IIBES:一个改进基于身份的加密系统以确保联邦学习安全的拟议框架

IF 0.6 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS International Journal of Pervasive Computing and Communications Pub Date : 2022-06-24 DOI:10.1108/ijpcc-02-2022-0073
Maitri Patel, Rajan Patel, Nimisha Patel, P. Shah, K. Gulati
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引用次数: 0

摘要

目的在密码学领域,任何基于计算机的系统都可以通过使用密钥来实现身份验证、保密和识别。需要获得CA认可的证书,以证明用户可以交换编码通信,这是广泛识别PKC的最重要限制之一,因为该技术需要太多时间,而且容易出错。IBC降低了PKC的证书和密钥管理操作成本。IBE是IBC的重要开端。提出IBE方案背后的想法是降低证书和密钥管理的复杂性,但它也带来了密钥托管和密钥吊销问题,这为未经授权的用户提供了访问加密信息的机会。设计/方法论/方法本文旨在将IIBES的结果与现有系统进行比较,并对其进行安全分析,所提出的系统可用于联合学习中的安全性。Findings此外,它可以使用其他加密/解密算法(如椭圆曲线密码术(ECC))来实现,以比较执行效率。所提出的系统可以用于联合学习中的安全性。因此,提出了一种新的增强型IBE方案:IIBES,并使用RSA算法在JAVA编程语言中实现,该方案通过使用子KGC(SKGC)和带有nonce的共享密钥来消除密钥托管问题和密钥撤销问题,从而消除了密钥托管问题。IIBES还通过IBS提供身份验证,并可用于保护联合学习中的数据。
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IIBES: a proposed framework to improve the identity-based encryption system for securing federated learning
Purpose In the field of cryptography, authentication, secrecy and identification can be accomplished by use of secret keys for any computer-based system. The need to acquire certificates endorsed through CA to substantiate users for the barter of encoded communications is one of the most significant constraints for the extensive recognition of PKC, as the technique takes too much time and susceptible to error. PKC’s certificate and key management operating costs are reduced with IBC. IBE is a crucial primeval in IBC. The thought behind presenting the IBE scheme was to diminish the complexity of certificate and key management, but it also gives rise to key escrow and key revocation problem, which provides access to unauthorised users for the encrypted information. Design/methodology/approach This paper aims to compare the result of IIBES with the existing system and to provide security analysis for the same and the proposed system can be used for the security in federated learning. Findings Furthermore, it can be implemented using other encryption/decryption algorithms like elliptic curve cryptography (ECC) to compare the execution efficiency. The proposed system can be used for the security in federated learning. Originality/value As a result, a novel enhanced IBE scheme: IIBES is suggested and implemented in JAVA programming language using RSA algorithm, which eradicates the key escrow problem through eliminating the need for a KGC and key revocation problem by sing sub-KGC (SKGC) and a shared secret with nonce. IIBES also provides authentication through IBS as well as it can be used for securing the data in federated learning.
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来源期刊
International Journal of Pervasive Computing and Communications
International Journal of Pervasive Computing and Communications COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
6.60
自引率
0.00%
发文量
54
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