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Consistent Round Hash optimized SRP-6a-based end-to-end mutual authentication for secure data transfer in industry 4.0 基于一致性轮哈希优化的基于srp -6的端到端相互认证,实现工业4.0下的数据安全传输
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.09.001
Ravi Sharma, Balázs Villányi

When the Internet of Things (IoT) is used in a typical manufacturing system, the industrial plant can be controlled remotely through the Internet. This enables manufacturing and execution systems to obtain real-time work orders directly from the Enterprise Resource Planning (ERP) system. Therefore, workflows for development, production, and manufacturing can be integrated with sales, market, and finance business processes. The possibility of implementing this integration, however, is dependent on the trust, security, and authentication of IoT devices. Many IoT devices face significant security risks such as device hijacking and data leaks due to limited resources and inadequate self-protection capabilities. Despite the fact that several studies have been conducted using the physical unclonable function to protect communication between IoT devices from the aforementioned security threats, current solutions rely on the participation of the server to distribute the key parameters, which requires high message overhead and has a significant impact on efficiency. To fill this gap, this article proposes a Consistent Round Hash optimized SRP-6a-based end-to-end mutual authentication for secure data transfer technique with single-share trusted device collaboration can detect an unauthenticated device. In addition, our proposed technique ensures the overall system's integrity and stability during a scaling-out phenomenon, which is becoming increasingly common in complex industrial environments. Furthermore, we present a formal and informal security analysis of the proposed protocol. According to the results of the performance analysis, our proposed technique has the lowest communication overhead, computational cost, and round-trip time when compared to other state-of-the-art schemes.

当在典型的制造系统中使用物联网(IoT)时,可以通过互联网远程控制工业工厂。这使得制造和执行系统能够直接从企业资源规划(ERP)系统获取实时工作订单。因此,用于开发、生产和制造的工作流可以与销售、市场和财务业务流程集成。然而,实现这种集成的可能性取决于物联网设备的信任、安全性和身份验证。由于资源有限和自我保护能力不足,许多物联网设备面临着设备劫持和数据泄露等重大安全风险。尽管已经进行了几项研究,使用物理不可克隆功能来保护物联网设备之间的通信免受上述安全威胁,但目前的解决方案依赖于服务器的参与来分发关键参数,这需要很高的消息开销,并对效率产生重大影响。为了填补这一空白,本文提出了一种基于一致性轮哈希优化的基于srp -6的端到端相互身份验证,用于安全数据传输技术,具有单共享可信设备协作,可以检测未经身份验证的设备。此外,我们提出的技术确保了整个系统在横向扩展现象期间的完整性和稳定性,这在复杂的工业环境中变得越来越普遍。此外,我们对提议的协议进行了正式和非正式的安全分析。根据性能分析的结果,与其他最先进的方案相比,我们提出的技术具有最低的通信开销、计算成本和往返时间。
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引用次数: 2
Sustainability 4.0 and its applications in the field of manufacturing 可持续性4.0及其在制造领域的应用
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.06.001
Mohd Javaid , Abid Haleem , Ravi Pratap Singh , Shahbaz Khan , Rajiv Suman

Sustainability 4.0 is being enabled through the effective adoption of modern technologies such as the Internet of Things (IoT), Artificial Intelligence (AI), Machine Learning (ML), Machine Vision (MV), Data Analytics (DA), Additive Manufacturing (AM) and other modern technologies. These technologies enable services at significantly lower prices due to the effective use of energy and resources with lesser wastage. Manufacturers are constantly looking for methods to lower the operating expenses associated with production processes. Manufacturers might optimise their value chain's production and associated processes by adopting sustainability 4.0 technologies. Such technologies will help manufacturers select their optimal facilities and employees, lower operational costs, enhance productivity and resource utilisation and provide a picture of process gaps that can be addressed. Sustainability is based on the effective use and reuse of resources across the product life cycle, from materials and processes to equipment and skills. Sustainable manufacturing produces manufactured goods using economically viable procedures that reduce negative environmental consequences while preserving energy and natural resources. This paper briefs Sustainability 4.0 and its significant needs. Various fundamental technologies and futuristic research aspects for Sustainability 4.0 are discussed diagrammatically. Finally, we identified and discussed significant applications of Sustainability 4.0 in manufacturing. Sustainability 4.0 refers to a long-term vision for enterprises that allows them to continue perpetually without depleting resources faster than they can be replaced. Sustainability 4.0 entails empowering prosumers to co-create to reshape the economy and society toward social inclusion and environmental sustainability. The use of sustainability and digitisation to solve environmental, social, and economic problems appears hopeful and exhausting.

