Article (Périodiques scientifiques)
Dynamic Security Analysis on Android: A Systematic Literature Review
Sutter, Thomas; Kehrer, Timo; Rennhard, Marc et al.
2024In IEEE Access, 12, p. 57261 - 57287
Peer reviewed vérifié par ORBi
 

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Mots-clés :
Android; dynamic analysis; fuzzing; instrumentation; machine learning; monitoring; security; software testing; tracing; vulnerabilities; Code; Dynamics analysis; Fuzzing; Instrumentation; Machine-learning; Operating system; Security; Software testings; Systematic; Tracing; Vulnerability; Computer Science (all); Materials Science (all); Engineering (all)
Résumé :
[en] Dynamic analysis is a technique that is used to fully understand the internals of a system at runtime. On Android, dynamic security analysis involves real-time assessment and active adaptation of an app's behaviour, and is used for various tasks, including network monitoring, system-call tracing, and taint analysis. The research on dynamic analysis has made significant progress in the past years. However, to the best of our knowledge, there is a lack in secondary studies that analyse the novel ideas and common limitations of current security research. The main aim of this work is to understand dynamic security analysis research on Android to present the current state of knowledge, highlight research gaps, and provide insights into the existing body of work in a structured and systematic manner. We conduct a systematic literature review (SLR) on dynamic security analysis for Android. The systematic review establishes a taxonomy, defines a classification scheme, and explores the impact of advanced Android app testing tools on security solutions in software engineering and security research. The study's key findings centre on tool usage, research objectives, constraints, and trends. Instrumentation and network monitoring tools play a crucial role, with research goals focused on app security, privacy, malware detection, and software testing automation. Identified limitations include code coverage constraints, security-related analysis obstacles, app selection adequacy, and non-deterministic behaviour. Our study results deepen the understanding of dynamic analysis in Android security research by an in-depth review of 43 publications. The study highlights recurring limitations with automated testing tools and concerns about detecting or obstructing dynamic analysis.
Disciplines :
Sciences informatiques
Auteur, co-auteur :
Sutter, Thomas ;  Institute of Computer Science, University of Bern, Bern, Switzerland ; Institute of Computer Science, Zürich University of Applied Sciences, Winterthur, Switzerland
Kehrer, Timo ;  Institute of Computer Science, University of Bern, Bern, Switzerland
Rennhard, Marc ;  Institute of Computer Science, Zürich University of Applied Sciences, Winterthur, Switzerland
Tellenbach, Bernhard ;  Cyber-Defense Campus, Armasuisse Science and Technology, Zürich, Switzerland
KLEIN, Jacques  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > TruX
Co-auteurs externes :
yes
Langue du document :
Anglais
Titre :
Dynamic Security Analysis on Android: A Systematic Literature Review
Date de publication/diffusion :
17 avril 2024
Titre du périodique :
IEEE Access
ISSN :
2169-3536
Maison d'édition :
Institute of Electrical and Electronics Engineers Inc.
Volume/Tome :
12
Pagination :
57261 - 57287
Peer reviewed :
Peer reviewed vérifié par ORBi
Organisme subsidiant :
Armasuisse Science and Technology, Cyber-Defense Campus, Switzerland, through the Research Program Cyberspace by the Project Security Analysis of Firmware of Mobile Devices
Disponible sur ORBilu :
depuis le 15 novembre 2024

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citations Scopus®
 
15
citations Scopus®
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15
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