FHECAP: An Encrypted Control System With Piecewise Continuous Actuation
We propose an encrypted controller framework for linear time-invariant systems with actuator non-linearity based on fully homomorphic encryption (FHE). While some existing works explore the use of partially homomorphic encryption (PHE) in implementing linear controller systems, the impacts of the non-linear behaviors of the actuators on the systems are often left unconcerned. In particular, when the inputs to the controller become too small or too large, actuators may burn out due to unstable system state oscillations. To solve this dilemma, we design and implement FHECAP, an FHEbased controller framework that can homomorphically apply non-linear functions to the actuators to rectify the system inputs. In FHECAP, we first design a novel data encoding scheme tailored for efficient gain matrix evaluation. Then, we propose a high-precision homomorphic algorithm to apply non-arithmetic piecewise function to realize the actuator normalization. In the experiments, compared with the existing state-of-the-art encrypted controllers, FHECAP achieves 4×–1000× reduction in computational latency. We evaluate the effectiveness of FHECAP in the real-world application of encrypted control for spacecraft rendezvous. The simulation results show that the FHECAP achieves real-time spacecraft rendezvous with negligible accuracy loss.
Authors
- Jiayue Sun (ORCID: https://orcid.org/0000-0002-7774-2606)
- H. Pan (ORCID: https://orcid.org/0009-0008-4424-6762)
- Song Bian (ORCID: https://orcid.org/0000-0003-0467-6203)
- Zhenyu Guan (ORCID: https://orcid.org/0000-0002-3959-338X)
- Dong Zhao (ORCID: https://orcid.org/0000-0002-6285-2896)
- Hui Qiao
- Y.H. Jin
- Y. Fu (ORCID: https://orcid.org/0000-0002-9490-7177)
Institutions
- Beihang University (CN)
- Northeastern University (CN)
- Tsinghua University (CN)
Publication Details
- Journal
- IEEE Transactions on Information Forensics and Security
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1109/tifs.2025.3558580
- Primary Topic
- Security and Verification in Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- National Key Research and Development Program of China