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Holography and its applications for industry 4.0: An overview 全息技术及其在工业4.0中的应用综述
Pub Date : 2022-05-01 DOI: 10.1016/j.iotcps.2022.05.004
Abid Haleem, M. Javaid, R. Singh, R. Suman, S. Rab
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引用次数: 7
Artificial intelligence enabled Digital Twins for training autonomous cars 人工智能使Digital Twins能够训练自动驾驶汽车
Pub Date : 2022-05-01 DOI: 10.1016/j.iotcps.2022.05.001
Dongliang Chen, Zhihan Lv
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引用次数: 10
Digital twins to fight against COVID-19 pandemic 数字双胞胎对抗新冠肺炎疫情
Pub Date : 2022-05-01 DOI: 10.1016/j.iotcps.2022.05.003
Dongliang Chen, Nojoom A. AlNajem, Mohammad Shorfuzzaman
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引用次数: 5
Medical 4.0 technologies for healthcare: Features, capabilities, and applications 用于医疗保健的医疗4.0技术:特性、功能和应用程序
Pub Date : 2022-04-01 DOI: 10.1016/j.iotcps.2022.04.001
Abid Haleem, M. Javaid, Ravi Pratap Singh, R. Suman
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引用次数: 41
Secured energy ecosystems under Distributed Energy Resources penetration 分布式能源渗透下的安全能源生态系统
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.10.002
Raja Sekhar Ravi , Alireza Jolfaei , Deepak Tripathy , Muhammad Ali

Renewable energy systems have mushroomed in the form of microgrids and Virtual Power Plants (VPP). In Australia itself, there are over three million Distributed Energy Resources (DERs). Integrating these new energy ecosystems into current systems is becoming a horrendous task as multi-dimensional energy flows and new energy business models are evolving. The stakeholders in the energy sector are focused on reducing costs prematurely while integration standards are still evolving, and interoperability of Internet of things (IoT) with legacy systems has outstanding security concerns. In this paper, the changing energy landscape is examined, and cybersecurity issues associated with the operation of VPPs and renewable energy-based microgrids are highlighted. The security and operational scenarios of new ecosystems are outlined, with an emphasis on DER interoperability, security, and integration. The design and development of these evolving standards into these new energy ecosystems is detailed based on observations from experiments on real-world DER installations. This paper is an extension of work originally reported in proceedings of the 31st Australasian Universities Power Engineering Conference [1].

可再生能源系统以微电网和虚拟电厂(VPP)的形式迅速发展。在澳大利亚,有超过300万个分布式能源(DERs)。随着多维能源流和新能源商业模式的发展,将这些新能源生态系统整合到现有系统中正在成为一项艰巨的任务。能源行业的利益相关者在集成标准仍在发展的情况下过早地关注降低成本,物联网(IoT)与遗留系统的互操作性存在突出的安全问题。本文研究了不断变化的能源格局,并强调了与vpp和基于可再生能源的微电网运营相关的网络安全问题。概述了新生态系统的安全和操作场景,重点是DER的互操作性、安全性和集成。这些新能源生态系统中不断发展的标准的设计和开发是基于对现实世界DER装置的实验观察而详细介绍的。本文是对第31届澳大拉西亚大学动力工程会议论文集中最初报道的工作的扩展。
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引用次数: 2
New trends on computer vision applied to mobile robot localization 计算机视觉在移动机器人定位中的应用新趋势
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.05.002
Antonio Savio Silva Oliveira , Marcello Carvalho dos Reis , Francisco Alan Xavier da Mota , Maria Elisa Marciano Martinez , Auzuir Ripardo Alexandria

This work presents a systematic review of computer vision techniques for locating mobile robots. Its main objectives are to analyze the latest technology in use to locate mobile robots. In addition, this work violated the advances achieved so far, assesses the challenges to be overcome and provides an analysis of future prospects. There is a lot of research related to the location of mobile robots, but the number of review articles on the topic is small, which makes this work of remarkable value. The research covered the works published in Web of Science, Scopus, Science Direct and IEEEXplore until June 2021. Each work found proposes a vision-based localization technique. After being analyzed individually, it can be concluded that it is necessary to assess the level of accuracy of these techniques through a single standard, it is necessary to assess the cost-benefit of the computational cost and the need for more powerful computers or systems to perform the localization task. Finally, the main contributions of this work are the creation of a table summarizing the main methods of localization by computer vision, the statistical analysis performed on the keywords of the selected works and providing an overview of this line of research that can be a basis for future research.

