TY - JOUR
T1 - Comparison of encrypted control approaches and tutorial on dynamic systems using Learning With Errors-based homomorphic encryption
AU - Kim, Junsoo
AU - Kim, Dongwoo
AU - Song, Yongsoo
AU - Shim, Hyungbo
AU - Sandberg, Henrik
AU - Johansson, Karl H.
N1 - Publisher Copyright:
© 2022 Elsevier Ltd
PY - 2022/1
Y1 - 2022/1
N2 - Encrypted control has been introduced to protect controller data by encryption at the stage of computation and communication, by performing the computation directly on encrypted data. In this article, we first review and categorize recent relevant studies on encrypted control. Approaches based on homomorphic encryption, multi-party computation, and secret sharing are introduced, compared, and then discussed with respect to computational complexity, communication load, enabled operations, security, and research directions. We proceed to discuss a current challenge in the application of homomorphic encryption to dynamic systems, where arithmetic operations other than integer addition and multiplication are limited. We also introduce a Learning With Errors based homomorphic cryptosystem called “Gentry-Sahai-Waters” scheme and discuss its benefits that allow for recursive multiplication of encrypted dynamic systems, without use of computationally expensive bootstrapping techniques.
AB - Encrypted control has been introduced to protect controller data by encryption at the stage of computation and communication, by performing the computation directly on encrypted data. In this article, we first review and categorize recent relevant studies on encrypted control. Approaches based on homomorphic encryption, multi-party computation, and secret sharing are introduced, compared, and then discussed with respect to computational complexity, communication load, enabled operations, security, and research directions. We proceed to discuss a current challenge in the application of homomorphic encryption to dynamic systems, where arithmetic operations other than integer addition and multiplication are limited. We also introduce a Learning With Errors based homomorphic cryptosystem called “Gentry-Sahai-Waters” scheme and discuss its benefits that allow for recursive multiplication of encrypted dynamic systems, without use of computationally expensive bootstrapping techniques.
KW - Bootstrapping
KW - Dynamic system over encrypted data
KW - Encrypted control
KW - Homomorphic encryption
KW - Learning With Errors
KW - Multi-party computation
KW - Secret sharing
UR - http://www.scopus.com/inward/record.url?scp=85141308684&partnerID=8YFLogxK
U2 - 10.1016/j.arcontrol.2022.10.002
DO - 10.1016/j.arcontrol.2022.10.002
M3 - Review article
AN - SCOPUS:85141308684
SN - 1367-5788
VL - 54
SP - 200
EP - 218
JO - Annual Reviews in Control
JF - Annual Reviews in Control
ER -