arXiv · 2504.09248
Asymptotic stabilization under homomorphic encryption: A re-encryption free method
Abstract
In this paper, we propose methods to encrypted a pre-given dynamic controller with homomorphic encryption, without re-encrypting the control inputs. We first present a preliminary result showing that the coefficients in a pre-given dynamic controller can be scaled up into integers by the zooming-in factor in dynamic quantization, without utilizing re-encryption. However, a sufficiently small zooming-in factor may not always exist because it requires that the convergence speed of the pre-given closed-loop system should be sufficiently fast. Then, as the main result, we design a new controller approximating the pre-given dynamic controller, in which the zooming-in factor is decoupled from the convergence rate of the pre-given closed-loop system. Therefore, there always exist a (sufficiently small) zooming-in factor of dynamic quantization scaling up all the controller's coefficients to integers, and a finite modulus preventing overflow in cryptosystems. The process is asymptotically stable and the quantizer is not saturated.
Explore related subjects
Keep this discovery
Shuai Feng, Qian Ma, Junsoo Kim, Shengyuan Xu. 2025-04-12. Asymptotic stabilization under homomorphic encryption: A re-encryption free method. https://arxiv.org/abs/2504.09248
Cite the original work for its findings. Save a collection to share your selection of sources.