Towards energy-aware intrusion detection systems on mobile devices

Towards energy-aware intrusion detection systems on mobile devices
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迈向移动设备上的能源感知入侵检测系统

DOI:
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发表时间:
2013
期刊:
International Symposium on High Performance Computing Systems and Applications
影响因子:
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通讯作者:
Simone Schiappacasse
Simone Schiappacasse
中科院分区:
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文献类型:
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作者:
M. Curti;A. Merlo;M. Migliardi;Simone Schiappacasse

文献摘要

被引文献

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本文研究了Android设备的能耗与存在的威胁(如电池耗尽攻击)之间的相关性。特别地,本文提出了移动设备单个硬件组件在正常使用和受到攻击时的能量消耗模型。该模型已经在内核模块中实现,并用于建立对不同Android设备上WiFi硬件组件的合法和恶意行为的能量签名。这种活动使我们能够建立一个暂定的签名数据库,可以用来通过移动设备的实际能量消耗来检测攻击。所提出的功耗模型和内核模块也可以应用于其他硬件部件,从而获得非常精确的能量签名。
This paper investigates the correlations between the energy consumption of Android devices and the presence of threats (e.g. battery-drain attacks). In particular, this paper proposes a model for the energy consumption of single hardware components of a mobile device during normal usage and under attack. The model has been implemented in a kernel module and used to build up an energetic signature of both legal and malicious behaviors of WiFi hardware component in different Android devices. Such activity allows us to build a tentative database of signatures that can be used to detect attacks by means of the actual energy consumption of a mobile device. The proposed power consumption model and kernel module can be applied also to other hardware components, so to obtain very precise energetic signatures.