通过有效采用物联网(IoT)、人工智能(AI)、机器学习(ML)、机器视觉(MV)、数据分析(DA)、增材制造(AM)和其他现代技术等现代技术,可持续发展4.0正在实现。由于有效利用了能源和资源,减少了浪费,这些技术使服务的价格大大降低。制造商一直在寻找降低与生产过程相关的运营费用的方法。制造商可以通过采用可持续性4.0技术来优化其价值链的生产和相关流程。这些技术将帮助制造商选择最佳的设施和员工,降低运营成本,提高生产力和资源利用率,并提供可以解决的过程差距的图片。可持续发展是基于在整个产品生命周期中,从材料和工艺到设备和技能,资源的有效利用和再利用。可持续制造业使用经济上可行的程序生产制成品,减少对环境的负面影响,同时保护能源和自然资源。本文简要介绍了可持续性4.0及其重要需求。可持续性4.0的各种基础技术和未来研究方面进行了图解讨论。最后,我们确定并讨论了可持续性4.0在制造业中的重要应用。可持续性4.0指的是企业的长期愿景,使其能够持续发展,而不会以比替代速度更快的速度耗尽资源。可持续发展4.0需要赋予产消者共同创造的权力,以重塑经济和社会,实现社会包容和环境可持续性。利用可持续性和数字化来解决环境、社会和经济问题似乎充满希望,但也令人筋疲力尽。
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引用次数: 18
Energy-efficient SDN for Internet of Things in smart city 面向智慧城市物联网的节能SDN
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.07.003
Chen Cheng , Jing Dou , Zhijiang Zheng

The establishment of smart city database requires Internet of things technology. With the continuous expansion of the scale of the Internet of things data center, the energy consumption of the data center is increasing, which greatly limits the development of the Internet of things data center. Energy consumption of Internet of things network data center in China's smart city has increased year by year, and data center network energy conservation has become a current research hotspot. The traditional network nodes are distributed and centralized innovatively to complete centralized control, and the controller completes the collection of the whole network information, the maintenance of network status, the distribution of flow entry, etc. Firstly, the energy-saving model of digital center network and the model data center network traffic prediction algorithm based on the principle of high accuracy traffic prediction are constructed, and an energy-saving multi-layer virtual traffic scheduling algorithm is proposed. Secondly, the two algorithms are fused, and finally an empirical study is carried out. The results show that in Random mode, the energy consumption ratio of energy-efficient multi-layer virtual-software defined networking (EMV-SDN) is the lowest, and the maximum reduction of energy consumption ratio reaches 7.8% compared with equal-cost multi-path (ECMP) algorithm. In Staggered mode and Stride mode, the energy consumption ratio of EMV-SDN algorithm is the lowest. Compared with the actual data flow, the prediction result of K-means-support vector machine (KM-SVM) algorithm is closer to the actual result, and the maximum error between the predicted value and the actual value of KM-SVM algorithm is 1.2 ​Gbps. However, the maximum error of balanced iterative reducing and clustering using hierarchies-support vector machine (B-SVM) algorithm reaches 3.1 ​Gbps; the prediction accuracy of KM-SVM algorithm is always higher than that of B-SVM algorithm in both discontinuous data flow and continuous actual data flow; the accuracy of KM-SVM algorithm in different experiments is high; among the energy consumption ratios of the combined algorithm, the energy consumption ratio of EMV-SDN algorithm is the lowest under the three communication modes, and the performance of the algorithm constructed in this study is higher than that of other algorithms in simulation operation; when the traffic prediction algorithm is combined with the virtual topology energy conservation control algorithm, the network structure change is reduced and the network stability is increased in this study. In the delay comparison of EMV-SDN algorithm, ECMP algorithm, and Dijkstra algorithm in the three communication modes, the EMV-SDN algorithm has the best performance. The results of this study provide an improvement direction for the development of Internet of Things technology and the construction of smart cities.

