Cited by 321Blockchain Technology Applications and SecurityDigital Transformation in IndustryBlockchain Technology in Education and Learning

A Review on the Application of Blockchain to the Next Generation of Cybersecure Industry 4.0 Smart Factories

Open access
Fernandez-Carames, Tiago M., Fraga-Lamas, Paula·2019·IEEE Access

Abstract

Industry 4.0 is a concept devised for improving the way modern factories operate through the use of some of the latest technologies, like the ones used for creating the Industrial Internet of Things (IIoT), robotics, or Big Data applications. One of such technologies is blockchain, which is able to add trust, security, and decentralization to different industrial fields. This article focuses on analyzing the benefits and challenges that arise when using blockchain and smart contracts to develop Industry 4.0 applications. In addition, this paper presents a thorough review of the most relevant blockchain-based applications for Industry 4.0 technologies. Thus, its aim is to provide a detailed guide for the future Industry 4.0 developers that allows for determining how the blockchain can enhance the next generation of cybersecure industrial applications.

AI snapshot

Written from the paper’s full text.

TL;DR

This review analyzes how blockchain and smart contracts can enhance Industry 4.0 smart factories by adding trust, security, decentralization, and automation, while also surveying practical applications across major Industry 4.0 technologies. It provides a guide for deciding when blockchain is appropriate and catalogs the main technical, operational, and regulatory challenges for future industrial deployments.

Key findings

  • Blockchain can benefit Industry 4.0 by supporting vertical and horizontal integration, IIoT security, ICPS, Big Data/analytics, industrial AR/VR, autonomous robots/vehicles, cloud/edge computing, additive manufacturing, cybersecurity, and simulation software.
  • The paper argues blockchain is not always the best choice: in private networks traditional databases may suffice, and alternatives like IOTA/Tangle offer high-speed, feeless, scalable transactions but have downsides including less proven technology, no true DApp/Turing-complete functionality, possible 34-percent attack vulnerability, and a coordination node that hinders decentralization.
  • It reports specific performance constraints: Bitcoin’s original blockchain can reach up to 7 transactions per second; Bitcoin transaction latency follows a Poisson distribution with a 10-minute mean, with about an hour recommended for confirmation; and Gartner predicted blockchain business value-add to exceed $176 billion by 2025 and $3.1 trillion by 2030.
  • Main challenges identified include scalability, cryptosystems for resource-constrained devices, consensus algorithm selection, privacy and security, energy efficiency, throughput and latency, required infrastructure, multi-chain management, interoperability/standardization, and regulatory/legal aspects.

Methods

  • Design: a narrative review and guide for Industry 4.0 developers, analyzing blockchain benefits, practical limitations, optimization parameters, and relevant research.
  • Data/sample: no primary dataset or empirical sample; the paper synthesizes prior literature, standards, projects, and examples across Industry 4.0 technologies.
  • Main analysis: qualitative synthesis organized by Industry 4.0 application area, with a proposed flow diagram for evaluating whether blockchain is needed and discussion of benefits versus challenges.

Limitations

  • The paper does not state limitations of its own review; it lists challenges of implementing blockchain in Industry 4.0, including scalability, resource-constrained cryptography, consensus selection, privacy/security, energy/throughput/latency, infrastructure, multi-chain management, interoperability/standardization, and regulatory/legal issues.
  • Evident from the text: as a narrative review, it does not describe a systematic search strategy, inclusion/exclusion criteria, or quantitative meta-analysis.
  • Evident from the text: many benefits and application examples are prospective or based on cited proposals rather than validated deployments, and the authors note that some areas, such as blockchain for industrial AR/VR and robots/cobots, have little research.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1109/access.2019.2908780

Cites

118 of 118 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 83 cited sources checked · 0 supported · 0 flagged

  • Premisenone given

    IOTA uses a coordination node for synchronization issues that hinders decentralization.

    “IOTA uses a coordination node for synchronization issues that hinders decentralization.”
    Quote in the paperNot a substantial claim
  • Premisecitation

    Some Industry 4.0 applications store every performed transaction to be able to carry out audits, keep accurate traceability records or make use of Big Data techniques or predictive analytics.

    “Some Industry 4.0 applications follow this approach in a strict way and store every performed transaction to be able to carry out audits, to keep accurate traceability records or to make use of Big Data techniques or predictive analytics [27], [28].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
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  • Premisecitation

    A blockchain-based consumer's supply chain provides a tamper-proof history of product manufacturing, handling and maintenance.

    “It provides a tamper-proof history of product manufacturing, handling and maintenance.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [86] source

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  • Premisecitation

    Despite the mentioned differences, Industry 4.0 technologies can benefit from the use of blockchain to tackle the four main challenges they face during their deployment.

    “Despite the mentioned differences, Industry 4.0 technologies can benefit from the use of blockchain to tackle the four main challenges they face during their deployment [54]:”
    Quote in the paperSubstantial claim0 of 1 sources checked
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  • Interpretationreasoning

    Blockchain-based applications allow for guaranteeing that the information published by a specific IIoT device is not forged or altered by malicious third parties.

    “Blockchain-based applications allow for guaranteeing that the information published by a specific IIoT device is not forged or altered by malicious third parties.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 99
  • May combine two claims. 77
  • The quote only partly states this claim. 2
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingnone given

    There is not much research on industrial blockchain-based robots and cobots.

    “There is not much research on industrial blockchain-based robots and cobots”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingnone given

    There is not much research on the application of blockchain to IAR/IVR applications.

    “There is not much research on the application of blockchain to IAR/IVR applications”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given

    Most of the previous challenges can be faced by a blockchain, which acts as a ledger that stores all the performed transactions.

    “Most of the previous challenges can be faced by a blockchain, which acts as a ledger that stores all the performed transactions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    Public blockchains can be useful in certain industrial scenarios where a high level of transparency is necessary or where massive consumer device interaction is required.

