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Comparison of encrypted control approaches and tutorial on dynamic systems using Learning With Errors-based homomorphic encryption

Kim, Junsoo (author)
Seoul Natl Univ Sci & Technol, Dept Elect & Informat Engn, Seoul, South Korea.
Kim, Dongwoo (author)
Western Digital Res, Milpitas, CA 95035 USA.
Song, Yongsoo (author)
Seoul Natl Univ, Dept Comp Sci & Engn, Seoul, South Korea.
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Shim, Hyungbo (author)
Seoul Natl Univ, Dept Elect & Comp Engn, ASRI, Seoul, South Korea.
Sandberg, Henrik (author)
KTH,Reglerteknik
Johansson, Karl H., 1967- (author)
KTH,Reglerteknik
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Seoul Natl Univ Sci & Technol, Dept Elect & Informat Engn, Seoul, South Korea Western Digital Res, Milpitas, CA 95035 USA. (creator_code:org_t)
Elsevier BV, 2022
2022
English.
In: Annual Reviews in Control. - : Elsevier BV. - 1367-5788 .- 1872-9088. ; 54, s. 200-218
  • Research review (peer-reviewed)
Abstract Subject headings
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  • 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.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)

Keyword

Encrypted control
Homomorphic encryption
Bootstrapping
Multi-party computation
Secret sharing
Dynamic system over encrypted data
Learning With Errors

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