Blockchained Adaptive Federated Auto MetaLearning BigData and DevOps CyberSecurity Architecture in Industry 4.0

Demertzis, Konstantinos; Iliadis, Lazaros; Pimenidis, Elias; Tziritas, Nikolaos; Koziri, Maria; Kikiras, Panayotis

doi:10.1007/978-3-030-80568-5_29

Cited by 8 publications

(5 citation statements)

References 35 publications

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“…The smart cities paradigm emerges as a reaction to the objective of constructing the city of the future, where inhabitants' and industry well-being and rights are secured, and urban planning is evaluated from an environmental and sustainable standpoint. The development of smart networks must invariably involve the provision of integrated cyber and privacy ICT solutions [65,148]. These solutions must ensure the interoperability of the various elements that make up the city's structure and lessen the likelihood that multiple technologies will become obsolete.…”

Section: Discussionmentioning

confidence: 99%

An Overview of Cyber Threats, Attacks and Countermeasures on the Primary Domains of Smart Cities

Demertzi

Demertzis

2023

Applied Sciences

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A smart city is where existing facilities and services are enhanced by digital technology to benefit people and companies. The most critical infrastructures in this city are interconnected. Increased data exchange across municipal domains aims to manage the essential assets, leading to more automation in city governance and optimization of the dynamic offered services. However, no clear guideline or standard exists for modeling these data flows. As a result, operators, municipalities, policymakers, manufacturers, solution providers, and vendors are forced to accept systems with limited scalability and varying needs. Nonetheless, it is critical to raise awareness about smart-city cybersecurity and implement suitable measures to safeguard citizens’ privacy and security because cyber threats seem to be well-organized, diverse, and sophisticated. This study aims to present an overview of cyber threats, attacks, and countermeasures on the primary domains of smart cities (smart government, smart mobility, smart environment, smart living, smart healthcare, smart economy, and smart people). It aims to present information extracted from the state of the art so policymakers can perceive the critical situation and simultaneously be a valuable resource for the scientific community. It also seeks to offer a structural reference model that may guide the architectural design and implementation of infrastructure upgrades linked to smart city networks.

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Section: Discussionmentioning

confidence: 99%

An Overview of Cyber Threats, Attacks and Countermeasures on the Primary Domains of Smart Cities

Demertzi

Demertzis

2023

Applied Sciences

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“…It is equally vital as physical equipment upkeep to use the assets in the most productive and lucrative way possible. Data security within the facility and data security between the facility and everywhere the data is transferred or received is equally critical (Wang and Wang, 2016;Demertzis et al, 2021). The primary research objectives of this paper are as under: RO1.…”

Section: Research Objectivesmentioning

confidence: 99%

Perspectives of cybersecurity for ameliorative Industry 4.0 era: a review-based framework

Haleem

Javaid

Singh

et al. 2022

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Purpose Industry 4.0 refers to the interconnection of cyber-physical systems, which connects the physical and digital worlds by collecting digital data from physical objects/processes, and using this data to drive automation and optimisation. Digital technologies used in this revolution gather and handle massive volumes of high-velocity streams while automating field operations and supply chain activities. Cybersecurity is a complicated process that helps sort out various hacking issues of Industry 4.0. This purpose of this paper is to provide an overview on cybersecurity and its major applications for Industry 4.0. Design/methodology/approach The rise of Industry 4.0 technologies is changing how machines and associated information are obtained to evaluate the data contained within them. This paper undertakes a comprehensive literature-based study. Here, relevant research papers related to cybersecurity for Industry 4.0 are identified and discussed. Cybersecurity results in high-end products, with faster and better goods manufactured at a lesser cost. Findings Artificial intelligence, cloud computing, internet of things, robots and cybersecurity are being introduced to improve the Industry 4.0 environment. In the starting, this paper provides an overview of cybersecurity and its advantages. Then, this study discusses technologies used to enhance the cybersecurity process. Enablers, progressive features and steps for creating a cybersecurity culture for Industry 4.0 are discussed briefly. Also, the research identified the major cybersecurity applications for Industry 4.0 and discussed them. Cybersecurity is vital for better data protection in many businesses and industrial control systems. Manufacturing is getting more digitised as the sector embraces automation to a more significant level than ever before. Originality/value This paper states about Industry 4.0 and the safety of multiple business process systems through cybersecurity. A significant issue for Industry 4.0 devices, platforms and frameworks is undertaken by cybersecurity. Digital transformation in the Industry 4.0 era will increase industrial competitiveness and improve their capacity to make optimum decisions. Thus, this study would give an overview of the role of cybersecurity in the effective implementation of Industry 4.0.

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“…A federated leaning center is also added to this system for dynamic policy computing and online payment transaction via stable digital currency. This blockchained buffering and federated learning system is a generalized platform of the recent studies (see e.g., Ayaz et al [2], Dai [8,9,11], Demertzis et al [14], Qu et al [22]), which come up in different research areas such as metaverse, sixth generation of wireless communication (6G), internet of vehicles (IoV), web3.0, etc. Due to the security consideration of the system, blockchains are used to protect privacy among different users as shown in Figure 1.…”

Section: Introductionmentioning

confidence: 99%

Game-theoretic policy computing and simulation for blockchained buffering system via diffusion approximation

Dai

2024

Prob. Eng. Inf. Sci.

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We study 2-stage game-theoretic problem oriented 3-stage service policy computing, convolutional neural network (CNN) based algorithm design, and simulation for a blockchained buffering system with federated learning. More precisely, based on the game-theoretic problem consisting of both “win-lose” and “win-win” 2-stage competitions, we derive a 3-stage dynamical service policy via a saddle point to a zero-sum game problem and a Nash equilibrium point to a non-zero-sum game problem. This policy is concerning users-selection, dynamic pricing, and online rate resource allocation via stable digital currency for the system. The main focus is on the design and analysis of the joint 3-stage service policy for given queue/environment state dependent pricing and utility functions. The asymptotic optimality and fairness of this dynamic service policy is justified by diffusion modeling with approximation theory. A general CNN based policy computing algorithm flow chart along the line of the so-called big model framework is presented. Simulation case studies are conducted for the system with three users, where only two of the three users can be selected into the service by a zero-sum dual cost game competition policy at a time point. Then, the selected two users get into service and share the system rate service resource through a non-zero-sum dual cost game competition policy. Applications of our policy in the future blockchain based Internet (e.g., metaverse and web3.0) and supply chain finance are also briefly illustrated.

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Blockchained Adaptive Federated Auto MetaLearning BigData and DevOps CyberSecurity Architecture in Industry 4.0

Cited by 8 publications

References 35 publications

An Overview of Cyber Threats, Attacks and Countermeasures on the Primary Domains of Smart Cities

An Overview of Cyber Threats, Attacks and Countermeasures on the Primary Domains of Smart Cities

Perspectives of cybersecurity for ameliorative Industry 4.0 era: a review-based framework

Game-theoretic policy computing and simulation for blockchained buffering system via diffusion approximation

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