    “Public blockchains can be useful in certain industrial scenarios where a high level of transparency is necessary or where massive consumer device interaction is required.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Application decentralization is desirable especially for Industry 4.0 applications with medium and large user and computational loads, since they rely on expensive centralized servers that are costly to deploy and maintain.

    “Application decentralization.It is desirable especially for Industry 4.0 applications with medium and large user and computational loads, since they rely on expensive centralized servers that are also costly to deploy and maintain [9], [10].”
    Quote in the paperSubstantial claim0 of 2 sources checked
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    • cites [10]

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    • Rests on an assumption: Many industrial companies pay middlemen for outsourcing centralized solutions.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Two key costs may be reduced by blockchain: verification and networking costs.

    “Two key costs may be reduced by blockchain: verification and networking costs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    IOTA's architecture (Tangle) allows it to be efficient, scalable and lightweight.

    “IOTA's architecture (called Tangle) allows it to be efficient, scalable and lightweight.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    This is essential in critical infrastructures and defense, whose data have to be stored through trusted service providers, especially in countries where data privacy and security are not guaranteed.

    “This is essential in the case of critical infrastructures [34], [35] and defense [36], whose data, due to legal and privacy concerns (e.g., certain defense data are considered strategic and therefore classified), have to be stored through trusted service providers, especially in countries where data privacy and security are not guaranteed [37].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
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    • cites [36] source

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  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given

    Blockchain can bring many benefits to multiple industrial fields and can become a useful tool for Industry 4.0 applications.

    “Blockchain can bring many benefits to multiple industrial fields and it can also become a very useful tool for Industry 4.0 applications.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Tangle does not use blocks, requires no miners, provides high-speed transactions with no network fees, and allows for seemingly infinite scalability.

    “Tangle does not use blocks, it requires no miners, it provides high-speed transactions with no network fees, and allows for seemingly infinite scalability.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Blockchain may add value to different fields and evolve the existing Internet, enabling the transformation from the 'Internet of Information' to the 'Internet of Value' and the creation of a true peer-to-peer sharing economy.

    “Blockchain may add value to different fields and evolve the existing Internet, enabling the transformation from the 'Internet of Information' to the 'Internet of Value' and the creation of a true peer-to-peer sharing economy [8].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Practical implementations of consortium blockchains can be found for financial institutions, for the energy sector and for the insurance industry.

    “Practical implementations of consortium blockchains can be found for financial institutions [41], for the energy sector [42] and for the insurance industry [43].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [41] source

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    • cites [42]

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    • cites [43]

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Tangle is not as proven and tested as blockchain, since it has not had as many users and developers.

    “The technology is not as proven and tested as blockchain, since it has not had as much users and developers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The existence of a payment system may be used to automate many systematic tasks and thus accelerate transactions among parties.

    “Moreover, the existence of a payment system may be used to automate many systematic tasks and thus accelerate transactions among parties.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Such features have been traditionally provided by databases, whose security is essential, especially when they are accessed through the Internet and thus exposed publicly to attacks on their availability or on data privacy.

    “It is worth mentioning that such features have been traditionally provided by databases, whose security is essential, especially when they are accessed through the Internet and thus exposed publicly to attacks on their availability or on the data privacy.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The validation process is essential because it provides a decentralized solution to the Byzantine Generals' Problem.

    “Such a validation process is essential, since it provides a decentralized solution to the Byzantine Generals' Problem [13] that shows how to reach an agreement among different entities (generals) to do something (a battle plan) when such entities do not trust each other and when they only exchange messages that may be malicious (i.e., they may come from traitors).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    In private networks, traditional databases usually provide a fast and powerful tool for many applications.

    “For instance, in private networks, traditional databases usually provide a fast and powerful tool for many applications.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Traditional payment systems often carry two drawbacks: they usually involve higher transaction fees than public blockchains and they have to be trusted almost blindly.

    “It is possible to carry out payments through traditional payment systems, but they often carry two drawbacks: they usually involve higher transaction fees than public blockchains and they have to be trusted almost blindly, without questioning their security, ethics or internal policies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    Trust and transparency are reasons to create public transaction logs.

    “Trust and transparency are also the reasons to create public transaction logs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    Consortium or federated blockchains restrict user access to the network and the actions performed by participants, and the consensus algorithm is usually run by a pre-selected group of nodes, which increases transaction privacy and accelerates transaction validation.

    “They restrict user access to the network and the actions performed by the participants.In fact, the consensus algorithm is usually run by a pre-selected group of nodes, what increases transaction privacy and accelerates transaction validation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Blockchain can help automate industrial processes that involve multiple companies.

    “Since blockchain can help to automate industrial processes that involve multiple companies (examples are given later in Section III), it is important to define the concept of smart contract”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Blockchain is not always the optimum choice to solve every problem.

    “However, blockchain is not always the optimum choice to solve every problem.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    There are already other technologies that serve the same purpose as blockchain (to create a trustless decentralized network that tackles the double-spending problem), which can be convenient for many Industry 4.0 applications, especially for IIoT applications or micro-payments.

    “Moreover, there are already other technologies that serve the same purpose as blockchain (i.e., to create a trustless decentralized network that tackles the double-spending problem), which can be convenient for many Industry 4.0 applications, especially for IIoT applications or micro-payments.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Another relevant feature that may be required by an Industry 4.0 application is the need for using P2P communications to exchange data among the different parties involved in industrial processes.

    “Another relevant feature that may be required by an Industry 4.0 application is the need for using P2P communications to exchange data among the different parties involved in the industrial processes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    IOTA is currently the most popular DAG-based project in the industrial field.

    “IOTA is currently the most popular DAG-based project in the industrial field.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The most common reason to justify blockchain is the lack of trust in the organization that manages the infrastructure or some privacy requirements specified by a client.

