International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 11 Issue: 12 | Dec 2024
p-ISSN: 2395-0072
www.irjet.net
CYBERSENTINEL: AI-POWERED FRAMEWORK FOR CHILD PROTECTION AND DIGITAL SAFETY. ANJU P1, GANGAMOL PJ2, GOPIKA P3, SILPA SHAJI4, ALBY ALPHONSA JOSEPH 5, Dr.VENIFA MINI G6 1-4BTECH UG Students, Department of Computer Science and Engineering, TOMS College of Engineering 5Assistant professor, Computer science and engineering, TOMS college of Engineering
6Assistant professor, Computer science and Engineering, Noorul Islam Centre for Higher Education , 1-4 APJ Abdul Kalam Technological University, Kerala, India
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Abstract - Regarding technology, children are much ahead
their children’s online activities. But most of the time, the IT knowledge of parents is at a low level. That could put a huge distance between children and parents. Therefore, parents have no idea about their children’s emotional and behavioral changes due to online activities, and children are on their own in cyberspace. Parents cannot predict what their children will face if they are trapped in a cyber threat. This research paper is based on children's online activities. It has a few categories. The first is children's behavior data extractors, which analyze activities by capturing and classifying data from a proxy server. The second is a behavior-based authentication system. It uses keystroke and mouse movement patterns. This helps to determine the daily pattern of the children and helps to identify when an intruder has access to the system and also helps to detect abnormal behaviors in the children. The next one is to restrict resource usage based on Guardian Authorization and behavioral data. This feature will help to make its own decisions based on human feedback and, eventually, it will be able to analyze data and restrict unnecessary events for children. The last part of the automated outside threat protector focuses on an outside threat that will get into the children. Outside threats have a detrimental effect on the health of children and adolescents. Research has shown that cyberbullying psychologically and physically affects the general public. Some studies have shown that the victim has the highest chance of trying suicide, and a link exists between victims and suicide efforts. In the era of online social media networks, the necessity for automated monitoring and analysis of cyberbullying behaviors is critical. Our study aimed to identify outside threat actors and their texts. We wanted to analyze users' credibility and warn parents of potential harm. A combination of all these aspects helps parents have a good idea about their children’s behaviors.
of their parents. Due to excited schedules and diurnal struggles, time is limited for parents. So, the AI- grounded child protection system helps guard kiddies from cyberattacks. It also gives parents more control over their children. Keyloggers, keystroke and mouse movement lumberjacks help to collect data. They can record stoner geste and find patterns. Also, those records can descry children's bad geste and feelings. Behavioral Data Extractor and threat Analysis systems can dissect numerous URLs and webrunners. They're recorded by a deputy, along with app operation and screen times collected by a background service. The Smart Resource Restricter helps parents and kiddies navigate the web safely. The exploration can identify and help child bloodsuckers. Cyberbullying and phishing attacks cross numerous boundaries. They harm the community. It blocks outside pitfalls and notifes parents of sexual and other online bloodsuckers that frequently target children. The Cybersentinel successfully achieved its thing with the backing of different algorithms and the separate issues. The model evaluation report, which compares all the styles, is a guardian companion. Parents could gethelp in order to guard their children from the day- to- day evolving cyber pitfalls. Key Words: AI-based child protection system, Online threats, Evolving Cyber Threats, Parental Notifications, Phishing attacks.
1.INTRODUCTION Cyberspace consists of both useful and harmful content. Children, on the other hand, are unable to distinguish between useful and harmful content. Because of that, parents should keep an eye on their children’s activities in cyberspace. Due to this, parents tend to use online child protection applications. Our analysis of child monitoring and online protection tools found many ways to control and protect kids online. But the problem is that those tools give parents limited options to protect their children from cyber threats. Due to the COVID-19 pandemic situation in the world, children are engaging in online activities more than before. As a result, children may become easily entangled in cyber threats. Therefore, parents should be more aware of
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1.1 Enhancing Child Safety Online Develop a Comprehensive Monitoring System: Create a system that continuously monitors children's online behavior. It must track their social media interactions, website visits, and communication patterns. This system aims to identify potential risks and threats in real-time, allowing
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