2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)最新文献

Comparative Analysis of BERT-base Transformers and Deep Learning Sentiment Prediction Models 基于bert的变压器和深度学习情感预测模型的比较分析

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047651

Anandan Chinnalagu, A. Durairaj

{"title":"Comparative Analysis of BERT-base Transformers and Deep Learning Sentiment Prediction Models","authors":"Anandan Chinnalagu, A. Durairaj","doi":"10.1109/SMART55829.2022.10047651","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10047651","url":null,"abstract":"The state-of-the-art Bidirectional Encoder Representations from Transformers (BERT) and Deep Learning (DL) models are used for Natural Language Processing (NLP) applications. Social media marketing and customers positive sentiments play major role for many online businesses.It is a crucial task for companies to predict customers sentiment based on context from online reviews. Predicting accurate sentiment is a time-consuming and challenging task due to high volume of unstructured customers review dataset. There are many previous experimental results reveals the performance and inaccuracy issues on large scale customer reviews datasets. This paper presents the comparative analysis of experimental research work on BERT, Hybrid fastText-BILSTM, and fastText Trigram models overcome more accurate sentiment prediction challenges. We propose fine-tuned BERT and Hybrid fastText-BILSTM models for large customer review datasets. This comparative analysis results show that the proposed fine-tuned BERT model performs better compare to other DL models in terms of accuracy and other performance measures.","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115379507","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

Blockchain Implementation in Financial Sector and Cyber Security System 区块链在金融领域的应用和网络安全体系

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047779

Jeidy Panduro-Ramirez, Ashvine Kumar Sharma, Gurpreet Singh, Kumari H. Pavana, Claudia Poma-Garcia, Surendra Kumar Shukla

{"title":"Blockchain Implementation in Financial Sector and Cyber Security System","authors":"Jeidy Panduro-Ramirez, Ashvine Kumar Sharma, Gurpreet Singh, Kumari H. Pavana, Claudia Poma-Garcia, Surendra Kumar Shukla","doi":"10.1109/SMART55829.2022.10047779","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10047779","url":null,"abstract":"Blockchain is a decentralized log which is used to conduct business and anonymously trade virtual money. To verify a business request, every connected network member receives access to the most updated version of the protected ledger. The network ledger is a database of all previously completed Cryptocurrency payments. In essence, it's a type of database that keeps track of ever-expanding vandal standard data chunks that include batch of actual accounts. A sequential and temporal sequence is maintained when the finished blocks are introduced. Each block has a stamp and also an info link that refers to the block before it. Every user may join to the mentoring, permit Bitcoin system and transmit fresh transactions to validate and add new blocks. In a 2008 research article that was uploaded to a cryptographic newsgroup, Nakamoto provided architectural features for the Bit virtual currency. Nakamoto's idea provided cryptologists with a long-needed solution and created the groundwork for digital currency. This essay describes Bitcoin's operation as well as its idea, traits, and need. It aims to emphasize the influence of cryptocurrency on the growth of the Internet of Everything (I), financial firms, and banks in the past).","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115650962","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: 7

Using CNN and Open CV, Mood Identification with Face Feature Learning 基于CNN和Open CV的情绪识别与人脸特征学习

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047674

Hem Lata Sharma, Meenakshi Sharma

引用次数: 1

Code Injection Assault & Mitigation Model to Prevent Attacks 防止攻击的代码注入攻击和缓解模型

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10046835

Shalom Akhai, Vincent Balu

引用次数: 0

Investigating the Role of Block Chain to Secure Identity in IoT for Industrial Automation 研究区块链在工业自动化物联网安全身份中的作用

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047385

Dipesh Uike, Sandeep Agarwalla, V. Bansal, M. Chakravarthi, Rajesh Singh, Prabhdeep Singh

{"title":"Investigating the Role of Block Chain to Secure Identity in IoT for Industrial Automation","authors":"Dipesh Uike, Sandeep Agarwalla, V. Bansal, M. Chakravarthi, Rajesh Singh, Prabhdeep Singh","doi":"10.1109/SMART55829.2022.10047385","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10047385","url":null,"abstract":"The information is accessible to everyone using a block chain-capable app. Each single set of information that comes has its own block. When a blocks is loaded with information and linked to the block before it, a historic path for data are generated. The openness and virtual moral purity of IoT technologies shield smart devices from cyber-attacks. The brick chain's ability to store data in events and validate these activities with node may be utilized to provide secure connection amongst Connected systems. Automation has advanced due to the Internet of Things (IOT). By using block chain, we can increase the safety and confidentiality. This paper's focus is on the architecture and functionality of blockchain-based IoT technologies for industrial automation. Along with the Blockchain's numerous characteristics, its benefits are being investigated. The use cases and blockchain appropriateness studies for secure industrial automation have also been performed. In the last section, We examine the security components of the blockchain for a comparative analysis in both Man-in-the-middle and denial-of-service attack scenarios.","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"125 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127480803","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

A Review Mostly on Identification of Early Tamil Extracts Actors Through Historical Writing 早期泰米尔语摘录演员的历史书写鉴定述评

