高效、安全、基于秘密共享的数据外包,适合物联网环境

IF 7.6 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ahmad Akmal Aminuddin Mohd Kamal, Masaya Fujisawa
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引用次数: 0

摘要

物联网(IoT)环境和云计算的进步创造了新的商机,例如基于云的物联网数据外包,即物联网设备收集的数据外包给云服务器进行进一步处理。然而,人们对所收集数据的隐私和安全性存在担忧。此外,物联网设备通常以低功耗运行,并且具有有限的内存、处理能力和存储容量。因此,一种具有最小计算需求的安全数据外包方法至关重要。秘密共享方案被认为在提供健壮的安全性的同时需要最少的计算资源。因此,秘密共享方案最近被用作解决隐私保护问题的替代方法。在完美(k,n)阈值秘密共享方案中,一个秘密被转换成n个不同的份额,因此需要的总份额大小为该秘密的n倍。A (k,L,n)斜坡秘密共享方案提供了更好的存储效率,但代价是只能实现较弱的安全性。在本研究中,我们提出了一种新的协议,用于安全且存储效率高的(k,L,n)斜坡秘密共享方案,该方案结合了用随机数加密每个秘密的思想。通过引入基于一次性填充加密方法的新的随机化步骤来随机化输入,我们证明了即使部分信息可能由于(k,L,n)斜坡秘密共享的性质而泄露,只要随机数的乘积没有从未经授权的共享中泄露,实际的秘密仍然是安全的。此外,我们使用树莓派4模型B作为物联网设备,使用c++对所提出方法的分发阶段进行了实验评估,并表明所提出的方法可以在比大多数传统的秘密共享方案更短的时间内执行,特别是当参数k增加时。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Efficient and secure secret sharing-based data outsourcing suitable for Internet of Things environments
Advancements in the Internet of Things (IoT) environment and cloud computing have created new business opportunities, such as cloud-based IoT data outsourcing, in which data that are collected by IoT devices are outsourced to cloud servers for further processing. However, concerns exist regarding the privacy and security of the collected data. Moreover, IoT devices often operate at low power and possess restricted memory, processing capabilities, and storage capacities. Consequently, a secure data-outsourcing method with minimal computational requirements is essential. Secret sharing schemes are recognized for providing robust security while requiring minimal computational resources. Hence, secret sharing schemes have recently been utilized as alternative methods to address privacy protection concerns. In a perfect (k,n) threshold secret sharing scheme, a secret is converted into n different shares, thereby requiring a total share size of n times the secret. A (k,L,n) ramp secret sharing scheme provides better storage efficiency, albeit at the cost of realizing only weak security. In this study, we propose a new protocol for a secure and storage-efficient (k,L,n) ramp secret sharing scheme that incorporates the idea of encrypting each secret with a random number. By introducing new randomization steps based on the one-time pad encryption approach to randomize the inputs, we prove that even if part of the information can be leaked because of the nature of (k,L,n) ramp secret sharing, the actual secret remains secure, provided that the product of the random numbers is not leaked from the unauthorized shares. Furthermore, we performed an experimental evaluation of the distribution phase of the proposed method with C++ using a Raspberry Pi 4 Model B as an IoT device and showed that the proposed method can be executed in significantly less time than most conventional secret haring schemes, particularly when the parameter k increases.
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来源期刊
Internet of Things
Internet of Things Multiple-
CiteScore
3.60
自引率
5.10%
发文量
115
审稿时长
37 days
期刊介绍: Internet of Things; Engineering Cyber Physical Human Systems is a comprehensive journal encouraging cross collaboration between researchers, engineers and practitioners in the field of IoT & Cyber Physical Human Systems. The journal offers a unique platform to exchange scientific information on the entire breadth of technology, science, and societal applications of the IoT. The journal will place a high priority on timely publication, and provide a home for high quality. Furthermore, IOT is interested in publishing topical Special Issues on any aspect of IOT.
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