    “The most common reason is the lack of trust in the organization that manages the infrastructure or some privacy requirements specified by a client [33].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
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  • May combine two claims.

    Interpretationreasoning

    Not every Industry 4.0 technology requires decentralization, but some may benefit from it, especially when there is a centralized system that is not trusted.

    “Not every Industry 4.0 technology requires decentralization, but some may benefit from it, especially when there is a centralized system that is not trusted.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Blockchain can be useful when decentralization is needed in an application.

    “First, blockchain can be useful when decentralization is needed in an application (i.e., when such an application is enhanced by being run on a P2P network of computers instead of on a single machine).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisereasoning

    Open-source code can suffer from bugs and exploits but, since it is verified by many developers, it is less susceptible to malicious modifications.

    “Nonetheless, it should be emphasized that open-source code can also suffer from bugs and exploits but, since it is verified by many developers, it is less susceptible to malicious modifications.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Many industrial companies depend on closed-source code, which increases the lack of trust because it is not transparent on how the code works.
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    If there is trust among the different entities, blockchain is not needed.

    “Nonetheless, if there is trust among the different entities, blockchain is not needed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    IOTA can communicate with blockchains, which allows for future collaboration between them.

    “In addition, IOTA can communicate with blockchains, which allows for future collaboration between them.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    There exist different types of blockchains depending on how users interact with them and how data are managed or accessed.

    “There exist different types of blockchains depending on how users interact with them and how data are managed/accessed [18].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [18] source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The concepts behind Industry 4.0 were first defined by the German government in 2011.

    “The concepts behind Industry 4.0 are said to be first defined by the German government in 2011 [2], [3].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Tangle cannot provide true DApp functionality or Turing-complete solutions.

    “Tangle cannot provide true DApp functionality or Turing-complete solutions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Blockchain originated from Bitcoin and allows creating decentralized applications (DApps) able to track and store transactions performed by a large amount of simultaneous users and devices.

    “decentralized applications (DApps) able to track and store transactions performed by a large amount of simultaneous users and devices.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7]

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  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Blockchain can add trust, security, and decentralization to different industrial fields.

    “One of such technologies is blockchain, which is able to add trust, security, and decentralization to different industrial fields.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisereasoning

    Such IIoT nodes commonly route their data through gateways by using non-P2P protocols like MQTT or by making use of a fog or edge computing infrastructure.

    “Due to this reason, such a kind of IIoT nodes commonly route their data through gateways by using non-P2P protocols like MQTT [30] or by making use of a fog [31] or edge computing infrastructure [32].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Industry 4.0 represents the next step in the evolution of traditional factories towards smart factories, designed to be more efficient in resource management and highly flexible to adapt to changing production requirements.

    “Industry 4.0 represents the next step on the evolution of traditional factories towards actual smart factories, which are designed to be more efficient in terms of resource management and to be highly flexible to adapt to ever-changing production requirements [1].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1]

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  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Since there are good alternatives provided by server farms or clouds, there have to be other factors to justify the use of a blockchain.

    “Since there are good alternatives provided by server farms or clouds, there have to be other factors to justify the use of a blockchain.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Premisenone given

    Trust is necessary when payments have to be performed.

    “Trust is necessary when payments have to be performed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Tangle can be less secure, for example it can be compromised with a 34-percent attack, as opposed to the 51-percent or majority attack of blockchain.

    “It can be less secure (e.g., it can be compromised with a 34-percent attack, as opposed to the 51-percent or majority attack of blockchain).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Due to the existence of a single owner, private blockchains might not be actually considered decentralized, operating more like a close secure distributed database, which may be desirable in certain industrial environments where blockchain participants are well-known or where audits need to be performed.

    “It is important to note that, due to the existence of a single owner, private blockchains might not be actually considered decentralized, operating more like a close secure distributed database, which may be desirable in certain industrial environments where blockchain participants are well-known or where audits need to performed.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A credit-based payment scheme can support fast and frequent secured energy trading.

    “An example of application is a credit-based payment scheme to support fast and frequent secured energy trading [66].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [66]

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims. The quote only partly states this claim.

    Interpretationreasoning

    Smart contracts can accelerate certain bureaucratic tasks and a blockchain can be used to carry out interactions for dynamic integration of design and engineering stages.

    “Thus, smart contracts can accelerate certain bureaucratic tasks and a blockchain can be used to carry out the mentioned interactions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    A blockchain can act as an information exchange hub whose users, which are technology independent, only have to implement the appropriate blockchain client functionality.

    “A blockchain can act as an information exchange hub whose users, which are technology independent, only have to implement the appropriate blockchain client functionality.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The horizontal integration required in manufacturing and supply chain processes is a good target for blockchain-based enhancements thanks to decentralized transactions and data management capabilities.

    “The horizontal integration required in manufacturing and supply chain processes is a good target for blockchain-based enhancements thanks to decentralized transactions and its data management capabilities.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Blockchain can provide integrity service frameworks to avoid trusting third parties, but such systems still have to evolve.

    “Blockchain can provide integrity service frameworks to avoid trusting third parties [72], but such a kind of systems still has to evolve.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [72]

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The final cost of deploying a blockchain includes software integration costs plus the cost of time required to understand underlying business processes and define precise and flexible smart contracts.

    “the final cost of deploying a blockchain not only includes the costs related to software integration, but also the cost of the time required to understand the underlying business processes and to define precise and flexible smart contracts”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [85]

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Due to the progress of quantum computing on breaking traditional asymmetric cryptographic algorithms, post-quantum approaches should be considered.

    “Moreover, due to the progress of quantum computing on breaking traditional asymmetric cryptographic algorithms, post-quantum approaches should be considered [71].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
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  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Blockchain data are distributed among peers, so the disruption of the communications of one or more participants should not affect the access to the data.