智慧城市数据库的建立需要物联网技术。随着物联网数据中心规模的不断扩大,数据中心的能耗越来越大,极大地限制了物联网数据中心的发展。中国智慧城市中物联网数据中心的能耗逐年增加,数据中心网络节能已成为当前的研究热点。将传统的网络节点创新性地进行分布式和集中化,完成集中控制,由控制器完成全网信息的采集、网络状态的维护、流量入口的分配等。首先,构建了数字中心网络的节能模型和基于高精度流量预测原理的模型数据中心网络流量预测算法,提出了一种节能的多层虚拟流量调度算法;其次,将两种算法进行融合,最后进行实证研究。结果表明:在随机模式下,高能效多层虚拟软件定义网络(EMV-SDN)的能耗比最低,与等成本多路径(ECMP)算法相比,能耗比最大降低7.8%;在交错模式和跨步模式下,EMV-SDN算法的能耗率最低。与实际数据流相比,k -均值-支持向量机(KM-SVM)算法的预测结果更接近实际结果,KM-SVM算法的预测值与实际值之间的最大误差为1.2 Gbps。然而,基于层次-支持向量机(B-SVM)算法的平衡迭代约简聚类最大误差达到3.1 Gbps;KM-SVM算法在不连续数据流和连续实际数据流中的预测精度始终高于B-SVM算法;KM-SVM算法在不同实验中的准确率较高;在组合算法的能耗比中,EMV-SDN算法在三种通信模式下的能耗比最低,并且本研究构建的算法在仿真运行中的性能高于其他算法;本研究将流量预测算法与虚拟拓扑节能控制算法相结合,减少了网络结构变化,提高了网络稳定性。在三种通信模式下EMV-SDN算法、ECMP算法和Dijkstra算法的时延比较中,EMV-SDN算法的性能最好。本研究结果为物联网技术的发展和智慧城市的建设提供了改进方向。
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引用次数: 6
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 : 2022-01-01 DOI: 10.1016/j.iotcps.2022.05.001
Dongliang Chen , Zhihan Lv

This exploration is aimed at the system prediction and safety performance of the Digital Twins (DTs) of autonomous cars based on artificial intelligence technology, and the intelligent development of transportation in the smart city. On the one hand, considering the problem of safe driving of autonomous cars in intelligent transportation systems, it is essential to ensure the transmission safety of vehicle data and realize the load balancing scheduling of data transmission resources. On the other hand, convolution neural network (CNN) of the deep learning algorithm is adopted and improved, and then, the DTs technology is introduced. Finally, an autonomous cars DTs prediction model based on network load balancing and spatial-temporal graph convolution network is constructed. Moreover, through simulation, the performance of this model is analyzed from perspectives of Accuracy, Precision, Recall, and F1-score. The experimental results demonstrate that in comparative analysis, the accuracy of road network prediction of the model reported here is 92.70%, which is at least 2.92% higher than that of the models proposed by other scholars. Through the analysis of the security performance of network data transmission, it is found that this model achieves a lower average delay time than other comparative models. Besides, the message delivery rate is basically stable at 80%, and the message leakage rate is basically stable at about 10%. Therefore, the prediction model for autonomous cars constructed here not only ensures low delay but also has excellent network security performance, so that information can interact more efficiently. The research outcome can provide an experimental basis for intelligent development and safety performance improvement in the transportation field of smart cities.

