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Published on: March 19, 2016
Configurable Encryption and Decryption Architectures for CKKS-Based Homomorphic Encryption.
Jaehyeok Lee1, Phap Ngoc Duong1,2, Hanho Lee1
1Department of Electrical and Computer Engineering, Inha University, Incheon 22212, Republic of Korea.
This study introduces efficient hardware designs for homomorphic encryption (HE) encryption/decryption (ENC-DEC) on edge devices. These accelerators significantly speed up client-side cryptographic operations, enhancing data privacy for connected systems.
Area of Science:
- Cryptography
- Hardware Architecture
- Edge Computing
Background:
- Growing concerns regarding data privacy and security with increased edge device connectivity to the cloud.
- Homomorphic Encryption (HE) offers a solution for privacy-preserving computations on encrypted data.
- Limited optimization efforts for HE encryption/decryption (ENC-DEC) operations on edge devices.
Purpose of the Study:
- To propose efficient hardware architectures for CKKS-based ENC-DEC accelerators.
- To facilitate and optimize client-side computations using homomorphic encryption.
- To address the performance bottleneck of ENC-DEC operations at the edge.
Main Methods:
- Design of configurable hardware architectures for CKKS-based ENC-DEC.
- Support for a wide range of polynomial sizes and multiplicative depths (up to 30 levels).
- Implementation and evaluation on the Xilinx XCU250 FPGA platform with a 128-bit security guarantee.
Main Results:
- Achieved an average encryption time 23.7x faster compared to the SEAL HE library.
- Demonstrated efficient hardware utilization for cryptographic algorithms.
- Configurable architectures supporting various parameters for CKKS HE.
Conclusions:
- The proposed hardware architectures significantly accelerate client-side ENC-DEC operations.
- These designs enhance data privacy and computational capabilities for edge devices.
- Potential to accelerate cryptographic processes in the post-quantum era, improving edge security.
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