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Deep Learning Based Side-Channel Attack Detection for Mobile Devices security in 5G networks

清华大学学报自然科学版（英文版） 2025年第3期30卷 1012-1026页

作者： Amjed A.Ahmed Mohammad Kamrul Hasan Ali Alqahtani Shayla Islam Bishwajeet Pandey Leila Rzayeva Huda Saleh Abbas Azana Hafizah Mohd Aman Nayef Alqahtani Center for Cyber Security Faculty of Information Science and TechnologyUniversiti Kebangsaan MalaysiaBangi 43600Malaysia Imam Alkadhim University College Department of Computer Techniques EngineeringBaghdad 10066Iraq Center for Cyber Security Faculty of Information Science and TechnologyUniversiti Kebangsaan MalaysiaBangi 43600Malaysia Department of Networks and Communications Engineering College of Computer Science and Information SystemsNajran UniversityNajran 61441Saudi Arabia Institute of Computer Science and Digital Innovation UCSI UniversityKuala Lumpur 56000Malaysia Department of Intelligent Systems and Cyber Security Astana IT UniversityAstana 20000Kazakstan Department of Computer Science College of Computer Science and EngineeringTaibah UniversityMadinah 42353Saudi Arabia Department of Electrical Engineering College of EngineeringKing Faisal UniversityAl-Hofuf 31982Saudi Arabia

Mobile devices within Fifth Generation(5G)networks,typically equipped with Android systems,serve as a bridge to connect digital gadgets such as global positioning system,mobile devices,and wireless routers,which are vital in facilitating end-user communication ***,the security of Android systems has been challenged by the sensitive data involved,leading to vulnerabilities in mobile devices used in 5G *** vulnerabilities expose mobile devices to cyber-attacks,primarily resulting from security ***-permission apps in Android can exploit these channels to access sensitive information,including user identities,login credentials,and geolocation *** such attack leverages"zero-permission"sensors like accelerometers and gyroscopes,enabling attackers to gather information about the smartphone's *** underscores the importance of fortifying mobile devices against potential future *** research focuses on a new recurrent neural network prediction model,which has proved highly effective for detecting side-channel attacks in mobile devices in 5G *** conducted state-of-the-art comparative studies to validate our experimental *** results demonstrate that even a small amount of training data can accurately recognize 37.5％of previously unseen user-typed ***,our tap detection mechanism achieves a 92％accuracy rate,a crucial factor for text *** findings have significant practical implications,as they reinforce mobile device security in 5G networks,enhancing user privacy,and data protection.

关键词： Fifth Generation(5G)networks smartphone information leakage Side-Channel Attack(SCA) deep learning

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Energy-Aware Reliable Routing with Blockchain security for Heterogeneous Wireless Sensor networks 5th

Energy-Aware Reliable Routing with Blockchain Security for H...

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5th International Conference on Advances in Information Communication Technology and Computing, AICTC 2024

作者： Swapna, M.P. Ramkumar, J. Karthikeyan, R. Center for Cyber Security Systems and Networks Amrita Vishwa Vidyapeetham Kollam Amritapuri India Department of Information Technology & Cognitive Systems Sri Krishna Arts & Science College Coimbatore India Department of Computer Technology Sri Krishna Adithya College of Arts and Science Coimbatore India

ISBN: (纸本)9789819761050

Wireless sensor networks, the dynamic networks with spatially dispersed sensors are used indispensably in a wide range of applications. Heterogeneous wireless sensor networks represent a collection of sensor nodes of varying capabilities. However, if the energy in the network is not handled effectively, the resource-constrained sensors may reach an early death, affecting the network lifetime. security and routing are the two vital phenomena in wireless sensor networks that need careful and effective algorithmic execution. The proposed approach is an energy-aware routing algorithm combined with secure data transmission. TDDSRP is an innovative protocol to ensure security while reducing energy consumption. The residual energy and the direct trust value of nodes are crucial parameters to evaluate the energy trust value. The effectiveness of the protocol is tested against the existing counterparts using MATLAB simulations. The experimental results illustrate the performance of the protocol in energy consumption rate, throughput, and security measures. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.