针对基于人工智能技术的自动驾驶汽车数字孪生体(Digital Twins, dt)的系统预测和安全性能,以及智慧城市交通的智能化发展进行探索。一方面,考虑到智能交通系统中自动驾驶汽车的安全驾驶问题,必须保证车辆数据的传输安全,实现数据传输资源的负载均衡调度。另一方面,采用深度学习算法中的卷积神经网络(CNN)进行改进,然后引入dt技术。最后,构建了基于网络负载均衡和时空图卷积网络的自动驾驶汽车dt预测模型。并通过仿真,从准确率、精密度、召回率和F1-score四个方面分析了该模型的性能。实验结果表明,通过对比分析,本文模型的路网预测准确率为92.70%,比其他学者提出的模型至少高出2.92%。通过对网络数据传输安全性能的分析,发现该模型比其他比较模型实现了更低的平均延迟时间。消息投递率基本稳定在80%,消息泄漏率基本稳定在10%左右。因此,本文构建的自动驾驶汽车预测模型在保证低时延的同时,还具有良好的网络安全性能,使信息能够更高效地交互。研究成果可为智慧城市交通领域的智能化发展和安全性能提升提供实验依据。
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引用次数: 9
Design and implementation of solar-powered with IoT-Enabled portable irrigation system 设计和实现太阳能和物联网驱动的便携式灌溉系统
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.12.002
Roshahliza M. Ramli , Waheb A. Jabbar

This paper proposes a solar-powered portable water pump (SPWP) for IoT-enabled smart irrigation system (IoT-SIS). A NodeMCU microcontroller with a Wi-Fi interface and soil moisture, temperature, and humidity sensors are exploited to monitor and control the water pump and build an IoT-based irrigation system. The proposed irrigation system updates the gathered information from sensors (moisture, temperature, and humidity) using an integrated algorithm to the Blynk IoT cloud in real-time. Farmers can access this information and control the water pump accordingly via a user-friendly interface using their smartphones. The portable and eco-friendly water pump is powered via a solar panel and can be controlled using Blynk mobile application, which is also used to monitor the surroundings. The fabricated pump is inspired by wheeled travel luggage and is equipped with a water filter and multi-nozzles sprayer. The developed solar-based water pump has managed to save electricity and mitigate operational costs. Furthermore, the integration of the IoT concept has facilitated real-time monitoring and control of the pump; thus, enhancing the water usage efficiency and enabling convenient farming operations. The system functionality has been practically tested in a real environment, and its performance has been evaluated.

提出一种用于物联网智能灌溉系统(IoT-SIS)的太阳能便携式水泵(SPWP)。利用带有Wi-Fi接口的NodeMCU微控制器和土壤湿度、温度和湿度传感器来监测和控制水泵,并构建基于物联网的灌溉系统。该灌溉系统使用集成算法将传感器收集的信息(湿度、温度和湿度)实时更新到Blynk物联网云。农民可以通过智能手机访问这些信息,并通过用户友好界面相应地控制水泵。这款便携式环保水泵由太阳能电池板供电,可以使用Blynk移动应用程序进行控制,该应用程序也可以用于监测周围环境。制造泵的灵感来自轮式旅行箱,并配备了一个水过滤器和多喷嘴喷雾器。开发的太阳能水泵已经成功地节省了电力,降低了运营成本。此外,物联网概念的整合促进了对泵的实时监测和控制;因此,提高了用水效率,使农业经营更加便利。该系统已在实际环境中进行了功能测试,并对其性能进行了评价。
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引用次数: 7
A security reference architecture for cargo ports 货物港口的安全参考体系结构
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.07.001
Eduardo B. Fernandez, Virginia M. Romero

