Privacy-Preserving Fine-Grained Data Sharing With Dynamic Service for the Cloud-Edge IoT

计算机科学 云计算 物联网 GSM演进的增强数据速率 信息隐私 边缘计算 计算机安全 数据共享 服务(商务) 计算机网络 电信 操作系统 业务 病理 医学 营销 替代医学
作者
Jianfei Sun,Yangyang Bao,Weidong Qiu,Rongxing Lu,Songnian Zhang,Yunguo Guan,Xiaochun Cheng
出处
期刊:IEEE Transactions on Dependable and Secure Computing [IEEE Computer Society]
卷期号:22 (2): 1329-1346 被引量:24
标识
DOI:10.1109/tdsc.2024.3432650
摘要

The cloud-edge computing model has been expected to play a revolutionary role in promoting the quality of future generation large-scale Internet of Things (IoT) services. However, security and privacy in data sharing remain crucial issues hindering the success of cloud-edge IoT services. While some solutions based on attribute-based encryption (ABE) have been proposed to address these issues, they still face practical challenges such as attribute privacy leakage, resource-constrained devices, dynamic user groups, inflexible and inefficient service response. To address these challenges, this paper proposes a privacy-preserving fine-grained data sharing scheme with dynamic service (PF2DS), which implements access control by calculating the inner product between an attribute vector and an access vector. PF2DS is also capable of providing dynamic user group services through an efficient and indirect user revocation mechanism that periodically updates the key-embedded leaf nodes. Building on PF2DS, edge-assisted PF2DS (EPF2DS) delegates most of the operations to the edge device, which facilitates the performance of resource-constrained IoT devices. EPF2DS also supports efficient and asynchronous keyword search over the ciphertexts stored in the cloud. We demonstrate the security by the rigorous security proof. Both theoretical comparisons and experimental simulations demonstrate the practicality and superiority of our schemes over existing works.
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