    “Blockchain data are distributed among peers, so the disruption of the communications of one or more participants should not affect the access to the data.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Some researchers propose the use of permissioned blockchains to manage multiple IIoT node identification, while others suggest using multichains where only a subset of participants can monitor blockchain activities.

    “To tackle this issue some researchers propose the use of permissioned blockchains, that can manage multiple IIoT node identification [69], while others suggest using multichains [48] (where only a subset of the participants can monitor blockchain activities).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [69]

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    • cites [48]

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Blockchains are continuously growing as IIoT devices perform transactions, implying the use of more powerful miners.

    “Blockchains are continuously growing as IIoT devices perform transactions, what implies the use of more powerful miners.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    The biggest challenge for hardware oracles is to report readings without sacrificing data security and to guarantee that such readings correspond to a specific physical process.

    “The biggest challenge for these hardware oracles is to report readings without sacrificing data security and to guarantee that such readings correspond to a specific physical process.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Such entities differ from cryptocurrencies in certain aspects, like the use of power constraint devices that have to interact with the blockchain either directly or indirectly.

    “Nonetheless, such entities differ from cryptocurrencies in certain aspects, like the use of power constraint devices (e.g., IIoT sensors, AR glasses, battery-operated machinery) that have to interact with the blockchain either directly (by implementing a low-consumption implementation of a blockchain client) or indirectly (through an intermediate gateway).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Mining hardware evolved remarkably in the last years until the development of dedicated Application-Specific Integrated Circuits (ASICs).

    “mining hardware evolved remarkably in the last years until the development of dedicated Application-Specific Integrated Circuits (ASICs) [82]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [82] source

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  • May combine two claims.

    Interpretationreasoning

    One feature of a technology can be improved by using blockchain, but the same feature may still be a challenge for another technology.

    “Such a situation is illustrated in Figures 4 and 5, where it can also be observed that one feature of a technology can be improved by using blockchain, but the same feature may be still a challenge for another”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Industry 4.0 demands higher integration levels because MES, PLM, ERP and IoT platforms may not be shared with other industrial partners or clients, requiring additional expensive integrations.

    “Industry 4.0 demands higher integration levels, since the mentioned platforms may not be shared with other industrial partners or clients (thus requiring additional integrations, which are usually very expensive).”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Horizontal and vertical integration are essential to automate data exchanges inside factories and to communicate with suppliers and clients.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Other authors studied the advantages that an IoT-compliant blockchain can bring to the performance of the IEEE P1931.1 Real-Time Onsite Operations Facilitation (ROOF) standard.

    “Other authors studied the advantages that an IoT-compliant blockchain can bring to the performance of the IEEE P1931.1 Real-Time Onsite Operations Facilitation (ROOF) standard [67].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [67]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Smart contract conditions are based on data that depends on external services called oracles.

    “Smart contract conditions are based on data that depends on external services that take data from the real world and store them into the blockchain (or vice versa).Such services are referred to as oracles.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Blockchains demand infrastructure to support decentralized storage and mining.

    “Blockchains demand infrastructure to support decentralized storage and mining.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Some authors have already proposed alternatives like mini-blockchains, which help to reduce the number of peer updates while lowering the computational requirements of a full node.

    “For instance, some authors have already proposed alternatives like mini-blockchains [76], which help to reduce the number of peer updates while lowering the computational requirements of a full node.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [76]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Bitcoin transaction latency follows a Poisson distribution with a 10-minute mean.

    “Bitcoin transaction latency follows a Poisson distribution with a 10-minute mean [7]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    By default, all IIoT devices are identified by their public key or its hash, so their anonymity is not guaranteed in case it is required.

    “By default, all IIoT devices are identified by their public key (or its hash), so their anonymity is not guaranteed in case it is required”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Industry 4.0 technologies can benefit from the use of a blockchain, but its application also currently supposes a challenge in diverse aspects.

    “Industry 4.0 technologies can benefit from the use of a blockchain, but its application also currently supposes a challenge in diverse aspects.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Premisecitation

    RSA-based cryptography may not be the most appropriate for certain resource-constraint IIoT devices, so other asymmetric cryptographic mechanisms should be studied.

    “RSA-based cryptography may not be the most appropriate for certain resource-constraint IIoT devices, so other asymmetric cryptographic mechanisms should be studied [70].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [70]

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    A blockchain and smart contracts may become the horizontal integration mechanisms for the entities involved in Industry 4.0 processes, either for performing economic or simple data transactions.

    “Such a level of integration involves the deployment of low-latency and flexible communication networks, so a blockchain and smart contracts may become the horizontal integration mechanisms for the entities involved in Industry 4.0 processes, either for performing economic or simple data transactions.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisereasoning

    Since certain IIoT devices rely on batteries to operate, it is necessary to minimize power consumption.

    “Since certain IIoT devices rely on batteries to operate, it is necessary to minimize power consumption.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Different consensus mechanisms have been proposed to develop alternatives greener than traditional PoW schemes, such as Proof-of-Stake and Proof-of-Space, but further research is required.

    “In the case of mining, different consensus mechanisms have been proposed to develop alternatives greener than traditional PoW schemes (e.g., Proofof-Stake, Proof-of-Space [75]), but further research is required.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [75] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Energy efficient hashing algorithms can help extend the battery life of IIoT devices; although SHA-256 is probably the most popular hash algorithm due to Bitcoin, recent alternatives like Scrypt or X11 are faster, so they may reduce mining energy consumption.

    “It is also worth mentioning that energy efficient hashing algorithms can help to extend the battery life of IIoT devices: although SHA-256 is probably the most popular hash algorithm due to Bitcoin, recent alternatives like Scrypt [77] or X11 [78] are faster, so they may reduce mining energy consumption.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [77] source

      Not checked in the free run.