Secure systems must be built in a systematic and holistic way, where security is an integral part of the development lifecycle and cuts across all architectural layers. This need is more evident in Cyber Physical Systems (CPSs), where attacks may target not only the information model of the system but also its physical entities. CPS systems are heterogeneous and often highly complex. Their possibly numerous components and cross-domain complexity make attacks easy to propagate and security difficult to implement. Moreover, this complexity results in a considerable variety of vulnerabilities and a large attack surface. To design secure CPS systems a good approach is to abstract their complexity and develop a common framework, namely a Reference Architecture (RA), to which we add security mechanisms in appropriate places to stop its threats to define a Security Reference Architecture (SRA). An SRA is an abstract architecture describing a conceptual model of security that provides a way to specify security requirements for a wide range of derived concrete architectures. An important type of CPS is a maritime container terminal, a facility where cargo containers are transported between ships and land vehicles for onward transportation, and vice versa. We present here an SRA for cargo ports built out of patterns, which goes beyond existing models in providing a global view and a more precise description than just block diagrams. Starting from an RA, we analyze security issues in each activity of the processes of the system and enumerate its threats. We describe threats using misuse patterns, and from them we select security patterns that realize defensive solutions.

安全系统必须以系统和整体的方式构建,其中安全性是开发生命周期的一个组成部分,并跨越所有架构层。这种需求在网络物理系统(cps)中更为明显,其中攻击可能不仅针对系统的信息模型,还针对其物理实体。CPS系统是异构的,通常非常复杂。它们可能具有众多的组件和跨域复杂性,这使得攻击容易传播,安全性难以实现。此外,这种复杂性导致了各种各样的漏洞和很大的攻击面。要设计安全的CPS系统,一个好的方法是抽象其复杂性并开发一个通用框架,即参考体系结构(RA),我们在适当的地方添加安全机制以阻止其威胁,以定义安全参考体系结构(SRA)。SRA是一种描述安全概念模型的抽象体系结构,它提供了一种为广泛的派生的具体体系结构指定安全需求的方法。海上集装箱码头是一种重要的CPS类型,它是一种货物集装箱在船舶和陆地车辆之间运输的设施,以便进行后续运输,反之亦然。我们在这里提出了一个基于模式构建的货运港口SRA,它超越了现有模型,提供了全局视图和比方框图更精确的描述。从RA开始,我们分析了系统进程的每个活动中的安全问题,并列举了其威胁。我们使用误用模式来描述威胁,并从中选择实现防御解决方案的安全模式。
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引用次数: 2
Assessment of challenges and problems in supply chain among retailers during COVID-19 epidemic through AHP-TOPSIS hybrid MCDM technique 基于AHP-TOPSIS混合MCDM技术的新冠疫情期间零售商供应链挑战与问题评估
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.10.001
S Mojahid Ul Islam , Sameen Khan , Hozaifa Ahmad , Md Adib Ur Rahman , Sarika Tomar , Mohd Zaheen Khan

Framework and objectives

COVID-19 epidemic has sparked concern and has elevated the need for therapeutic tools, health equipment's, and day-to-day necessities for healthcare workers' well-being. The goal of this study is to uncover the operational problems that suppliers encounter when it comes to offering effective services. The research also intends to offer an Industry 4.0 strategy for reducing COVID-19's effect. The problems are weighed and priority is assigned by multi-criteria decision making to identify the most essential parameter which impacts the suppliers.

Methods

A comprehensive literature assessment on the rampant eruption of COVID 19 and supply chain is conducted with the aid of literatures available on SCOPUS, Science Direct, and Google Scholar using appropriate keywords. To get further insights, certain pertinent and applicable industry reports and blogs are also used. Problems were analysed with AHP method and priority was assigned by technique for order performance by similarity to ideal solution (TOPSIS). Weights are calculated by AHP method and assigned to each criteria attribute.

Results

We recognized eleven key problems that serve as an operational obstacle in the retail industry and proposed the use of Industry 4.0 technology to address them. The contemporary study is accomplished by using hybrid combination of two Multi Criteria Estimators methods- Analytical Hierarchical Process (AHP) and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS). Further, the most significant problem comes out to be Maintenance of an appropriate balance among supply and demand followed by Lack of Viability.

