the second one is used to process our database with the most efficient algorithm. Two different datasets will be operated in our experiments to evaluate the model performance. NSL-KDD and UNSW-NB15 datasets are used to measure the performance of the proposed approach in order to guarantee its efficiency.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121052525","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: 3
Augmented Reality based Navigation and Recognition System 基于增强现实的导航和识别系统
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20203203026
D. Panda, Gayatri Raje, Satish Y. Ket
{"title":"Augmented Reality based Navigation and Recognition System","authors":"D. Panda, Gayatri Raje, Satish Y. Ket","doi":"10.1051/itmconf/20203203026","DOIUrl":"https://doi.org/10.1051/itmconf/20203203026","url":null,"abstract":"The current navigation system requires the user to continuously map with the navigation application with the real-world environment. It sometimes leads to an incorrect path due to minor difference in the distance between different paths. The identification of nearby places of unknown locality is difficult as one has to ask for information and reviews which can be misleading. Recognition of unknown people for their authenticity cannot be guaranteed as one has to rely on official documents which can be fake. This paper aims to describe the design of an application that will provide the same reality-based environment as that seen through the naked eye, but it adds visual simulation or content to provide an enhanced view to the user during navigation. We will be using Augmented reality to provide users with more information, computer-assisted decision making, and interactive learning and training. The application will combine Google’s existing Maps data with a live feed from your phone’s camera to overlay walking directions on top of the real world and help you figure out which way you need to go. Identification of near-by places and authenticity of the unknown people can be done from the data stored on the cloud and will be augmented when scanned through the camera of the phone which is the only requirement of the application. It also enables the users to navigate indoors with the help of a radar map and arrow pointing towards the points of interest. This application enables the user to navigate using the mobile phone and get the directions augmented in the real world to take accurate decisions. The user can also navigate to different points of interest- indoor as well as outdoor. It also enables the recognition of places, as well as people and the details related to the same, get augmented.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121232977","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
Optimised Image Storage and Retrieval on Hadoop 基于Hadoop的优化图像存储和检索
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20235303001
Praveen M. Dhulavvagol, Akhilesh Gadagkar, K.J. Ateeth, Gururaj Hegade, Ritik Poonia, S. G. Totad
{"title":"Optimised Image Storage and Retrieval on Hadoop","authors":"Praveen M. Dhulavvagol, Akhilesh Gadagkar, K.J. Ateeth, Gururaj Hegade, Ritik Poonia, S. G. Totad","doi":"10.1051/itmconf/20235303001","DOIUrl":"https://doi.org/10.1051/itmconf/20235303001","url":null,"abstract":"With the exponential growth of data, it is difficult to efficiently store and retrieve data using traditional methods. There is a need to optimize the storage and to efficiently retrieve relevant data matching the user query. Traditional methods lack optimized storage and to effectively retrieve data. To overcome these limitations, in this project, we propose a distributed architecture framework to optimize memory usage and to effectively retrieve relevant data using Content-Based Image Retrieval (CBIR). The experimental results show that the proposed model enhances storage performance and retrieval time by 20%.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121238246","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
Analysis of the Dynamic Behavior of a Vehicle Suspension when Passing over a Bump 车辆悬架通过颠簸时的动态行为分析
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20192902014
S. Deac, S. Stanciu, Costel Berce, E. Oanţă, D. Vlădaia, L. Bereteu
{"title":"Analysis of the Dynamic Behavior of a Vehicle Suspension when Passing over a Bump","authors":"S. Deac, S. Stanciu, Costel Berce, E. Oanţă, D. Vlădaia, L. Bereteu","doi":"10.1051/itmconf/20192902014","DOIUrl":"https://doi.org/10.1051/itmconf/20192902014","url":null,"abstract":"Passing a vehicle over bumps generates sudden variations in acceleration with effects on passenger comfort. In this paper we aim to model the movement of a vehicle, considering only vertical movements, neglecting the movement of roll and pitch. Based on differential equations that govern dynamic behavior, a simulation model of motion is built in MATLAB, the Simulink® module. Suspensions of the vehicle will be considered as passive and semi-active. Passive and semi-active are still the most common suspensions, although active suspensions have been used lately, with mechanical parameters thatcharacterize suspensions, stiffness and dampers being controlled. The paper analyzes the responses given by the suspensions to the passage over bumps, and how they can be mitigated.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127135681","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
Theoretical and experimental studies of highly selective planar two-dimensional Bragg structures based on dielectric waveguides in the terahertz frequency range 在太赫兹频率范围内基于介质波导的高选择性平面二维Bragg结构的理论和实验研究
