論文

査読有り
2019年

Fully Homomorphic Encryption with Table Lookup for Privacy-Preserving Smart Grid.

IEEE International Conference on Smart Computing(SMARTCOMP)
  • Ruixiao Li
  • ,
  • Yu Ishimaki
  • ,
  • Hayato Yamana

開始ページ
19
終了ページ
24
記述言語
英語
掲載種別
研究論文(国際会議プロシーディングス)
DOI
10.1109/SMARTCOMP.2019.00023
出版者・発行元
Ieee

Smart grids are indispensable applications in smart connected communities (SCC). To construct privacy-preserving anomaly detection systems on a smart grid, we adopt fully homomorphic encryption (FHE) to protect users' sensitive data. Although FHE allows a third party to perform calculations on encrypted data without decryption, FHE only supports addition and multiplication on encrypted data. In anomaly detection, we must calculate both harmonic and arithmetic means consisting of logarithms. A naive implementation of such arithmetic operations with FHE is a bitwise operation; thus, it requires huge computation time. To speed up such calculations, we propose an efficient protocol to evaluate any functions with FHE using a lookup table (LUT). Our protocol allows integer encoding, i.e., a set of integers is encrypted as a single ciphertext, rather than using bitwise encoding. Our experimental results in a multi-threaded environment show that the runtime of our protocol is approximately 51 s when the size of the LUT is 448,000. Our protocol is more practical than the previously proposed bitwise implementation.

リンク情報
DOI
https://doi.org/10.1109/SMARTCOMP.2019.00023
DBLP
https://dblp.uni-trier.de/rec/conf/smartcomp/LiIY19
Web of Science
https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=JSTA_CEL&SrcApp=J_Gate_JST&DestLinkType=FullRecord&KeyUT=WOS:000502836700004&DestApp=WOS_CPL
URL
https://dblp.uni-trier.de/conf/smartcomp/2019
URL
https://dblp.uni-trier.de/db/conf/smartcomp/smartcomp2019.html#LiIY19
Scopus
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85070860068&origin=inward
Scopus Citedby
https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=85070860068&origin=inward
ID情報
  • DOI : 10.1109/SMARTCOMP.2019.00023
  • ISBN : 9781728116891
  • DBLP ID : conf/smartcomp/LiIY19
  • SCOPUS ID : 85070860068
  • Web of Science ID : WOS:000502836700004

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