    • cites [78] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Consensus-based oracles combine different oracles to determine the outcome of an event, and prediction markets like Augur and Gnosis use a rating system for oracles to confirm future outcomes and avoid market manipulation.

    “Consensus-based oracles combine different oracles to determine the outcome of an event.For instance, prediction markets like Augur [52] and Gnosis [53] make use of a rating system for oracles to confirm future outcomes and to avoid market manipulation.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [52] source

      Not checked in the free run.

    • cites [53] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In practice, it is recommended to wait about an hour for confirmation of a Bitcoin transaction because five or six blocks need to be added to the chain before confirmation.

    “it is recommended to wait about an hour for the confirmation of the transaction (this occurs because five or six blocks need to be added to the chain before their confirmation)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Transaction recording helps keep track of goods and provides transparency to third parties.

    “Transaction recording also helps to keep track of the goods and also provides transparency to third parties.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisereasoning

    Current resource-constraint IIoT nodes are not able to cope with PoW or mining tasks in general, so they usually rely on intermediate gateways that act as proxies with the blockchain.

    “In addition, it must be noted that, despite possible energy consumption optimizations, current resource-constraint IIoT nodes are not able to cope with PoW or mining tasks in general, so they usually rely on intermediate gateways that act as proxies with the blockchain.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Blockchain provides traceability, transparency, tamper-proofness, and flexibility to changing environments and regulations.

    “Blockchain provides such features and also adds flexibility to changing environments and regulations.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Although blockchain provides relevant benefits, its adoption is a challenge for traditional industries due to its learning curve and integration costs.

    “although a blockchain provides relevant benefits, its adoption is a challenge for traditional industries due to its learning curve and the integration costs”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [85]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    When an organization sets an identity provider to authorize access to IIoT devices and other participants to the IIoT ecosystem, such a provider is also usually able to block their access.

    “It is important to note that when an organization sets an identity provider to authorize access to IIoT devices and other participants to the IIoT ecosystem, such a provider is also usually able to block their access.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Mixing techniques increase IIoT data privacy, but in some cases they can be de-anonymized.

    “Mixing techniques increase IIoT data privacy, but in some cases they can be de-anonymized [68].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [68]

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Blockchain can give public or semi-public access to IIoT data, which is important for some industries whose transparency is considered essential by certain participants in order to trust a company.

    “Give public or semi-public access to IIoT data.This is important for some industries whose transparency is considered essential by certain participants (e.g., governments, supervisors, stakeholders) in order to trust a company.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisereasoning

    It is critical for IIoT systems to guarantee that the information collected from IIoT devices has not been modified, since incorrect or malicious data can alter essential parts of an industrial system.

    “It is critical for IIoT systems to guarantee that the information collected from IIoT devices has not been modified, since incorrect or malicious data can alter essential parts of an industrial system.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Blockchain can provide enhanced Simulation-as-a-Service and decentralized co-simulation functionality.

    “Providing enhanced Simulation-as-a-Service and decentralized co-simulation functionality [154].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [154] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Blockchain can improve data reliability by creating trust among involved entities, securing shared data and providing data timestamping.

    “Blockchain can improve data reliability by creating trust among the involved entities [96], securing the shared data and providing data timestamping [19].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [96]

      Not checked in the free run.

    • cites [19] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    Since traceability can be preserved throughout the life of a product, a blockchain can be used as a tool to foster responsible consumption.

    “Since traceability can be preserved throughout the life of a product, a blockchain can be used as a tool to foster responsible consumption.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [86] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Blockchain can be used to improve cybersecurity in data sharing of sensitive data of military, law enforcement or public safety forces in the battlefield.

    “blockchain can be used to improve cybersecurity in the data sharing of sensitive data of the military, law enforcement or public safety forces in the battlefield”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    Most blockchain technologies require certain time to reach consensus and confirm transactions, which may be a problem in many ICPSs that have to react in real or quasi-real time.

    “Most blockchain technologies require certain time to reach consensus and confirm transactions, what may be a problem in many ICPSs that have to react in real or quasi-real time to the collected data and events.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    A blockchain can help additive manufacturing by improving transparency and validating the origin of manufacturing files.

    “A blockchain can help by improving transparency and validating the origin of the manufacturing files [143].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [143] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Smart contracts can standardize and automate data circulation, making it transparent to third parties.

    “smart contracts can be really helpful, since they are able to standardize and automate data circulation, making it transparent to third parties.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A blockchain may allow decreasing delivery time and optimizing stock management by distributing work offers from industrial consumers to producers.

    “The use of a blockchain may allow for decreasing delivery time and optimizing stock management by distributing work offers from industrial consumers to producers [137]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [137] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Smart contracts can create licensing agreements so that the licensee can only print a specific amount of copies of the licensed component.

    “smart contracts to create licensing agreements so that the licensee can only print a specific amount of copies of the licensed component”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [144] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Blockchains, like other types of distributed systems, are prone to Sybil attacks, which can alter the proper behavior of the system.

    “blockchains, like other types of distributed systems, are prone to Sybil attacks [150], which can alter the proper behavior of the system.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [150] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    The use of blockchain-based IAR/IVR devices involves challenges because they are usually battery operated and restricted in computing power, suffering from similar problems to IIoT hardware.

    “they are usually battery operated and, although they can embed really powerful Graphics Processing Units (GPUs), they are restricted in terms of computing power, so they suffer from similar problems to IIoT hardware.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Blockchain can be used to negotiate automatically the reserve of resources offered by a 5G infrastructure provider, allowing mobile network and service operators to perform reservations on-demand, easily and dynamically.

    “the authors suggest using a blockchain to negotiate automatically the reserve of resources offered by a 5G infrastructure provider”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [87] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    More computing nodes are not necessarily able to cope with higher workloads in a blockchain-based ICPS because transactions need to be processed serially.

