International Journal of Innovative Research in Computer Science and Technology最新文献_第3页

Real Time Prevention of Driver Fatigue Using Deep Learning and MediaPipe 利用深度学习和MediaPipe实时预防驾驶员疲劳

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-05-10 DOI: 10.55524/ijircst.2023.11.3.2

Swapnil Dalve, Ishwar Ramdasi, Ganesh Kothawade, Yash Khadke, Manasi Wete

{"title":"Real Time Prevention of Driver Fatigue Using Deep Learning and MediaPipe","authors":"Swapnil Dalve, Ishwar Ramdasi, Ganesh Kothawade, Yash Khadke, Manasi Wete","doi":"10.55524/ijircst.2023.11.3.2","DOIUrl":"https://doi.org/10.55524/ijircst.2023.11.3.2","url":null,"abstract":"This paper describes the development of a system for detecting driver drowsiness whose goal is to alert drivers of their sleepy state to prevent traffic accidents. It is essential that drowsiness detection in a driving environment be conducted in a non-intrusive manner and that the driver not be troubled by alerts when they are not sleepy. We make use of the MediaPipe Facemesh framework to extract facial features and the Binary Classification Neural Network to precisely detect drowsy states in our solution to this open problem. The solution that minimize false positives is created to determine whether or not the driver exhibits sleepiness symptoms. The approach extracts numerical features from images using deep learning techniques, which are then added to a fuzzy logic-based system. This system typically achieve 91% accuracy on training data and 92% accuracy on test data. The fuzzy logic-based approach, however, stands out because it doesn't raise erroneous alerts (percentage of correctly identified footage where the driver is not tired). Although the findings are not particularly satisfying, the recommendations offered in this study are promising and may be used as a strong platform for future work.","PeriodicalId":218345,"journal":{"name":"International Journal of Innovative Research in Computer Science and Technology","volume":"209 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128164475","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

Analysing the Impact of Substrate Thickness on Antenna Performance for GPS Application 分析基板厚度对GPS天线性能的影响

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-05-05 DOI: 10.55524/ijircst.2023.11.3.10

R. S, Guganesh R, Harinee V, S. S

引用次数: 0

Review Analysis of Cyber Security in Healthcare System: A Systematic Approach of Modern Development 医疗保健系统网络安全综述分析:现代发展的系统方法

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-05-04 DOI: 10.55524/ijircst.2023.11.3.7

Venkateswaran Radhakrishnan

引用次数: 0

Stress Alarm Raiser Based on Facial Expressions 基于面部表情的压力警报器

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-05-04 DOI: 10.55524/ijircst.2023.11.3.9

S. Sinha, Aakarsh Sharma

引用次数: 0

Techniques for Data Mining Prediction in the Health Care Sector 医疗保健领域的数据挖掘预测技术

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-05-03 DOI: 10.55524/ijircst.2023.11.3.6

Aditya Tripathi, Amit Kumar Sharma

引用次数: 0

Effect of Acid Treated Recycled Aggregate On Properties of Concrete 酸处理再生骨料对混凝土性能的影响

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-03-28 DOI: 10.55524/ijircst.2023.11.2.13

Dr. A. Sivasubramanian, Syed Abiduddin, D. Manoj, T. Vishnu, K. Ashok, P. Mounika, J. V. Krishna

{"title":"Effect of Acid Treated Recycled Aggregate On Properties of Concrete","authors":"Dr. A. Sivasubramanian, Syed Abiduddin, D. Manoj, T. Vishnu, K. Ashok, P. Mounika, J. V. Krishna","doi":"10.55524/ijircst.2023.11.2.13","DOIUrl":"https://doi.org/10.55524/ijircst.2023.11.2.13","url":null,"abstract":"The main factors effecting the usage of recycled course aggregate (RCA) in concrete mix was its lack of quality. The surface of the recycled aggregate may contain some cement mortar which affects the quality of recycled aggregate. This paper is about to study on recycled aggregate in various test performances by the acid soaking treatment methods using sulphuric acid, nitric acid, hydrochloric acid. FIVE series of concrete mixtures are prepared those are natural aggregate, recycled aggregate, recycled aggregate with HCL, recycled aggregate with H2SO4, recycled aggregate with HNO3. The effectiveness of using these treated recycled aggregate in concrete and strength, durability characteristics of concrete were examined and their properties of aggregates were calculated. In the test results the behaviour of recycled aggregate has improved after soaking in acid treatment. Out of this three acids first recycled aggregates treated with sulphuric acid has given best results, after that nitric acid somehow better but hydrochloric acid has given very poor performance. From the overall study the strength and durability characteristics of concrete by recycled aggregate can be improved in a good way by using the treated recycled aggregate in concrete.","PeriodicalId":218345,"journal":{"name":"International Journal of Innovative Research in Computer Science and Technology","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127439915","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

