TY - JOUR
T1 - Blockchain-Based Data Security and Sharing for Resource-Constrained Devices in Manufacturing IoT
AU - Tan, Jinbiao
AU - Shi, Jianhua
AU - Wan, Jiafu
AU - Dai, Hong Ning
AU - Jin, Jiong
AU - Zhang, Rui
N1 - This work was supported in part by the Special Project on Cooperation and Exchange of Shanxi Province Science and Technology, China, under Grant 202204041101036; in part by the Guangzhou Science and Technology Plan Project, China, under Grant 2024B03J1297; in part by the Natural Science Foundation of Shanxi Province, China, under Grant 202303021211330; and in part by the Shanxi University Science and Technology Innovation Plan Platform Project under Grant 2022P009.
Publisher Copyright:
© 2024 IEEE.
PY - 2024/8/1
Y1 - 2024/8/1
N2 - Presently, resource-constrained devices in manufacturing Internet of Things (MIoT), such as sensors and radio frequency identification (RFID) devices, collect a large amount of privacy-sensitive data. However, weak passwords and vulnerable encryption capabilities in MIoT have often become loopholes of security risks. To this end, this article proposes a novel secure data-sharing scheme based on the integration of blockchain and fusion of both real and fake data to address the data security requirements of resource-constrained MIoT devices. First, a computing resource collaboration architecture is designed, thereby enabling these devices to interface with multiple devices with full resource to implement flexible resource scheduling. Then, a resource-assistance mechanism is devised through blockchain-based smart contracts by utilizing the idle resources of full nodes to complement the computational tasks launched by resource-constrained nodes. In addition, polygon semantic rules are proposed to improve the security of private data. Subsequently, real data artifacts are generated by data tampering to achieve privacy cover, avoiding the consumption of computing resources in traditional encryption algorithms. Finally, the feasibility of the proposed scheme is verified on a customized candy production line. The experimental results validate that data protection using polygon semantic rules can prevent actual data from being peeped. Moreover, the results also indicate that the proposed method can obtain resource assistance from other nodes through the resource compensation mechanism.
AB - Presently, resource-constrained devices in manufacturing Internet of Things (MIoT), such as sensors and radio frequency identification (RFID) devices, collect a large amount of privacy-sensitive data. However, weak passwords and vulnerable encryption capabilities in MIoT have often become loopholes of security risks. To this end, this article proposes a novel secure data-sharing scheme based on the integration of blockchain and fusion of both real and fake data to address the data security requirements of resource-constrained MIoT devices. First, a computing resource collaboration architecture is designed, thereby enabling these devices to interface with multiple devices with full resource to implement flexible resource scheduling. Then, a resource-assistance mechanism is devised through blockchain-based smart contracts by utilizing the idle resources of full nodes to complement the computational tasks launched by resource-constrained nodes. In addition, polygon semantic rules are proposed to improve the security of private data. Subsequently, real data artifacts are generated by data tampering to achieve privacy cover, avoiding the consumption of computing resources in traditional encryption algorithms. Finally, the feasibility of the proposed scheme is verified on a customized candy production line. The experimental results validate that data protection using polygon semantic rules can prevent actual data from being peeped. Moreover, the results also indicate that the proposed method can obtain resource assistance from other nodes through the resource compensation mechanism.
KW - Blockchain
KW - data security
KW - data sharing
KW - intelligent manufacturing
KW - Internet of Things (IoT)
UR - http://www.scopus.com/inward/record.url?scp=85184805071&partnerID=8YFLogxK
U2 - 10.1109/JIOT.2024.3363013
DO - 10.1109/JIOT.2024.3363013
M3 - Journal article
AN - SCOPUS:85184805071
SN - 2327-4662
VL - 11
SP - 25558
EP - 25567
JO - IEEE Internet of Things Journal
JF - IEEE Internet of Things Journal
IS - 15
ER -