Anomaly intrusion detection using machine learning-IG-R based on NSL-KDD dataset

Published in: Bulletin of Electrical Engineering and Informatics

Dec 01, 2024

AH Aljammal I Al-Oqily M Obiedat A Qawasmeh S Taamneh FI Wedyan

Cybersecurity is challenging for security guards because of the rising quantity, variety, and frequency of attacks and malicious activities in cyberspace. Intrusion attacks are among the most common types of cyberspace attacks. Therefore, an intrusion detection system (IDS) is in high demand to accurately detect and mitigate their impact. In this paper, an anomaly IDS using machine learning and information gain-rank (IG-R) is proposed to improve the detection accuracy of intrusions. The network...

An iomt image crypto-system based on spatial watermarking and asymmetric encryption

Published in: Multimedia Tools and Applications

Nov 20, 2024

In the growing field of the Internet of Medical Things (IoMT), securing the transmission of medical images over public networks is a critical challenge. Medical images, being highly sensitive and often containing personally identifiable information, require robust protection against unauthorized access and tampering. This paper addresses this challenge by introducing a novel cryptosystem specifically tailored to the resource limitations inherent in IoMT environments. To meet the demand for prot...

Radiation-shielding concrete: A review of materials, performance, and the impact of radiation on concrete properties

Published in: Journal of Building Engineering

Nov 15, 2024

The efficiency of radiation shielding is crucial across industries having radioactive activities, from medical facilities to nuclear power stations. Radiation-Shielding Concrete (RSC) emerges as the preferred material for its cost-effectiveness, robust mechanical performance, ease of production, and excellent radiation attenuation properties against ionizing radiations such as gamma rays, X-rays, and neutrons. This comprehensive review delves into the evolution of SCI indexed research on concre...

Discovery of novel thiazole derivatives containing pyrazole scaffold as PPAR-γ Agonists, α-Glucosidase, α-Amylase and COX-2 inhibitors; Design, synthesis and in silico study

Published in: Bioorganic Chemistry

Nov 01, 2024

Response of Overhanging RC Beams Strengthened with Various Schemes of Externally Bonded CFRP Strips

Published in: Practice Periodical on Structural Design and Construction

Nov 01, 2024

This study evaluated the effectiveness of carbon fiber-reinforced polymer (CFRP) composites in strengthening RC beams for a simple span overhanging from both ends and subjected to equal concentrated forces at each end. This innovative loading configuration allows for investigating the performance of CFRP composites under pure moment within the middle span and ensuring continuity of the moment over the supports, which cannot be captured using the classical simple span with four-point loading con...