INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT最新文献_第2页

Machine Learning and their Importance 机器学习及其重要性

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36768

Priyanka R. Gondaliya

引用次数: 0

Narrative Canvas: Story-Inspired Image Synthesis 叙事画布受故事启发的图像合成

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36822

Harshitha G N, Ms. Jeevitha M

引用次数: 0

Cyber Threat Detection Using Machine Learning 利用机器学习检测网络威胁

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36799

Prakriti Prakriti

{"title":"Cyber Threat Detection Using Machine Learning","authors":"Prakriti Prakriti","doi":"10.55041/ijsrem36799","DOIUrl":"https://doi.org/10.55041/ijsrem36799","url":null,"abstract":"As our world becomes more and more dependent on cyberspace in all fields, the number of cyber threats, their frequency and complexity have risen with an alarming rate. There are many forms of illegal activities committed over the internet, and together they form cyber-threats; from malware to phishing attacks, APT (advanced persistent threats), ransomware etc. Traditional security sits interaction of these threats is still limited compared to evolving nature, and hardly mitigates zero day attacks. As a result, Machine learning (ML) has become an essential indeed much-needed technology to empower Cyber threat detection and response. This paper investigates the increase in cyber threats as well as how cybersecurity techniques are perpetually enforced, while analysing methodology used by hackers. Here, we investigate a few of the bleeding-edge ML techniques being applied to detect and fight cyber threats from deep learning models like Convolutional Neural Networks (CNNs), Recurrent Neural Network, ensemble learning methods such as Random Forest and Support Vector Machine (SVM). This comprehensive overview highlights the effectiveness of these ML techniques in identifying and mitigating cyber threats, emphasizing the need for continuous innovation to stay ahead of increasingly sophisticated cybercriminal activities. KEYWORDS: Cyber Threat; Cybercrime; Machine Learning Application; Malware; Phishing; Ransomware; Spam;","PeriodicalId":504501,"journal":{"name":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","volume":"21 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141801663","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

Pancreatic Cancer Prediction Using Random Forest Classifier 使用随机森林分类器预测胰腺癌

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36818

D. M, D. Bg

引用次数: 0

Stock Market Predictions Using Machine Learning Techniques 使用机器学习技术预测股市

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36812

Nagapoojitha D N

引用次数: 0

From 5G Technology to Infinity whats next in Wireless Network 从 5G 技术到无限网络无线网络的下一步是什么？

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36801

Preethi L C, Pooja Pooja, Mrs. Roopa H M

{"title":"From 5G Technology to Infinity whats next in Wireless Network","authors":"Preethi L C, Pooja Pooja, Mrs. Roopa H M","doi":"10.55041/ijsrem36801","DOIUrl":"https://doi.org/10.55041/ijsrem36801","url":null,"abstract":"Abstract—With faster and more dependable connectivity, 5G technology has completely changed the wireless network sector and set the stage for the ”Internet of Things” (IoT). We anticipate the advent of ”smart cities” with 5G, where traffic signals, energy grids, and emergency services are connected to minimize inefficiencies. Much more substantial breakthroughs in wireless technology are anticipated with the release of the next generation. Although the exact nature of 6G remains unclear, researchers are actively investigating novel technologies that may provide even faster data transfer rates, reduced latency, and increased connection. According to some analysts, 6G may make it possible for technologies like the Internet of Nano-Things (IoNT) and augmented and virtual reality to become widely used. The possibilities are infinite once 6G is deployed. The possibility of quantum communication, which would provide unmatched speed and security, is being investigated by certain researchers. Some are in the process of creating novel wireless technologies that may allow nanoscale device communication. Even though these technologies are still in their infancy, they have the power to completely change how we engage with one another and the world at large. The possibilities for wireless networks seem limitless when we consider their future. The next wave of wireless technology, 5G and beyond, has the power to completely alter industry, communication, and society as a whole. We may anticipate fresh and interesting developments in the years to come thanks to continued research and development.","PeriodicalId":504501,"journal":{"name":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141800557","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

AI use in Automated Disaster Recovery for IT Applications in Multi Cloud 人工智能在多云 IT 应用程序自动灾难恢复中的应用