    “more computing nodes are not necessarily able to cope with higher workloads, since transactions need to be processed serially”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [93]

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Trade in additive manufacturing can become automated through smart contracts, giving transparency to third parties.

    “such a trade can become automated through smart contracts [144], also giving transparency to third parties”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [144] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Certain manufacturers proposed relying on a blockchain to decentralize an AR/VR application ecosystem, giving developers freedom to create their own storefronts and marketplaces.

    “Certain manufacturers proposed relying on a blockchain to decentralize such an ecosystem so that to give developers freedom for creating their own storefronts and marketplaces.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [109] source

      Not checked in the free run.

    • cites [110]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    IIoT devices whose data are collected by ICPS are often limited in computing power, so they may not be able to use certain cryptographic mechanisms.

    “The IIoT devices whose data are collected by ICPS are often limited in terms of computing power, so they may not be able to make use of certain cryptographic mechanisms.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    An ICPS would benefit from the use of a blockchain to coordinate local real-time processes.

    “an ICPS would benefit from the use of a blockchain to, for instance, coordinate local real-time processes”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [93]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    AR and VR are helpful in industrial design processes, manufacturing certain goods, and maintaining specific industrial components.

    “to be helpful in industrial design processes [98], [99], when manufacturing certain goods [100]- [103] or for maintaining specific industrial components [104], [105].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [98]

      Not checked in the free run.

    • cites [99]

      Not checked in the free run.

    • cites [100]-[103]

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Although blockchain technology can increase Industry 4.0 application security, its use entails certain security issues that should be identified and addressed.

    “although blockchain technology can increase Industry 4.0 application security, its use entails certain security issues that should be identified and addressed [151].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [151] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Blockchain-based systems are designed as distributed systems that can complement cloud computing deployments in certain aspects.

    “blockchain-based systems are designed as distributed systems that can complement cloud computing deployments in certain aspects.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Both AR and VR proved to increase productivity.

    “they proved to increase productivity [97]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [97] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The combination of blockchain with IPFS can ease version control and distribution of digital assets in a secured manner.

    “the combination of blockchain with the storage and peerto-peer properties of Interplanetary File System (IPFS) can ease version control and the process of distributing the digital assets in a secured manner.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Blockchain can enhance Big Data and Data Analytics when facing three major issues: data collection, data trustworthiness and automated reliable data circulation.

    “Blockchain can enhance Big Data and Data Analytics when facing three major issues [94]: data collection, data trustworthiness and automated reliable data circulation.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [94] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    A blockchain can distribute computing calculations among multiple peers to accelerate the 3D printing process.

    “a blockchain that can distribute the computing calculations among multiple peers (maybe involving economic incentives) in order to accelerate the 3D printing process.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    Due to the decentralized nature of an ICPS and its need for data redundancy, blockchain is a good complement for such systems.

    “Due to the decentralized nature of an ICPS and its need for data redundancy, it seems that blockchain is a good complement for such a kind of systems.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Since data on the blockchain are distributed, although one participant may be under attack, the information can be available through other nodes, thus guaranteeing data availability.

    “since the data on the blockchain are distributed, although one participant may be under attack, the information can be available through other nodes, thus guaranteeing data availability.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    The architectures selected to support blockchain-based Industry 4.0 applications would have to withstand the significant amount of traffic that such applications usually generate.

    “The architectures selected to support blockchain-based Industry 4.0 applications would have to withstand the significant amount of traffic that such applications usually generate.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Most blockchains use public-key cryptosystems based on ECC, which is generally lighter than RSA at the same security level, but such cryptography is still power hungry.

    “most blockchains make use of public-key cryptosystems based on Elliptic Curve Cryptography (ECC), which is generally lighter that traditional Rivest-Shamir Addleman (RSA) when compared at the same security level [156], such a kind of cryptography is still power hungry.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [156] source

      Not checked in the free run.

  • The quote only partly states this claim.

    Interpretationreasoning

    A blockchain can improve data availability for AR/VR applications by providing decentralization.

    “A blockchain can also improve data availability.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Serialization of transactions creates a performance bottleneck and affects scalability in a blockchain-based ICPS.

    “the serialization of transactions, which creates a performance bottleneck and that affects scalability”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [93]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Fog and edge computing are based on offloading part of the processing from the cloud to the edge of the network, which reduces latency response.

    “fog [132]- [134] and edge computing [135], which is based on offloading part of the processing from the cloud to the edge of the network, what also reduces latency response.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [132]-[134]

      Not checked in the free run.

    • cites [135] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    Private and consortium blockchains can restrict user access, reducing the number of possible attackers.

    “private and consortium blockchains can restrict user access, reducing the number of possible attackers.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A blockchain-based consumer's supply chain enables creation of a digital identity for products, limiting counterfeiting and preserving ownership.

    “It enables the creation of a digital identity for products, thus limiting counterfeiting and preserving ownership.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [86] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In a blockchain-based edge computing application, blockchain is used to avoid allocating the same frequency to multiple network providers, preventing resource double-spending.

    “the blockchain is used to avoid allocating the same frequency to multiple network providers (i.e., prevent resource doublespending)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [136] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Blockchain-based robots and vehicles can collaborate and do business among them and with third parties in a completely autonomous way.

    “blockchain-based robots and vehicles can collaborate and do business among them and with third parties in a completely autonomous way.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    A blockchain needs a relevant amount of storage to keep all transactions, which may be a problem for certain resource-constraint nodes that send data to an ICPS.

    “A blockchain needs a relevant amount of storage to keep all the transactions, what may be a problem for certain resource-constraint nodes that send data to an ICPS.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The European Union launched in February 2018 its Blockchain observatory and forum, whose main objective is to map key initiatives, monitor developments and develop common actions at an EU level.

