Developing the Role of Firewalls in Enhancing Web Security for Wireless Networks DOI

Ritushree Narayan,

N. V. Balaji,

G Kalanandhini

et al.

Published: Dec. 29, 2023

Firewalls play a critical role in controlling incoming and outgoing community site visitors shielding wireless network from malicious assaults. This technical summary focuses on the development of firewalls as way to beautify internet safety for Wi-Fi networks. Contemporary networks are increasingly more vulnerable cyber-attacks. one simplest strategies safety, able restricting among or net. They also can be used come across perceive pastime. The has improved at fast pace current years. New functions along with Intrusion Detection Prevention systems (IDS/IPS), URL filtering, virus scanning, user authentication, application layer have vastly advanced effectiveness firewalls. Advanced such deploy Rector Reactive tracking (IRM), get right entry manage (NAC) getting detect suspicious requests put into effect coverage. NAC may both control admission resources, respond visitors. enhanced protection supplied by is useful home employer Via implementing those capabilities, organizations lessen danger cyberattacks guard their resources.

Language: Английский

Ensemble-Based Deep Learning Models for Enhancing IoT Intrusion Detection DOI Creative Commons
Ammar Odeh, Anas Abu Taleb

Applied Sciences, Journal Year: 2023, Volume and Issue: 13(21), P. 11985 - 11985

Published: Nov. 2, 2023

Cybersecurity finds widespread applications across diverse domains, encompassing intelligent industrial systems, residential environments, personal gadgets, and automobiles. This has spurred groundbreaking advancements while concurrently posing persistent challenges in addressing security concerns tied to IoT devices. intrusion detection involves using sophisticated techniques, including deep learning models such as convolutional neural networks (CNNs), recurrent (RNNs), anomaly algorithms, identify unauthorized or malicious activities within ecosystems. These systems continuously monitor analyze network traffic device behavior, seeking patterns that deviate from established norms. When anomalies are detected, measures triggered thwart potential threats. is vital for safeguarding data integrity, ensuring users’ privacy, maintaining critical systems’ reliability safety. As the landscape evolves, effective mechanisms become increasingly essential mitigate ever-growing spectrum of cyber Practical approaches, notably learning-based detection, have been introduced tackle these issues. study utilizes models, long short-term memory (LSTM), gated units (GRUs), introducing an ensemble architectural framework integrates a voting policy model’s structure, thereby facilitating computation hierarchical patterns. In our analysis, we compared performance classifiers with traditional techniques. The standout were CNN-LSTM CNN-GRU, achieving impressive accuracies 99.7% 99.6%, along exceptional F1-scores 0.998 0.997, respectively.

Language: Английский

Citations

20
Machine Learning for Healthcare-IoT Security: A Review and Risk Mitigation DOI Creative Commons
Mirza Akhi Khatun, Sanober Farheen Memon, Ciarán Eising

et al.

IEEE Access, Journal Year: 2023, Volume and Issue: 11, P. 145869 - 145896

Published: Jan. 1, 2023

The Healthcare Internet-of-Things (H-IoT), commonly known as Digital Healthcare, is a data-driven infrastructure that highly relies on smart sensing devices (i.e., blood pressure monitors, temperature sensors, etc.) for faster response time, treatments, and diagnosis. However, with the evolving cyber threat landscape, IoT have become more vulnerable to broader risk surface (e.g., risks associated generative AI, 5G-IoT, etc.), which, if exploited, may lead data breaches, unauthorized access, lack of command control potential harm. This paper reviews fundamentals healthcare IoT, its privacy, security challenges machine learning H-IoT devices. further emphasizes importance monitoring layers such perception, network, cloud, application. Detecting responding anomalies involves various cyber-attacks protocols Wi-Fi 6, Narrowband Internet Things (NB-IoT), Bluetooth, ZigBee, LoRa, 5G New Radio (5G NR). A robust authentication mechanism based deep techniques required protect mitigate from increasing cybersecurity vulnerabilities. Hence, in this review paper, privacy mitigation strategies building resilience are explored reported.

Language: Английский

Citations

18
The Future of Ethical Hacking: Charting the Uncharted in Cybersecurity DOI

Gleuto M. Serafim

Lecture notes in networks and systems, Journal Year: 2025, Volume and Issue: unknown, P. 17 - 30

Published: Jan. 1, 2025

Language: Английский

Citations

0
Efficient Data Collaboration Using Multi-Party Privacy Preserving Machine Learning Framework DOI Creative Commons
Abdu Salam, Mohammad Abrar, Faizan Ullah

et al.

IEEE Access, Journal Year: 2023, Volume and Issue: 11, P. 138151 - 138164

Published: Jan. 1, 2023

In a modern era where data-driven insights are the foundation of technological advancements preserving privacy and security sensitive information while harnessing collective intelligence multiple parties is imperative. This research presents Secure Collaborative Learning Algorithm (SCLA) designed to facilitate efficient multi-party machine learning without compromising data privacy. Our focus on leveraging existing, secure databases requiring an additional collection process. SCLA seamlessly integrates homomorphic encryption Federated (FL) enable collaboration among various stakeholders. The proposed algorithm aggregates model updates in privacy-preserving manner, demonstrating enhanced accuracy, competitive convergence speed, robust scalability. By carefully balancing preservation efficiency, showcases promising avenue for privacy-focused collaborative using existing repositories.

Language: Английский

Citations

5
Assessing the Landscape of Mobile Data Vulnerabilities: A Comprehensive Review DOI
Harshal Patil, Kanhaiya Sharma

2022 International Conference on Computational Intelligence and Sustainable Engineering Solutions (CISES), Journal Year: 2023, Volume and Issue: unknown, P. 79 - 87

Published: April 28, 2023

The widespread adoption of mobile devices in recent years has made them an integral part our daily lives. However, with the increased usage for sensitive data transactions, threat vulnerabilities also grown significantly. This paper presents a comprehensive review landscape to help researchers and practitioners understand current state security identify potential areas improvement. starts by defining term "mobile vulnerability" explaining various types that can affect devices, including network-based, software-based, physical vulnerabilities. It then reviews literature on provides in-depth analysis latest research findings, trends, emerging threats. examines mitigation techniques have been proposed address vulnerabilities, such as secure coding practices, intrusion detection systems, device hardening measures. Additionally, highlights challenges limitations these techniques, discusses need more integrated approach security. Finally, concludes recommendations future directions suggests should focus developing effective efficient methods detecting mitigating well improving user education awareness prevent incidents. Overall, this valuable resource interested presenting identifying

Language: Английский

Citations

0
Developing the Role of Firewalls in Enhancing Web Security for Wireless Networks DOI

Ritushree Narayan,

N. V. Balaji,

G Kalanandhini

et al.

Published: Dec. 29, 2023

Firewalls play a critical role in controlling incoming and outgoing community site visitors shielding wireless network from malicious assaults. This technical summary focuses on the development of firewalls as way to beautify internet safety for Wi-Fi networks. Contemporary networks are increasingly more vulnerable cyber-attacks. one simplest strategies safety, able restricting among or net. They also can be used come across perceive pastime. The has improved at fast pace current years. New functions along with Intrusion Detection Prevention systems (IDS/IPS), URL filtering, virus scanning, user authentication, application layer have vastly advanced effectiveness firewalls. Advanced such deploy Rector Reactive tracking (IRM), get right entry manage (NAC) getting detect suspicious requests put into effect coverage. NAC may both control admission resources, respond visitors. enhanced protection supplied by is useful home employer Via implementing those capabilities, organizations lessen danger cyberattacks guard their resources.

Language: Английский

Citations

0