GAN-Based Key Secret-Sharing Scheme in Blockchain

doi:10.1109/TCYB.2019.2963138

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进控制与自动化团队

	GAN-Based Key Secret-Sharing Scheme in Blockchain
	Zheng, Wenbo 1,3; Wang, Kunfeng 2,3; Wang, Fei-Yue 3
刊名	IEEE TRANSACTIONS ON CYBERNETICS
	2021
卷号	51 期号:1 页码:393-404
关键词	DNA Gallium nitride Blockchain Cryptography Generative adversarial networks Encoding Training Classification generative adversarial network (GAN) image segmentation secret sharing
ISSN号	2168-2267
DOI	10.1109/TCYB.2019.2963138
通讯作者	Wang, Kunfeng(wangkf@mail.buct.edu.cn)
英文摘要	In this article, we propose a key secret-sharing technology based on generative adversarial networks (GANs) to address three major problems in the blockchain: 1) low security; 2) hard recovery of lost keys; and 3) low communication efficiency. In our scheme, the proposed network plays the role of a dealer and treats the secret-sharing process as a classification issue. The key idea is to view the secret as an image during the secret-sharing process. If the user's private key is text, we can covert the key text into an image called the original image. Specifically, we first divide the original image into original subimages by the image segmentation. Next, we encode each original subimage by DNA coding. Finally, we train the proposed network to find the key secret-sharing results. Our proposed scheme is not only a significant extension of the GANs but also a new direction for the key secret-sharing technology. The simulation results show that the scheme is secure, and both flexible and efficient in communication.
资助项目	National Key Research and Development Program of China[2018YFC1704400] ; National Natural Science Foundation of China[U1811463]
WOS关键词	GENERATIVE ADVERSARIAL NETWORKS ; VISUAL CRYPTOGRAPHY ; IMAGE ; SECURITY ; ALGORITHM ; TECHNOLOGY ; ENCRYPTION
WOS研究方向	Automation & Control Systems ; Computer Science
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000602709000033
资助机构	National Key Research and Development Program of China ; National Natural Science Foundation of China
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/42523]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者	Wang, Kunfeng
作者单位	1.Xi An Jiao Tong Univ, Sch Software Engn, Xian 710049, Peoples R China 2.Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China 3.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Zheng, Wenbo,Wang, Kunfeng,Wang, Fei-Yue. GAN-Based Key Secret-Sharing Scheme in Blockchain[J]. IEEE TRANSACTIONS ON CYBERNETICS,2021,51(1):393-404.
APA	Zheng, Wenbo,Wang, Kunfeng,&Wang, Fei-Yue.(2021).GAN-Based Key Secret-Sharing Scheme in Blockchain.IEEE TRANSACTIONS ON CYBERNETICS,51(1),393-404.
MLA	Zheng, Wenbo,et al."GAN-Based Key Secret-Sharing Scheme in Blockchain".IEEE TRANSACTIONS ON CYBERNETICS 51.1(2021):393-404.