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047090

Anand Shukla, Vijender Kumar Solanki

{"title":"A Review Mostly on Identification of Early Tamil Extracts Actors Through Historical Writing","authors":"Anand Shukla, Vijender Kumar Solanki","doi":"10.1109/SMART55829.2022.10047090","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10047090","url":null,"abstract":"Any technique that uses Extracts inscriptions and historical writing to identify characters translates into the modern Tamil text encoding. One of most difficult parts is identifying the oldest Tamil symbols. It is more hard to identify the symbols if the lettering are now on the surfaces. In texts written in English or other tongues, text detection has almost perfected itself. Owing to their existence from the third millennium B.c.e. to the fourth century CE, ancient sanskrit symbols in medieval manuscripts are exceedingly hard to ascertain. First, the vowels resemble phonetic vowel symbols; next, the publisher doesn't quite accurately transcribe the Extracts no.19; and third, the font are transcribed using various genres and stroked. As a result, the average accuracy in Written in sanskrit letters is not high. If this continues, the next population won't be able to identify the vital information our ancestors provided. Only one small number of individuals are recognized to have historic characteristics. In these seismic surveys, we evaluate several 'll look using tables.","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125921707","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

Machine Learning Methods of Industrial Automation System in Manufacturing and Control Sector using Joystick with and Robotic Technology 基于操纵杆和机器人技术的制造和控制领域工业自动化系统的机器学习方法

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047023

Sajithunisa Hussain, Remya P George, Nazia Ahmad, R. Jahan

引用次数: 0

The Emerging Role of the Knowledge Driven Applications of Wireless Networks for Next Generation Online Stream Processing 下一代在线流处理中无线网络知识驱动应用的新角色

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047114

V. Gunturu, P. Kumari, S. Chithra, Bhargabjyoti Saikia, Rajesh Singh, D. P. Singh

引用次数: 0

Super Six - Axis Cord Influenced Linear Laser for Personal Flower Management in Cultivation with Live Control Systems is Connected to The Robot Manipulator 超六轴线束影响线性激光实时控制系统与机器人机械手连接

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10046682

B. E. Narasimhayya, S. B. Vinay Kumar

{"title":"Super Six - Axis Cord Influenced Linear Laser for Personal Flower Management in Cultivation with Live Control Systems is Connected to The Robot Manipulator","authors":"B. E. Narasimhayya, S. B. Vinay Kumar","doi":"10.1109/SMART55829.2022.10046682","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10046682","url":null,"abstract":"In today's agribusiness, using robotics, machine learning, and also the web of things has become standard practise. The agricultural business is being forced to embrace such new methods in order to address issues like massive unemployment, rising food consumption with declining quality farmland, efficiency per square land, and deteriorating food quality due to global warming. As a result of the aforementioned difficulties and the world's increasing population, research and innovation in agricultural technology have become more crucial nowadays. In this document, we suggest an AI-powered wire automaton with six levels of autonomy and an omega automaton with degrees of opportunity that can help with agricultural tasks like sorting, pest management, picking strawberries and flowers, fertiliser application, and tracking of plant development, NPK tiers, and soil moisture. The robotic is called Farmbot. The Based criteria may communicate crop information to distant servers where it can be processed and retrieved to get further insight into soil quality. It can also be managed and watched remotely by a home computer or via a mobile internet software. The Farmbot may be programmed to do routine tasks including continuous monitoring, collecting fruit, cleaning, applying fertiliser, and gathering information about each plant. The Farmbot has direct exposure to just about any area of the field thanks to its placement over a moveable four wheels bot. This Farmbot's goal is mainly on providing individualised plant maintenance and aiding producers in raising output. As a design illustration of a functioning version for the imagined Farmbot, a 3D depiction is shown. The simulation's outcomes are shown.","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114391287","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

Deep Learning Model to Identify Hide Images using CNN Algorithm 使用CNN算法识别隐藏图像的深度学习模型

2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART) Pub Date : 2022-12-16 DOI: 10.1109/SMART55829.2022.10047661

R. Shukla, A. Sengar, Anurag Gupta, Nupa Ram Chauhar

{"title":"Deep Learning Model to Identify Hide Images using CNN Algorithm","authors":"R. Shukla, A. Sengar, Anurag Gupta, Nupa Ram Chauhar","doi":"10.1109/SMART55829.2022.10047661","DOIUrl":"https://doi.org/10.1109/SMART55829.2022.10047661","url":null,"abstract":"In this paper, we are obtaining and solving the problem of face identification and verification including with mask and without mask face images. In this algorithm they model allows users to use the webcam, digital cameras and multimedia cameras for identify and detect several face related features in the faces. In this paper, we are conducting detailed and systematic result to verify the effectiveness of these classic feature learning systems on linear and nonlinear class imbalanced outcomes. We also demonstrate more discriminatory deep representation features can be learned through the implementation of a deep network model. This model is maintaining the margin of the both classes including clusters. With using Convolutional Neural Network (CNN), they are providing efficient result in with mask and without mask face image. They are providing good result in both offline and real time performance with predictable value of accuracy. They are done research in evaluations of being made for publicly available datasets like DEEPFace and with mask and without mask dataset. The proposed model is working best result in different-different face related datasets to identify with face mask and without face mask images.","PeriodicalId":431639,"journal":{"name":"2022 11th International Conference on System Modeling & Advancement in Research Trends (SMART)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114448660","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