GAN-Based Key Secret-Sharing Scheme in Blockchain

doi:10.1109/TCYB.2019.2963138

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 平行智能技术与系统团队

	GAN-Based Key Secret-Sharing Scheme in Blockchain
	Zheng, Wenbo 1,2; Wang, Kunfeng2,3 ; Wang, Fei-Yue2
发表期刊	IEEE TRANSACTIONS ON CYBERNETICS
ISSN	2168-2267
	2021
卷号	51 期号:1 页码:393-404
通讯作者	Wang, Kunfeng(wangkf@mail.buct.edu.cn)
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.
关键词	DNA Gallium nitride Blockchain Cryptography Generative adversarial networks Encoding Training Classification generative adversarial network (GAN) image segmentation secret sharing
DOI	10.1109/TCYB.2019.2963138
关键词[WOS]	GENERATIVE ADVERSARIAL NETWORKS ; VISUAL CRYPTOGRAPHY ; IMAGE ; SECURITY ; ALGORITHM ; TECHNOLOGY ; ENCRYPTION
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Program of China[2018YFC1704400] ; National Natural Science Foundation of China[U1811463]
项目资助者	National Key Research and Development Program of China ; National Natural Science Foundation of China
WOS研究方向	Automation & Control Systems ; Computer Science
WOS类目	Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Cybernetics
WOS记录号	WOS:000602709000033
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
七大方向——子方向分类	机器学习
引用统计	被引频次：37[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42524
专题	多模态人工智能系统全国重点实验室_平行智能技术与系统团队
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.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
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.