VTA-IH: A Fog-based Digital Forensics Framework

被引:1
|
作者
Bandil, Ayush [1 ]
Al-Masri, Eyhab [1 ]
机构
[1] Univ Washington, Sch Engn & Technol, Tacoma, WA 98402 USA
关键词
fog-based; IoT devices; data stream processing; digital forensics; Complex Event Processing (CEP);
D O I
10.1109/ICSITech49800.2020.9392064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The wide acceptance of the Internet of Things (IoT) paradigm has contributed in recent years to a significant increase in the number of IoT applications and the existence of IoT devices generating large volumes of data. As a result, IoT devices have become vulnerable to cyberattacks. In addition, conventional digital forensics approaches are no longer effective for investigating a digital crime involving IoT devices and extracting traces across heterogeneous devices. To overcome these challenges, we propose VTA-IH, a fog-based digital forensics framework that employs a Complex Events Processing (CEP) model for intelligently identifying abnormalities in real-time events associated with IoT data streams. To this extent, we devise a Degree of Abnormality (DA) penalty mechanism that is adapted to identify vulnerabilities, threat, or attack patterns using multiple rules across devices and network-related events across fog environments. Throughout the paper, we discuss the architecture of the VTA-IH framework and demonstrate usefulness of the proposed CEP approach. Our proposed VTA-IH framework can be used in applications such as industrial IoT, autonomous vehicles, smart home systems, smart farming, among others.
引用
收藏
页码:103 / 108
页数:6
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