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20193007009
N. Ginzburg, N. Peskov, V. Zaslavsky, E. Kocharovskaya, A. Malkin, A. Sergeev, M. Proyavin, D. Sobolev
{"title":"Theoretical and experimental studies of highly selective planar two-dimensional Bragg structures based on dielectric waveguides in the terahertz frequency range","authors":"N. Ginzburg, N. Peskov, V. Zaslavsky, E. Kocharovskaya, A. Malkin, A. Sergeev, M. Proyavin, D. Sobolev","doi":"10.1051/itmconf/20193007009","DOIUrl":"https://doi.org/10.1051/itmconf/20193007009","url":null,"abstract":"Based on theoretical approach and three-dimensional modeling using the CST Microwave Studio code, planar dielectric two-dimensional Bragg structures in terahertz frequency range were developed and manufactured. Proof-of-principle electrodynamic experiments on the “cold” testing of these structures were carried out. It is shown that the experimental results are in good agreement with the theoretical predicts, including the existence of the highest Q mode inside the Bragg reflection band in the absence of periodicity defects.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127169013","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
Optimized use of Wavelet Packet Trees for the analysis of electrical waveforms 优化使用小波包树的分析波形
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20224901006
I. Nicolae, P. Nicolae, Daniel C. Cîrstea, Ilie Gheorghe
{"title":"Optimized use of Wavelet Packet Trees for the analysis of electrical waveforms","authors":"I. Nicolae, P. Nicolae, Daniel C. Cîrstea, Ilie Gheorghe","doi":"10.1051/itmconf/20224901006","DOIUrl":"https://doi.org/10.1051/itmconf/20224901006","url":null,"abstract":"Wavelet packet trees represent a topic which grows in popularity when it comes to analysis of electrical waveforms. It allows for time-frequency analysis providing information on narrower ranges of frequency (as compared to the faster Discrete Wavelet Decomposition), but the computational resources are significantly greater than that involved in other types of wavelet-based analysis. In order to allow for this type of analysis to be usable in real-time applications, that is – to reduce the runtime, original algorithms were conceived and tested. In the first part of this work, previously implemented algorithms are briefly described, along with their pros and cons. Afterward, a new runtime optimization algorithm is proposed. Details on data structures, workflow, tests and study of errors are provided. This algorithm diminishes with up to 59% the runtime required by the application of the superposition theorem in order to evaluate the contribution of clustered harmonics using WPT.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127242990","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: 3
Enhancing Performance of End-to-End Gujarati Language ASR using combination of Integrated Feature Extraction and Improved Spell Corrector Algorithm 结合集成特征提取和改进拼写校正算法提高端到端古吉拉特语ASR的性能
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/itmconf/20235401016
Bhavesh Bhagat, M. Dua
{"title":"Enhancing Performance of End-to-End Gujarati Language ASR using combination of Integrated Feature Extraction and Improved Spell Corrector Algorithm","authors":"Bhavesh Bhagat, M. Dua","doi":"10.1051/itmconf/20235401016","DOIUrl":"https://doi.org/10.1051/itmconf/20235401016","url":null,"abstract":"A number of intricate deep learning architectures for effective End-to-End (E2E) speech recognition systems have emerged due to recent advancements in algorithms and technical resources. The proposed work develops an ASR system for the publicly accessible dataset on Gujarati language. The approach provided in this research combines features like Mel frequency Cepstral Coefficients (MFCC) and Constant Q Cepstral Coefficients (CQCC) at front-end feature extraction methodologies. Enhanced spell corrector with BERT-based algorithm and Gated Recurrent Units (GRU) based DeepSpeech2 architecture are used to implement the back end portion of the proposed ASR system. The proposed study shown that combining the MFCC features and CQCC features extracted from speech with the GRU-based DeepSpeech2 model and the upgraded or enhanced spell corrector improves the Word Error Rate (WER) by 17.46% when compared to the model without post processing.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127254923","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
Study on the Definition of College Students’ Employability 大学生就业能力界定研究
ITM Web of Conferences Pub Date : 1900-01-01 DOI: 10.1051/ITMCONF/20192504001
Hongjie Li, Zhenjia Sun
{"title":"Study on the Definition of College Students’ Employability","authors":"Hongjie Li, Zhenjia Sun","doi":"10.1051/ITMCONF/20192504001","DOIUrl":"https://doi.org/10.1051/ITMCONF/20192504001","url":null,"abstract":"With the further exploration of high-level talent cultivation in universities and the improvement of the demand for talents by employers, researches on college students’ employability have been valued by scholars and universities. Cultivation of excellent employability has been a shared concern and objective for both college students and universities. The concept of employability has evolved over time. Scholars at home and abroad have different definitions on college students’ employability from different perspectives.","PeriodicalId":433898,"journal":{"name":"ITM Web of Conferences","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127449574","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: 4
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