这项工作提出了定位移动机器人的计算机视觉技术的系统综述。它的主要目标是分析用于定位移动机器人的最新技术。此外,这项工作违反了迄今取得的进展,评估了有待克服的挑战,并分析了未来的前景。与移动机器人定位相关的研究有很多,但关于该主题的综述文章数量很少,这使得这项工作具有显著的价值。该研究涵盖了截至2021年6月在Web of Science、Scopus、Science Direct和ieee explore上发表的作品。发现的每一项工作都提出了一种基于视觉的定位技术。在单独分析之后,可以得出结论,有必要通过单一标准评估这些技术的准确性水平,有必要评估计算成本的成本效益以及对更强大的计算机或系统的需求来执行定位任务。最后,本工作的主要贡献是创建了一个表格,总结了计算机视觉定位的主要方法,对所选作品的关键词进行了统计分析,并对这一研究方向进行了概述,为今后的研究奠定了基础。
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引用次数: 3
Enabling flexible manufacturing system (FMS) through the applications of industry 4.0 technologies 通过应用工业4.0技术实现柔性制造系统(FMS)
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.05.005
Mohd Javaid , Abid Haleem , Ravi Pratap Singh , Rajiv Suman

The implementation of Industry 4.0 technologies has improved the flexibility of the entire manufacturing system. These technologies are the Internet of Things (IoT), big data, Artificial Intelligence (AI), Additive Manufacturing (AM), advanced robotics, virtual reality, cloud computing, simulation, and among others, have arisen to improve the flexibility in the entire manufacturing system. Industry 4.0 is becoming recognised as a unique industrial paradigm. It is predicated on the widespread adoption of communication and information technology, which would lead to improved organisational performance and flexibility. The incorporation of Industry 4.0 is the true game-changer in terms of flexibility and customisation. Manufacturers may utilise this technology to build digital twins of items used by consumers in the real world. The digital twin gets real-time information from sensors on the actual objects. Manufacturers benefit from digital twin and simulation technology, including predictive maintenance and making errors easier and faster to rectify. This paper discusses Industry 4.0 and its Flexible Manufacturing System (FMS) capability. Different dimensions and technologies of Industry 4.0 Practices for improving FMS performance are studied,d and then discusses several flexible approaches using Industry 4.0 technologies are. One of the most significant benefits of adopting virtual infrastructure maintained by a service provider is improved flexibility. Cloud services allow auto-scaling, which means that the underlying computer resources automatically adjust to changing utilisation rates. Industry 4.0 increases production flexibility, allowing a facility to respond to market changes quickly. A plant control system automatically varies output depending on shifting utility rates, lowering production costs. Industry 4.0 offers some incredible benefits and has gone a long way in the last several years.

工业4.0技术的实施提高了整个制造系统的灵活性。这些技术包括物联网(IoT)、大数据、人工智能(AI)、增材制造(AM)、先进机器人、虚拟现实、云计算、仿真等,它们的出现提高了整个制造系统的灵活性。工业4.0被认为是一种独特的工业模式。它是基于通信和信息技术的广泛采用,这将导致改进组织绩效和灵活性。在灵活性和定制化方面,工业4.0的整合是真正的游戏规则改变者。制造商可以利用这项技术制造消费者在现实世界中使用的物品的数字双胞胎。数字孪生体从实际物体上的传感器获取实时信息。制造商受益于数字孪生和仿真技术,包括预测性维护和使错误更容易、更快地纠正。本文讨论了工业4.0及其柔性制造系统(FMS)的能力。研究了提高FMS性能的实践,然后讨论了使用工业4.0技术的几种灵活方法。采用由服务提供商维护的虚拟基础设施的最重要的好处之一是提高了灵活性。云服务允许自动扩展,这意味着底层计算机资源会自动调整以适应不断变化的利用率。工业4.0提高了生产的灵活性,使工厂能够快速响应市场变化。工厂控制系统会根据不断变化的公用事业费率自动改变产量,从而降低生产成本。工业4.0提供了一些令人难以置信的好处,并在过去几年中取得了长足的进步。
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引用次数: 29
A Metaheuristic Optimization Algorithm for energy efficiency in Digital Twins 数字孪生体能源效率的元启发式优化算法
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.08.001
Rui Chen , Hai Shen , Yi Lai

This work aims to study the role of Digital Twins (DTs) technology combined with the Metaheuristic Optimization Algorithm in manufacturing energy efficiency optimization. Firstly,a machine tool model is established based on DTs technology to study the energy consumption of the milling process of Computer Numerical Machine Tools. Besides, the Particle Swarm Optimization (PSO) algorithm is introduced to optimize the milling parameters of the machining process. Meanwhile, the tool machining path is optimized by combining the Optimized Genetic algorithm and Simulated Annealing algorithm and find the optimal solution of the machining path. On the premise of ensuring the machining quality, this scheme improves the machining efficiency, reduces the energy consumption of the processing process, and improve the energy efficiency. The results demonstrate that the optimized milling parameters can ensure the lowest milling power while considering the maximum material removal rate. Take the plane model as an example. The Improved Genetic Algorithm-Simulated Annealing algorithm can significantly reduce the number of empty walking knife by adopting projection machining and helical machining. The total length of the milling path is reduced by 69.45 ​mm at most, a relative reduction of 10.01%. The average measured energy consumption of milling is reduced by 5.62W∗h compared with the empirical value; the measured average energy consumption of the optimized idle tool is reduced by 0.17W∗h; the total measured energy consumption of milling processing is reduced by 5.73W∗h compared with the empirical value. It can be seen that the optimization algorithm can improve the processing efficiency and reduce the energy consumption.