关键词： MATLAB

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The Impact of 5G on the Transformation and Communication of Smart Entities

The Impact of 5G on the Transformation and Communication of ...

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International Conference on Smart Business and technology, ICSBT 2024

作者： Talbi, Chaymae Rahmouni, M’hamed Tahiri Alaoui, Moulay Lakbir Belhiah, Meryam Lagmiri, Souad Najoua Ziti, Soumia IPSS Intelligent Processing and Security of Systems Faculty of Science Mohammed V University Rabat1014 RP Morocco Mohammed V University Rabat Morocco IRSM Computer Science Networks Security and Management Higher Institute of Management Administration and Computer Engineering Rabat10040 Morocco

ISBN: (纸本)9783031866975

The advent of 5G technology marks a significant milestone in the evolution of smart businesses and technologies. This chapter explores the transformative effects of 5G on the communication and operational paradigms of intelligent entities. By providing unprecedented speed, low latency, and high connectivity, 5G facilitates real-time data exchange and enhances the integration of Internet of Things (IoT) devices. This, in turn, empowers smart cities, industries, and enterprises to achieve greater efficiency, innovation, and responsiveness. The chapter delves into specific case studies across various sectors, including healthcare, transportation, and manufacturing, demonstrating how 5G drives digital transformation. In healthcare, for example, 5G enables remote surgeries and real-time patient monitoring. In transportation, it supports autonomous vehicles and smart traffic management systems. In manufacturing, it enhances automation and predictive maintenance. The theoretical analysis presented highlights the critical role of 5G in supporting advanced applications such as augmented reality (AR), virtual reality (VR), and artificial intelligence (AI). These technologies benefit from the high bandwidth and low latency provided by 5G, enabling new levels of interaction and data processing. The findings underscore the potential of 5G to revolutionize communication infrastructure and operational methodologies, paving the way for future advancements in smart technologies. This chapter concludes by discussing the challenges and future prospects of 5G deployment, including issues related to security, infrastructure investment, and regulatory frameworks. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： 5G mobile communication systems

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A ROS-2 based Path Planning and Maze Solving of Autonomous Robots

A ROS-2 based Path Planning and Maze Solving of Autonomous R...

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2024 International Conference on Advances in Computing, Communication, Electrical, and Smart systems, iCACCESS 2024

作者： Nuhel, Ahsan Kabir Hossain, Sazzad Hassan, Md.Tonim Haider, Iftekhar Saha, Ankur Taha, Adnan Sabith Ony, Asma-UI Husna Electrical and Electronics Engineering Bangladesh University of Hertfordshire Computer Networks and Systems Security United Kingdom Electrical and Electronics Engineering Bangladesh Computer Science and Engineering Bangladesh University of Information Technology and Sciences Computer Science and Engineering Bangladesh

ISBN: (纸本)9798350350289

The goal of this study is to build a self-driving robot that can effectively navigate mazes by utilizing sophisticated computer vision algorithms with ROS2. Fusion 360 is used to create the robot model, and ROS2 launch files are used to initialize the sensor and control nodes. Attaining optimal path planning and accurate localization are the main objectives. The combination of novel motion planning based on the orientation of the robot with graph search algorithms like DFS, A∗, and Dijkstra's leads to effective maze discovery and traversal. Thorough testing shows that the system can successfully navigate unfamiliar maze configurations, demonstrating the dependability of ROS2 and modern robotics techniques. By completing this study, a foundation for future advancements in perception and planning to manage more complex settings is laid. © 2024 IEEE.

