Simulation-Based Performance Validation of Homomorphic Encryption Algorithms in the Internet of Things

被引:7
|
作者
Koelsch, Johannes [1 ]
Heinz, Christopher [1 ]
Ratzke, Axel [1 ]
Grimm, Christoph [1 ]
机构
[1] TU Kaiserslautern, Design Cyber Phys Syst, D-67663 Kaiserslautern, Germany
来源
FUTURE INTERNET | 2019年 / 11卷 / 10期
基金
欧盟地平线“2020”;
关键词
discrete event simulation; IoT; homomorphic encryption; smart grid; validation; SYSTEMS;
D O I
10.3390/fi11100218
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
IoT systems consist of Hardware/Software systems (e.g., sensors) that are embedded in a physical world, networked and that interact with complex software platforms. The validation of such systems is a challenge and currently mostly done by prototypes. This paper presents the virtual environment for simulation, emulation and validation of an IoT platform and its semantic model in real life scenarios. It is based on a decentralized, bottom up approach that offers interoperability of IoT devices and the value-added services they want to use across different domains. The framework is demonstrated by a comprehensive case study. The example consists of the complete IoT "Smart Energy" use case with focus on data privacy by homomorphic encryption. The performance of the network is compared while using partially homomorphic encryption, fully homomorphic encryption and no encryption at all.As a major result, we found that our framework is capable of simulating big IoT networks and the overhead introduced by homomorphic encryption is feasible for VICINITY.
引用
收藏
页数:24
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