    “the European Union launched in February 2018 its Blockchain observatory and forum, whose main objective is to map key initiatives, monitor developments and develop common actions at an EU level [168].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [168] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Energy efficiency, throughput and latency issues described for IIoT and CPSs can be extrapolated to other blockchain applications.

    “These issues were previously described in relation to IIoT and CPSs, but they can be extrapolated to other blockchain applications.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    μRaiden enables micropayments through unidirectional payment channels.

    “a simplified version of this solution called µRaiden [166] enables to make micropayments through unidirectional payment channels.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [166] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    It is not necessary to use the most egalitarian consensus mechanism because in public blockchains such a mechanism would be prone to Sybil attacks and a single entity would be able to control the whole blockchain.

    “it is not necessary to use the most egalitarian (and idealistic) consensus mechanism, which would consist in giving to all the miners the same weight when voting, since in certain blockchains (e.g., public blockchains), such a mechanism would be prone to Sybil attacks and then a single entity would be able to control the whole blockchain.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Mining, although useful in public blockchains, is not indispensable for every scenario, so the computational effort and energy consumed by the consensus algorithm can be drastically reduced.

    “mining, although it is very useful in public blockchains, it is not indispensable for every scenario, so the computational effort and energy consumed by the consensus algorithm can be drastically reduced.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Interoperability among blockchain solutions is necessary in many scenarios to achieve seamless integration.

    “interoperability among them is necessary in many scenarios in order to achieve a seamless integration.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Ethereum is making steady progress towards scalability with on-chain sharding and off-chain Raiden and Plasma.

    “Ethereum is making a steady progress towards scalability with the development of on-chain solutions like sharding [162] or off-chain ones like Raiden [163] and Plasma [164].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [162] source

      Not checked in the free run.

    • cites [163] source

      Not checked in the free run.

    • cites [164]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given

    Blockchain has been successfully used for cryptocurrencies and can enhance Industry 4.0 technologies by adding security, trust, immutability, disintermediation, decentralization and a higher degree of automation through smart contracts.

    “blockchain, which has been successfully used for cryptocurrencies and which can enhance Industry 4.0 technologies by adding security, trust, immutability, disintermediation, decentralization and a higher degree of automation through smart contracts.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The IEEE Standards Association is driving two relevant initiatives related to blockchain: one for optimizing clinical trials and enhancing patient safety, and another for advancing blockchain adoption within the pharmaceutical industry.

    “two relevant initiatives are being driven by the IEEE Standards Association [167] in relation to blockchain: one related to build consensus on optimizing clinical trials and enhancing patient safety, and another one for driving collaboration on advancing blockchain adoption within the pharmaceutical industry.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [167] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    Data privacy, identity certification and data integrity are still issues that need to be addressed properly, especially for resource-constraint devices.

    “data privacy, identity certification and data integrity are still issues that need to be addressed properly, especially for resource-constraint devices.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Blockchain throughput and latency usually increase latency and reduce throughput respect to traditional database systems, so it may be difficult to provide real-time responses to events.

    “both factors usually increase latency and reduce remarkably the throughout respect to, for instance, traditional database systems, so it may be difficult to provide real-time responses to events.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    The use of mining, inefficient P2P protocols and computationally complex cryptographic algorithms have an impact on energy consumption in every scenario, critical when battery-operated devices are used.

    “the use of mining, inefficient P2P protocols and computationally complex cryptographic algorithms have an impact on the energy consumption in every scenario, although such factors are critical when battery-operated devices are used.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The foreseen high amount of data traffic generated by P2P communications requires communications infrastructure and interfaces able to support the estimated load.

    “the foreseen high amount of data traffic generated by P2P communications require communications infrastructure and interfaces able to support the estimated load.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The proliferation of blockchains may require some companies to support several of them simultaneously.

    “The proliferation of blockchains may require some companies to support several of them simultaneously.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Industries that need to keep data secure for the medium and long-term should be aware of the threat of post-quantum computing and look for energy-efficient quantum-safe algorithms.

    “the industries that need to keep data secure for the medium and long-term should be aware of the threat of post-quantum computing [157] and look for energy-efficient quantumsafe algorithms.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [157]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The use of blockchain technologies requires deploying specific hardware infrastructure, like additional storage or mining hardware.

    “The use of blockchain technologies requires to deploy specific hardware infrastructure, like additional storage or mining hardware.”
    Quote in the paperNot a substantial claim
131 of 131
  • The paper relies on this without support.

    Many industrial companies pay middlemen for outsourcing centralized solutions.

    “In addition, many industrial companies pay middlemen for outsourcing such a kind of centralized solutions.”
  • The paper relies on this without support.

    It is common to update Industry 4.0 systems, like IIoT devices, due to security issues or to upload new software or firmware.

    “It is really common to update Industry 4.0 systems (like IIoT devices) due to security issues or to upload new software/firmware.”
  • The paper relies on this without support.

    In most industries, trust in the authenticity of collected data and in transactions performed with partners, service providers, manufacturers, suppliers and governments is necessary.

    “In most industries trust in the authenticity of the collected data and in the transactions performed with certain partners, service providers, manufacturers, suppliers and even governments is necessary.”
  • The paper relies on this without support.

    The data exchanged with third companies is key for some businesses.

    “The data exchanged with third companies is key for some businesses, so they should be protected and anonymized.”
  • The paper relies on this without support.

    Many industrial companies depend on closed-source code, which increases the lack of trust because it is not transparent on how the code works.

    “Many industrial companies also depend on closedsource code, which also increases the lack of trust, since it is actually not transparent on how the code works.”
  • The paper relies on this without support.

    IIoT systems usually need to manage large amounts of transactions per second.

    “IIoT systems usually need to manage large amounts of transactions per second, what may be a problem for certain blockchains.”
  • The paper relies on this without support.