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36816

Rishiraj Nandedkar

引用次数: 0

Web Design Encompasses UI,UX and Responsive Development 网页设计包括用户界面、用户体验和响应式开发

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36809

K. Bhoomika, Dr Rajani Narayan

{"title":"Web Design Encompasses UI,UX and Responsive Development","authors":"K. Bhoomika, Dr Rajani Narayan","doi":"10.55041/ijsrem36809","DOIUrl":"https://doi.org/10.55041/ijsrem36809","url":null,"abstract":"Abstract—The goal of abstract design is to create visually ar- resting and thought-provoking user interfaces without necessarily depending on realistic representations. It entails utilizing bold colors, unusual shapes, and imaginative typography to create a singular and engrossing user experience. Art, architecture, and even surrealism are all frequently included into abstract design to create a surreal ambiance that emotionally connects with people. Abstract design has the power to arouse emotions, ignite the imagination, and even subvert consumers’ preconceptions by defying conventional design standards. Abstract components are useful in web design because they can be utilized to make websites stand out from the competition with dynamic backgrounds, inter- active animations, and creative navigation.Abstract components in web design can give a website a sophisticated, creative touch. In abstract design, non-representational shapes, forms, and colors are used to create a distinct visual language that does not always replicate scenes or items from the real world. This method can produce visually arresting and thought-provoking user interfaces that emotionally connect with users. Innovative navigation sys- tems, dynamic backgrounds, and interactive animations may all be made with abstract design to make a website stand out from the competition. Web designers can defy conventional design rules and produce a genuinely immersive user experience that makes an impression by introducing abstract components.","PeriodicalId":504501,"journal":{"name":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","volume":"19 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141799271","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 using Ensemble Machine Learning 利用集合机器学习进行入侵检测

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36806

Ms. Nikita Kotangale, Dr.Shrikant Sonekar, D. S. S. Sawwashere, Prof. Mirza Moiz Baig

{"title":"Intrusion Detection using Ensemble Machine Learning","authors":"Ms. Nikita Kotangale, Dr.Shrikant Sonekar, D. S. S. Sawwashere, Prof. Mirza Moiz Baig","doi":"10.55041/ijsrem36806","DOIUrl":"https://doi.org/10.55041/ijsrem36806","url":null,"abstract":"Now a days intrusion detection systems are essential for defending computer networking toward hostile activity. With the increasing complexity and diversity of modern cyber threats, traditional single-classifier-based IDS approaches often struggle to achieve optimal detection performance. To address this challenge, this study proposes an Intrusion Detection System using Ensemble Machine Learning. The methodology combines the strengths of multiple machine learning algorithms in an ensemble framework to enhance the accuracy, robustness, and efficiency of intrusion detection. The system incorporates steps such as data preprocessing, feature selection, ensemble model construction, and model performance. Techniques like data balancing, attribute encoding, and feature selection based on correlation are applied to optimize the IDS performance. The ensemble model benefits from the collective intelligence and diverse decision-making of multiple classifiers, improving the system's ability to accurately identify and respond to network intrusions. Through comprehensive result analysis, the study validates the effectiveness of the proposed IDS in terms of evaluation metrics, feature importance, robustness, and real- world impact. The proposed IDS using Ensemble Machine Learning offers a promising approach to tackle the dynamic and evolving nature of cyber threats, enhancing the security and resilience of computer networks. Keywords - Intrusion Detection System, Ensemble Machine Learning, Data Balancing, Feature Selection, Cyber Security.","PeriodicalId":504501,"journal":{"name":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","volume":"8 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141801040","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

Improving Traffic Sign Management: Creating An Indian Specific-Asset Management System 改进交通标志管理：创建印度特定资产管理系统

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT Pub Date : 2024-07-26 DOI: 10.55041/ijsrem36837

Payal Singh, Dr. R.R.L Birali, Akhand Pratap Singh

{"title":"Improving Traffic Sign Management: Creating An Indian Specific-Asset Management System","authors":"Payal Singh, Dr. R.R.L Birali, Akhand Pratap Singh","doi":"10.55041/ijsrem36837","DOIUrl":"https://doi.org/10.55041/ijsrem36837","url":null,"abstract":"Asset management is a systematic process focused on maintaining, upgrading, and operating assets effectively. Numerous agencies have adopted asset management principles as a strategic tool to define goals and prioritize resources for decision-making. In the realm of road asset management, key components include bridges, traffic signs, pavement markings, and culverts. This project aims to develop a comprehensive Traffic Sign Asset Management System tailored for the Indian context. The core of this system involves a visual nighttime inspection method to assess the retro-reflectivity of traffic signs. Regular nighttime surveys will be conducted using vehicle high beam lights to evaluate the visibility of each sign. Signs failing to meet visibility standards will be identified, and maintenance or replacement actions will be recommended accordingly. The study highlights the importance of integrating asset management programs into decision-making processes. It includes a detailed cost analysis of each traffic sign, covering both manufacturing and maintenance costs. The project also involves recording the latitude and longitude of each sign, creating a detailed map using ArcGIS to plot the exact positions of all traffic signs. Key findings of the study emphasize the need for formal asset management programs to improve traffic sign visibility and maintenance. This research provides a foundational framework for establishing a traffic sign asset management system in India, ensuring that traffic signs are adequately maintained and managed for optimal road safety. Keywords: Asset Management, Traffic Signs, Management Methods, ArcGIS, Cost Analysis, Retro-reflectivity","PeriodicalId":504501,"journal":{"name":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","volume":"28 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141801795","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