Verification of UART and I2C Protocols Using System Verilog 使用系统Verilog验证UART和I2C协议

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-03-01 DOI: 10.55524/ijircst.2023.11.2.11

Dr. Ch. Manohar Kumar, G. M. Babu, A. Chakradhar, Pranav A, D. Sudheer, U. A. Prince

{"title":"Verification of UART and I2C Protocols Using System Verilog","authors":"Dr. Ch. Manohar Kumar, G. M. Babu, A. Chakradhar, Pranav A, D. Sudheer, U. A. Prince","doi":"10.55524/ijircst.2023.11.2.11","DOIUrl":"https://doi.org/10.55524/ijircst.2023.11.2.11","url":null,"abstract":"Design Verification in VLSI is the most important step in the product development process. It aims to confirm that the system designed meets with the standards and requirements of the system. Verification is the process of checking whether the designed system performs all the required functionality specified in the design by writing the test bench or verification environment that contains group of classes and modules which generates input stimulus to the system and the output from that design is compared with the expected output. A communication system has set of roles those are called protocols. UART is a serial communication protocol that is used when only two devices are needed to communicate and it uses peer to peer topology. I2C stands for Inter Integrated Circuit used for communication between master and slave in which more than one slave devices or memory can be connected to a master device. System Verilog has been primarily used for the verification purposes in VLSI because it has the features of Hardware Description Languages such as Verilog and VHDL, C and C++ and functional coverage, assertion coverage, constrained randomization and supports OOPs concepts.","PeriodicalId":218345,"journal":{"name":"International Journal of Innovative Research in Computer Science and Technology","volume":"86 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126252713","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

A Review Article on the Prediction of Diseases at an Early Stage 疾病早期预测研究综述

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-03-01 DOI: 10.55524/ijircst.2023.11.2.8

Mohd Nadeem Khan, Ankita Srivastava

{"title":"A Review Article on the Prediction of Diseases at an Early Stage","authors":"Mohd Nadeem Khan, Ankita Srivastava","doi":"10.55524/ijircst.2023.11.2.8","DOIUrl":"https://doi.org/10.55524/ijircst.2023.11.2.8","url":null,"abstract":"Individuals today suffer from a wide range of diseases as a result of their lifestyle choices and the environment in which they live. The objective of forecasting disease at an earlier stage becomes an increasingly vital condition as the identification and prediction of such diseases at their earlier phases become highly significant. Most individuals are too lazy to go to the hospital or see a doctor for a small problem. Our approach focuses on accuracy to detect additional symptoms for illness prediction in healthcare. In this section, I've employed a variety of machine learning algorithms carefully and focused in this few, which achieved the highest accuracy with that specific condition in order to build a strong model that produces the most exact forecasts. This work introduces the topics of illness prediction, disease therapy, and local medical consultation with effective machine learning programming. There are several diseases in the world that are brought on by the conditions of people's living habits or their surroundings. Thus, this study offers a summary of machine learning-based illness prediction.","PeriodicalId":218345,"journal":{"name":"International Journal of Innovative Research in Computer Science and Technology","volume":"45 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131163888","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

Comparison between Multiple Attribute Decision Making Methods through Objective Weighting Method in Determining Best Employee 目标加权法多属性决策方法在最佳员工确定中的比较

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-03-01 DOI: 10.55524/ijircst.2023.11.2.10

Andre Hasudungan Lubis, N. Khairina, Muhammad Fikri Riandra

引用次数: 0

Removal of Turbidity by Using Moringa Oliefera 辣木对浊度的去除作用

International Journal of Innovative Research in Computer Science and Technology Pub Date : 2023-01-31 DOI: 10.55524/ijircst.2023.11.1.16

S. Reddemma, K. Rajesh, B. Ramesh, G. Tejeswini, B. Pavan, D. Amarendra

引用次数: 0