Key findings

Prioritization of supply chain problems are arranged in descending order Maintenance of an appropriate balance among supply and demand ​> ​Lack of Viability ​> ​Absence of government funding ​> ​Lack of access ​> ​Absence of Confidence ​> ​Scarcity of work force ​> ​Lack of security and safety ​> ​Deficiency of surplus medical amenities ​> ​Consumer attitude ​> Absence of Supply Chain flexibility ​> ​Communication problems.

Conclusion

In order to combat the pandemic, Industry 4.0 can play a key role in lowering the effect of identified issues on retailers. For the successful administration of healthcare basics, trust and openness are required. To enhance services, suppliers, distributors and policy makers should make informed decisions during COVID-19 and other comparable events. Therefore, suggested guidelines and framework will offer upcoming directions for research in fields of pandemic check, business logistics management, and catastrophe administration. Balance in supply and demand is the most significant attri

框架和目标2019冠状病毒病疫情引发了关注,并增加了对治疗工具、卫生设备和卫生保健工作者福祉日常必需品的需求。本研究的目的是揭露供应商在提供有效服务时所遇到的营运问题。该研究还打算提供减少新冠病毒影响的工业4.0战略。采用多准则决策方法对各问题进行加权并分配优先级,以确定影响供应商的最关键参数。方法利用SCOPUS、Science Direct、谷歌Scholar等网站检索的相关文献,选取合适的关键词,对疫情暴发与供应链进行综合文献评价。为了获得更深入的见解,还使用了某些相关和适用的行业报告和博客。采用层次分析法对问题进行分析,并采用理想解相似性排序技术(TOPSIS)确定优先级。采用层次分析法计算权重,并将权重赋给各指标属性。结果我们认识到零售业存在的11个关键问题,并建议使用工业4.0技术来解决这些问题。当前的研究是利用两种多准则估计方法——层次分析法(AHP)和理想解相似性排序偏好法(TOPSIS)的混合组合来完成的。此外,最重要的问题是维持供需之间的适当平衡,然后缺乏生存能力。供应链问题的优先级由高到低排列,维持供需平衡;缺乏生存能力>缺乏政府资助>缺乏访问>缺乏信心>劳动力短缺>缺乏安全保障>剩余医疗设施不足;消费者态度>缺乏供应链灵活性>通信问题。为了对抗疫情,工业4.0可以在降低已识别问题对零售商的影响方面发挥关键作用。要成功地管理医疗保健基础,信任和开放是必需的。为了加强服务,供应商、分销商和决策者应在2019冠状病毒病和其他类似事件期间做出明智的决定。因此,该指南和框架将为防疫、企业物流管理、巨灾管理等领域的研究提供方向。供需平衡是最重要的属性,其百分比贡献最大(27.52%),其次是员工安全(26.51%)。然后,利用TOPSIS对这些模型的属性进行排序。在所有这些问题中,维持供需之间的适当平衡和缺乏生存能力被认为是零售商在2019冠状病毒病大流行期间供应链管理中最主要和最常见的问题。
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引用次数: 12
Remote control of environmental parameters in rabbitry based on IoT 基于物联网的家兔环境参数远程控制
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.06.003
Taoufik Benhmad, Anouar Ben Abdennour, Amina Darghouthi, Chibani Belgacem Rhaimi

Thanks to new modern modes of communication, many and various possibilities offer taking advantage of enhanced and developed technologies. Researchers are constantly introducing better technological solutions which overcome former ones. This has led to rethink some tasks. To put them into action, automatically, this approach will be presented in this paper and will give interesting examples. Based on a networking concept, concrete examples will be described. The application will show how, among various servers, we have retained the one named ThingSpeak having been used to illustrate the IoT's technology utility. On account of the high rate in rabbit mortality this application is implemented in rabbitry The paper illustrates a prototype framework describing a real-time monitoring application. This study takes into account various factors such temperature, humidity and NH3 gas, that could cause rabbit mortality. So, thanks to offered real-time intervention, the mortality rate would be decreased. How, this would be obtained? That's what will be developed towards this paper. Thanks to Smartphones, the breeder has the possibility to accede to better manage his rabbitry. Examples are underlined to see how helpful is nowadays technology. Some enhancements, dealing with this effort, are previewed in the future.

