Blockchain and Deep Learning for Secure Communication in Digital Twin Empowered Industrial IoT Network

Kumar, Prabhat; Kumar, Randhir; Kumar, Abhinav; Franklin, A. Antony; Garg, Sahil; Singh, Satinder

doi:10.1109/tnse.2022.3191601

Cited by 32 publications

(14 citation statements)

References 39 publications

(44 reference statements)

Supporting

Mentioning

Contrasting

Order By: Relevance

“…To improve consensus efficiency, a novel DT-DPoS (digital twin delegated proof of stake) consensus protocol is also designed to better suit the digital twin-enabled ITS scenarios. Several research efforts have been reported in the literature to secure and optimize digital twin-based applications such as industrial metaverse [60], [61], vehicular traffic management [62], maritime transportation systems [7], industrial IoT [63], edge offloading [64]- [66], and virtual reality (VR) [67].…”

Section: Security and Privacy Countermeasures In Iodt A Iodt Data Sec...mentioning

confidence: 99%

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

wang¹,

Zhou²,

Guo³

et al. 2023

Preprint

View full text Add to dashboard Cite

<p>By interacting, synchronizing, and cooperating with its physical counterpart in real time, digital twin is promised to promote an intelligent, predictive, and optimized modern city. Via interconnecting massive physical entities and their virtual twins with inter-twin and intra-twin communications, the Internet of digital twins (IoDT) enables free data exchange, dynamic mission cooperation, and efficient information aggregation for composite insights across vast physical/virtual entities. However, as IoDT incorporates various cutting-edge technologies to spawn the new ecology, severe known/unknown security flaws and privacy invasions of IoDT hinders its wide deployment. Besides, the intrinsic characteristics of IoDT such as decentralized topology, information-centric routing and semantic communications entail critical challenges for security service provisioning in IoDT. To this end, this paper presents an in-depth review of the IoDT with respect to system architecture, enabling technologies, and security/privacy issues. Specifically, we first explore a novel distributed IoDT architecture with cyber-physical interactions and discuss its key characteristics and communication modes. Afterward, we investigate the taxonomy of security and privacy threats in IoDT, discuss the key research challenges, and review the state-of-the-art defense approaches. Finally, we point out the new trends and open research directions related to IoDT.</p>

show abstract

Section: Security and Privacy Countermeasures In Iodt A Iodt Data Sec...mentioning

confidence: 99%

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

wang¹,

Zhou²,

Guo³

et al. 2023

Preprint

View full text Add to dashboard Cite

show abstract

Section: Security and Privacy Countermeasures In Iodt A Iodt Data Sec...mentioning

confidence: 99%

“…Digital twin-enabled industrial IoT usually relies on cloud/edge servers for compute-intensive and real-time data processing. Aimed to mitigate the unreliable public communication channels and build trust among participating entities, Kumar et al [63] integrate deep learning and blockchain to deliver decentralized data learning and digital twin services in industrial IoT. The smart contracts are deployed atop the blockchain platform to guarantee data integrity and authenticity, and an intrusion detection system (IDS) is built based on long short term memory (LSTM), sparse autoencoding (SAE), and multi-head self-attention (MHSA) techniques to make sure the information obtained from the blockchain is accurate.…”

Section: Security and Privacy Countermeasures In Iodt A Iodt Data Sec...mentioning

confidence: 99%

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

Wang

Zhou

Guo

et al. 2023

IEEE Internet Things J.

View full text Add to dashboard Cite

By interacting, synchronizing, and cooperating with its physical counterpart in real time, digital twin is promised to promote an intelligent, predictive, and optimized modern city. Via interconnecting massive physical entities and their virtual twins with inter-twin and intra-twin communications, the Internet of digital twins (IoDT) enables free data exchange, dynamic mission cooperation, and efficient information aggregation for composite insights across vast physical/virtual entities. However, as IoDT incorporates various cutting-edge technologies to spawn the new ecology, severe known/unknown security flaws and privacy invasions of IoDT hinders its wide deployment. Besides, the intrinsic characteristics of IoDT such as decentralized structure, information-centric routing and semantic communications entail critical challenges for security service provisioning in IoDT. To this end, this paper presents an in-depth review of the IoDT with respect to system architecture, enabling technologies, and security/privacy issues. Specifically, we first explore a novel distributed IoDT architecture with cyber-physical interactions and discuss its key characteristics and communication modes. Afterward, we investigate the taxonomy of security and privacy threats in IoDT, discuss the key research challenges, and review the state-of-the-art defense approaches. Finally, we point out the new trends and open research directions related to IoDT.

show abstract

“…In addition, from the function perspective, the attribute-based signature primitive could be combined with some blockchain-based solutions [41][42][43][44] to realize fine-grained access control and enhanced privacy preservation for the blockchain environment. Table 1.…”

Section: Attribute-based Signaturementioning

confidence: 99%

A Delegation Attack Method on Attribute-Based Signatures and Probable Solutions

Hao

Wang

et al. 2022

Mathematics

View full text Add to dashboard Cite

Attribute-based signature (ABS) assures the verifier that the message is endorsed by a signer whose attributes satisfy the claimed attribute policy (predicate); thus, it can provide identity authentication with privacy preservation in scenarios like anonymous communication and access control. However, we have found that the inherent delegatibility of attribute-based cryptography, which enables the utilization of relationship between policies, could make most of the existing ABS constructions not satisfy the unforgeability requirement under the common security model. In this paper, we dig into the delegatibility property of ABS for the first time and propose the potential delegation attack to break the unforgeability of the existing ABS constructions under the common security model. We also give two attack instances on a typical ABS construction to demonstrate the feasibility of the proposed delegation attack. Finally, we present two solutions to improve the above issue and give a further discussion about the delegatibility property of ABS.

show abstract

Blockchain and Deep Learning for Secure Communication in Digital Twin Empowered Industrial IoT Network

Cited by 32 publications

References 39 publications

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects

A Delegation Attack Method on Attribute-Based Signatures and Probable Solutions

Contact Info

Product

Resources

About