关键词： computer vision

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An Unmanned Aerial Vehicle as a Multi-State System 16

An Unmanned Aerial Vehicle as a Multi-State System

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16th IEEE International Conference on Advanced Trends in Radioelectronics, Telecommunications and computer Engineering, TCSET 2022

作者： Kliushnikov, Ihor Kharchenko, Vyacheslav Fesenko, Herman Department of Computer Systems Networks and Cyber Security National Aerospace University 'KhAI' Kharkiv Ukraine

ISBN: (纸本)9781665468619

An unmanned aerial vehicle (UAV) is considered as a multi-state system (MSS). The results of the decomposition of the UAV into degradable and non-degradable components are presented. The reliability models of UAV as MSS have been developed and researched. Dependencies are obtained take into account the possible degradation levels of the UAVs various equipment. An example of the developed models application for evaluating the reliability of UAV-based monitoring system that collects two types of data from several target points is given. The results obtained can be used to assess the UAV and UAV fleets dependability and survivability considering complex physical and informational conditions. © 2022 IEEE.

关键词： Unmanned aerial vehicles (UAV)

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IoT-Enhanced Gesture Recognition System for Healthcare Applications

IoT-Enhanced Gesture Recognition System for Healthcare Appli...

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2024 International Telecommunications Conference, ITC-Egypt 2024

作者： Krithika, L.B. Nallakaruppan, M.K. Baza, Mohamed Badr, Mahmoud Deora, Yuvraj Singh School of Computer Science Engineering and Information Systems Vellore Institute of Technology Vellore India College of Charleston Deparment of Computer Science CharlestonSC United States Polytechnic Institute Department of Networks and Computer Security UticaNY12201 United States

ISBN: (纸本)9798350351408

In response to the prevalent language barriers in medical settings, this paper proposes an innovative solution leveraging gesture recognition technology. Through the integration of deep learning models and Internet of Things (IoT) tools, the system aims to facilitate seamless communication between patients and healthcare providers. Initially, a deep learning model is developed using a personalized dataset containing various medical gestures, allowing for the recognition of nuanced patient expressions such as 'I have Fever' or 'Shoulder pain.' Additionally, the system incorporates IoT sensors to monitor vital signs like body temperature and pulse in real-time, ensuring comprehensive patient assessment. With the capability to continuously evolve and adapt to new gestures, this solution not only enhances accessibility but also improves the quality of healthcare delivery, particularly in underserved communities. By bridging the gap between language barriers and medical communication, this innovative approach holds promise for fostering inclusive and effective healthcare practices worldwide. In addressing the challenges posed by language barriers in medical interactions, this paper presents a comprehensive solution that combines gesture recognition technology with deep learning models and IoT devices. By capturing and interpreting patient gestures, such as indicating specific symptoms or discomfort, the system facilitates clear communication between patients and doctors. Furthermore, the integration of IoT sensors enables continuous monitoring of vital signs, allowing for timely interventions and personalized care. With its ability to adapt and expand to accommodate new gestures and medical scenarios, this solution represents a significant advancement in healthcare accessibility and quality. By leveraging cutting-edge technology, this approach has the potential to revolutionize healthcare delivery, particularly in areas with limited access to linguistic resources or medi

关键词： Gesture recognition

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Reliability Models of Multi-state UAV-based Monitoring systems: Mission Efficiency Degradation Issues

Reliability Models of Multi-state UAV-based Monitoring Syste...

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2023 International Conference on Information and Digital Technologies, IDT 2023

作者： Kliushnikov, Ihor Kharchenko, Vyacheslav Fesenko, Herman Zaitseva, Elena Levashenko, Vitaly Networks and Cyber Security National Aerospace University KhAI Department of Computer Systems Kharkiv Ukraine University of Zilina Faculty of Management Science and Informatics Zilina Slovakia

ISBN: (纸本)9798350305869

General classification of multi-state UAV-based monitoring systems (MsUMSs) in view of types of used main and redundant unmanned aerial vehicles (UAVs), automatic battery maintenance stations (ABMSs), and mission efficiency degradation parameters is presented. General classification of reliability models for the MsUMS in view of the numbers of the main routes, route sections, UAVs, ABMSs, and degradation levels, is given and discussed. Reliability models for the MsUMS with various parameters are developed. The mission efficiency of the MsUMS and the probability of successful UAV mission plan fulfilment within the specified time frame on each of the degradation levels are utilized as basic indicators. Zero, one, and two-level-degradation reliability models for the MsUMS are explored and discussed in detail. A comparative analysis of the developed models is carried out. © 2023 IEEE.