本研究旨在研究数字孪生(DTs)技术与元启发式优化算法在制造业能效优化中的作用。首先,建立了基于DTs技术的机床模型,研究了计算机数控机床铣削过程的能耗。此外,引入粒子群优化算法对加工过程的铣削参数进行优化。同时,结合优化遗传算法和模拟退火算法对刀具加工路径进行优化,找到加工路径的最优解。该方案在保证加工质量的前提下,提高了加工效率,降低了加工过程的能耗,提高了能效。结果表明,优化后的铣削参数可以在考虑最大材料去除率的同时保证铣削功率最小。以飞机模型为例。改进的遗传算法-模拟退火算法通过采用投影加工和螺旋加工,可以显著减少空步刀数量。铣削路径总长度最多减少69.45 mm,相对减少10.01%。与经验值相比,铣削的平均测量能耗降低了5.62W * h;优化后的怠速刀具的实测平均能耗降低0.17W * h;与经验值相比,铣削加工的实测总能耗降低了5.73W * h。可以看出,优化算法可以提高加工效率,降低能耗。
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引用次数: 7
Defense-in-depth against insider attacks in cyber-physical systems 深度防御网络物理系统内部攻击
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.12.001
Xirong Ning, Jin Jiang

In a cyber-physical system (CPS) built on Internet-of-things (IoT) technologies, whenever measurement and control signals are transferred over communication networks across cyber and physical systems, it potentially becomes a target for adversaries. The problem becomes especially serious if the adversaries are insiders. A single layer of defense may not be strong enough in such a case, as it is difficult to assess the extent of knowledge that the inside attackers may have known about the physical and cyber system configurations, communication networks/protocols, and their respective vulnerabilities. Hence, it is paramount to have a reliable and fail-safe defense-in-depth architecture to fence off would-be-attackers. In this paper, a multi-layer defense-in-depth approach has been developed. For an inside attacker with legitimate access, the first line of defense, such as access control, may have already been compromised. Given this fact, the focus of the current paper has been on detection and mitigation. Both data-driven and model-based techniques are considered to catch stealthy attacks and stop them in their tracks. Effective mitigation techniques can then be deployed to minimize the adverse effects. To demonstrate this design philosophy and validate the effectiveness of the developed methodologies, a lab-scale cyber-physical system platform based on industry-grade communication networks and physical sensors has been used for validation.

在基于物联网(IoT)技术的网络物理系统(CPS)中,每当测量和控制信号通过通信网络跨网络和物理系统传输时,它就有可能成为对手的目标。如果对手是内部人士,问题就会变得特别严重。在这种情况下,单层防御可能不够强大,因为很难评估内部攻击者对物理和网络系统配置、通信网络/协议及其各自漏洞的了解程度。因此,最重要的是要有一个可靠的和故障安全的纵深防御体系结构来隔离可能的攻击者。本文提出了一种多层纵深防御方法。对于具有合法访问权限的内部攻击者来说,第一道防线(例如访问控制)可能已经被攻破。鉴于这一事实,本文的重点是检测和缓解。数据驱动和基于模型的技术都被认为可以捕捉到隐形攻击并阻止它们。然后可以采用有效的缓解技术,尽量减少不利影响。为了证明这一设计理念并验证所开发方法的有效性,一个基于工业级通信网络和物理传感器的实验室规模的网络物理系统平台已被用于验证。
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引用次数: 4
UAV surveying and mapping information collection method based on Internet of Things 基于物联网的无人机测绘信息采集方法
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.07.002
Zheng Xu

The unmanned vehicles (UAVs) are most useful communication elements in current technology platform. The emerging communication applications like IoT, cloud and Datamining are most prominent to surveillance. This research study is concentrated on IoT (Internet if things) based UAVs design based on information collection methodology. Autonomous flying vehicles with IoT connectivity to ensure site health and safety applications. It goes through the fundamental limits and flaws of current state-of-the-art solutions for the same goal, such as route planning optimization challenges, lightweight machine learning (ML) and machine vision algorithms, coordination in IoT communications, and IoT network scaling. As a result, this article will assist the reader in delving deeper into a variety of open research questions.

在当前的技术平台中,无人飞行器是最有用的通信元件。物联网、云和数据挖掘等新兴通信应用对监控最为突出。本文主要研究基于信息收集方法的基于物联网的无人机设计。具有物联网连接的自主飞行器,可确保现场健康和安全应用。它通过当前最先进的解决方案的基本限制和缺陷来实现相同的目标,例如路线规划优化挑战,轻量级机器学习(ML)和机器视觉算法,物联网通信中的协调以及物联网网络扩展。因此,本文将帮助读者更深入地研究各种开放的研究问题。
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引用次数: 3
期刊
Internet of Things and Cyber-Physical Systems
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