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Decode-and-Compare: An Efficient Verification Scheme for Coded Edge Computing
- Source :
- IWQoS
- Publication Year :
- 2020
- Publisher :
- IEEE, 2020.
-
Abstract
- Edge computing is a promising technology that can fulfill the requirements of latency-critical and computation-intensive applications. To further enhance the performance, coded edge computing has emerged because it can optimally utilize edge devices to speed up the computation. In this paper, we tackle a major security issue in coded edge computing: how to verify the correctness of results and identify attackers. Specifically, we propose an efficient verification scheme, namely Decode-and-Compare (DC), by leveraging both the coding redundancy of edge devices and the properties of linear coding itself. To design the DC scheme, we conduct a solid theoretical analysis to show the required coding redundancy, the expected number of decoding operations, and the tradeoff between them. To evaluate the performance of DC, we conduct extensive simulation experiments and the results confirm that the DC scheme can outperform existing solutions, such as homomorphic encryption and computing locally at the user device.
- Subjects :
- 021110 strategic, defence & security studies
Correctness
Speedup
Edge device
Computer science
Computation
0211 other engineering and technologies
Homomorphic encryption
020206 networking & telecommunications
02 engineering and technology
Computer engineering
0202 electrical engineering, electronic engineering, information engineering
Edge computing
Decoding methods
Coding (social sciences)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2020 IEEE/ACM 28th International Symposium on Quality of Service (IWQoS)
- Accession number :
- edsair.doi...........dca6b9a0cba0e024e68948cadd09a5ec
- Full Text :
- https://doi.org/10.1109/iwqos49365.2020.9212828