关键词： Unmanned aerial vehicles (UAV)

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A Novel Low Power and High Speed 9-Transistors Dynamic Full-Adder Cell Simulation and Design 28

A Novel Low Power and High Speed 9-Transistors Dynamic Full-...

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28th IEEE Symposium on computers and Communications, ISCC 2023

作者： Rahimi, Parisa Tabany, Myasar Pourmoafi, Seyedali School of Physics Engineering Networks Computer Science University of Hertfordshire ALI0 9AB Hatfield Security and Systems Research Group Hertfordshire United Kingdom

ISBN: (纸本)9798350300482

In this paper, a novel Full-Adder cell, named pseudo dynamic has been proposed and designed through an intensive simulation. The circuit has only 9 transistors and no internal nodes connected to ground. The circuit has been designed based on a 'floating full adder cell,' which has 3 inputs and a clock signal. Simulations have been performed using HSPICE 2008.03, based on 90nm technology, BSIM4 (level 54) version 4.4 model. The cell layout was designed and extracted by Tanner Research's L-Edit Version 13.00. Results show that the proposed new Full-Adder cell has considerable low power-delay product (PDP). The resulting PDP of a Multi-Output design with a 1.2 V power supply, 10 fF load capacitors, and a maximum input frequency of 200 MHz was 15.3405fJ. The maximum propagation delay was 25 pS, which shows the cell would work properly at high speeds. © 2023 IEEE.

关键词： Cells

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Data Migration from Relational to NoSQL Database: Review and Comparative Study

Data Migration from Relational to NoSQL Database: Review a...

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International Conference on Advanced Intelligent systems for Sustainable Development, AI2SD 2022

作者： Saadouni, Chaimae El Bouchti, Karim Reda, Oussama Mohamed Ziti, Soumia Department of Computer Science Intelligent Processing Systems and Security Team Mohammed V University Rabat Morocco Algorithms Networks Intelligent Systems and Software Engineering Research Team Faculty of Sciences Mohammed V University Rabat Morocco

ISBN: (纸本)9783031263835

New storage requirements, analysis, and visualization of Big Data, which includes structured, semi-structured, and unstructured data, have caused the developers in the past decade to begin preferring Big Data databases, such as NoSQL, that comes to overcome the boundaries of relational Databases such as unlimited scalability, high performance, data modeling, data distribution, and continuous availability. Due to those benefits ensured by this new technology, quite recently, considerable attention has been paid to data migration from relational Database to NoSQL Database. So, in this context, the purpose of this paper is to provide a comparative study of some recent approaches proposed by various researchers to migrate data from relational to NoSQL databases, as well as discussing and analyzing the results of those proposed techniques. This research allowed us to gain a basic understanding of the contributions and approaches that have already been made, as well as the benefits and limits of each proposal. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Big data

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Cybersecurity elements in remote payment systems: research models

Cybersecurity elements in remote payment systems: research m...

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2022 IEEE International Conference on Electrical, computer, and Energy Technologies, ICECET 2022

作者： Elena, Smirnova Sergey, Skryl Artyom, Sychev Mikhail, Sychev Bauman Moscow State Technical University Computer systems and networks dept Moscow Russia Bauman Moscow State Technical University Information security dept Moscow Russia

ISBN: (数字)9781665470872

ISBN: (纸本)9781665470872

The article is devoted to the consideration of important elements of cybersecurity of payment systems for remote banking services. The existing technologies of customer service in the service of payment systems are analyzed. The features of computer attacks on remote payment systems are considered, vulnerable devices are described. Means and technologies for protecting these systems are proposed. A mathematical model is proposed as a tool for substantiating promising areas for improving the technologies for ensuring cybersecurity of the payment systems service. The protection of payment system information from computer attacks is considered based on the legal requirements of the Bank of Russia. The work has been supported by the Ministry of Science and Higher Education of the Russian Federation (Project #0705-2020-0041), by Russian Scientific Fund (Project # 22-11-00049), as well as by Governmental Program 'Universities 2030'. © 2022 IEEE.

关键词： Cybersecurity

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