    Most databases require at most a few seconds to confirm a transaction.

    “In contrast, most databases require at most a few seconds to confirm a transaction.”
  • The paper relies on this without support.

    Horizontal and vertical integration are essential to automate data exchanges inside factories and to communicate with suppliers and clients.

    “Horizontal and vertical integration are essential to automate data exchanges inside factories and to communicate with suppliers and clients.”
  • The paper relies on this without support.

    Traceability of the supply chain is essential in many industries, which need it to be transparent and tamper-proof so it can be trusted by all involved parties.

    “The traceability of the supply chain is also essential in many industries, which also need it to be transparent and tamper-proof, so it can be trusted for all the involved parties.”
  • The paper relies on this without support.

    Both Big Data and Data Analytics rely on reliable data to make the right decisions.

    “both Big Data and Data Analytics rely on reliable data to make the right decisions.”
  • The paper relies on this without support.

    Automation is key in Industry 4.0 applications.

    “Automation is key in Industry 4.0 applications”
  • The paper relies on this without support.

    Security is essential for industrial critical systems.

    “security is essential for industrial critical systems”
  • The paper relies on this without support.

    Flexibility and customization are part of the foundations of the Industry 4.0 paradigm.

    “Flexibility and customization are part of the foundations of the Industry 4.0 paradigm.”
  • The paper relies on this without support.

    Intra and inter-connections are key in Industry 4.0 applications.

    “Intra and inter-connections are key in Industry 4.0 applications”
  • The paper relies on this without support.

    Information collected by an Industry 4.0 factory can be used to model the behavior of all entities involved in the production system.

    “The information collected by an Industry 4.0 factory can be used to model the behavior of all the entities involved in the production system”
15 of 15

Cites

Flagged first, then by citations

Research works printed but not linked: 50

  1. 2019, The European Union Blockchain Observatory and Forum
  2. 2019, Hyperledger fabric
  3. 2019, Ethereum
  4. 2019, MQtt
  5. 2019, NXT
  6. 2019, Counterparty
  7. 2019, Infinite Foundry
  8. 2019, GRIDCo
  9. deloitte, 2019, Industry 4 0 Challenges and Solutions for the Digital Transformation and Use of Exponential Technologies
  10. 2018, GNOSIS
  11. 2018, Augur
  12. 2019, Ripple
  13. 2019, IEEE Blockchain Standards Association
  14. 2019, MicroRaiden
  15. 2019, LightningNetwork
  16. poon, 2017, Plasma Scalable autonomous smart contracts, 147
  17. 2019, Raiden
  18. 2019, Sharding
  19. 2019, Industrie 4 0
  20. 2019, Made in China 2025 Critical Questions
  21. 2019, RootStock
  22. 2015, CNSS Advisory Memorandum Information Assurance 02–15 Use of Public Standards for the Secure Sharing of Information Among National Security Systems
  23. 2019, ZCash
  24. 2019, Monero
  25. 2019, Multichain White Paper
  26. 2019, Monax
  27. 2019, Energy Web Foundation
  28. 2019, Corda
  29. 2019, Litecoin
  30. 2019, B3I
  31. bruce, 2019, The mini-blockchain scheme
  32. 2019, Original Scrypt Function for Tarsnap
  33. 2019, X11 Official Documentation for Dash
  34. trouton, 2016, 3D Opportunity for Blockchain Deloitte Insights
  35. 2019, 3D-TOKEN Official Web Site
  36. 2017, DON Innovator Embraces a New Disruptive Technology Blockchain
  37. 2019, Official web site
  38. 10.1109/ICE.2018.8436315 · DOI
  39. 2019, Announcement of the Industrie 4 0 Project in the 2011 Hannover Fair
  40. 2019, Decentraland
  41. 2019, Verse
  42. 2019, Matryx
  43. 2019, RNDR
  44. 2019, The Lucyd Story Augmented Eyeware Backed on The Blockchain
  45. 2019, VibeHub
  46. middleton, 2015, Deploying an effective server life-cycle strategy will minimize costs Leasing is a valuable tool
  47. 2019, Kiva Systems (Now Amazon Robotics)
  48. frança, 2015, The mini-blockchain scheme
  49. 2019, Atlas Copco
  50. 2019, Kollmorgen

Cited by

Sorted by citations

Authors
Fernandez-Carames, T. M., & Fraga-Lamas, P.
Venue
IEEE Access
Published
2019
Volume
7
Pages
45201-45218
ISSN
2169-3536 (ISSN-L)
OpenAlex
W2918047150
Cited by
321
References
118
Citations by year
2026: 14 · 2025: 26 · 2024: 32 · 2023: 53 · 2022: 53 · 2021: 60 · 2020: 63 · 2019: 20
FWCI
60.68
Type
journal article
Language
en
Open access
Locations
  • IEEE Access (publishedVersion)
  • arXiv (Cornell University) (acceptedVersion)
  • arXiv (Cornell University) (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • RUC (Universidade Da Coruña) (submittedVersion, cc-by)
  • arXiv (Cornell University) (cc-by)
Funders
  • Xunta de Galicia (ED431C 2016-045, ED431G/01)
  • Agencia Estatal de Investigación of Spain (TEC2016-75067-C4-1-R)
  • ERDF Funds (AEI/FEDER, EU)
  • BBVA
  • British Spanish Society
Topics
  • Physical Sciences › Computer Science › Information Systems › Blockchain Technology Applications and Security
  • Physical Sciences › Engineering › Industrial and Manufacturing Engineering › Digital Transformation in Industry
  • Physical Sciences › Computer Science › Information Systems › Blockchain Technology in Education and Learning
Keywords
blockchain, Industry 4.0, smart factory, smart contracts, Industrial Internet of Things, cybersecurity, decentralization (distributed systems), trust, blockchain applications

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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