由于新的现代通信模式,利用改进和发展的技术提供了许多不同的可能性。研究人员不断推出更好的技术解决方案,以克服以前的技术。这促使我们重新思考一些任务。为了使它们自动地付诸行动,本文将介绍这种方法,并将给出有趣的例子。基于网络概念,将描述具体的示例。该应用程序将显示,在各种服务器中,我们保留了一个名为ThingSpeak的服务器,用于说明物联网的技术效用。针对家兔死亡率高的问题,本文在家兔身上实现了该应用程序。本研究考虑了可能导致兔子死亡的各种因素,如温度、湿度和NH3气体。因此,由于提供了实时干预,死亡率将会降低。这是怎么得到的呢?这就是这篇论文的发展方向。多亏了智能手机,饲养员有可能更好地管理他的兔子。下面列举了一些例子来说明当今的技术是多么有用。我们将在将来预览处理此工作的一些增强。
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引用次数: 1
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 : 2022-01-01 DOI: 10.1016/j.iotcps.2022.05.004
Abid Haleem , Mohd Javaid , Ravi Pratap Singh , Rajiv Suman , Shanay Rab

Industry 4.0 is a new stage in the organisation and control of the industrial value chain, interchangeably with the fourth industrial revolution. It has a broad vision with well-defined frameworks and reference designs, focusing on bridging physical infrastructure and digital technology in so-called cyber-physical systems. Apart from the other essential technologies, Holography is considered a new innovative technology that can completely transform the vision of Industry 4.0. In industrial applications, holographic technology is used for quality control in manufacturing and fracture testing, such as holographic nondestructive testing. Holography has a wide range of applications in medicine, the military, weather forecasting, virtual reality, digital art, and security. The fourth industrial revolution aims to provide automated asset monitoring, decision-making for corporate operations, and real-time network connectivity. This paper explores holography and its significant benefits through various development processes, features, and applications, where the focus is on ‘holography for Industry 4.0'. Hologram technology is a new industry trend and can impact multiple domains of Industry 4.0. Furthermore, the adoption of holographic technologies may improve the efficiency of existing products and services in other technology sectors such as architecture, 3D modelling, mechatronics, robotics, and healthcare and medical engineering.

工业4.0是工业价值链组织和控制的新阶段,与第四次工业革命互换。它具有广泛的视野,具有良好定义的框架和参考设计,专注于在所谓的网络物理系统中架起物理基础设施和数字技术的桥梁。除了其他基本技术外,全息技术被认为是一种新的创新技术,可以彻底改变工业4.0的愿景。在工业应用中,全息技术用于制造和断裂检测的质量控制,如全息无损检测。全息技术在医学、军事、天气预报、虚拟现实、数字艺术和安全领域有着广泛的应用。第四次工业革命的目标是提供自动化资产监控、企业运营决策和实时网络连接。本文通过各种开发流程、功能和应用探讨了全息技术及其显著优势,其中重点是“工业4.0的全息技术”。全息技术是一种新的行业趋势,可以影响工业4.0的多个领域。此外,全息技术的采用可以提高其他技术部门现有产品和服务的效率,如建筑、3D建模、机电一体化、机器人、医疗保健和医疗工程。
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引用次数: 6
Convergence of Blockchain, k-medoids and homomorphic encryption for privacy preserving biomedical data classification 区块链、k-介质和同态加密的收敛性保护生物医学数据分类
Pub Date : 2022-01-01 DOI: 10.1016/j.iotcps.2022.05.006
Shamima Akter , Farhana Reza , Manik Ahmed

Data privacy on the Internet of Medical Things (IoMT) remains a critical concern when handling biomedical data. While extant studies focus on cryptography and differential privacy, few of them capture the utility and authenticity of data. As a result, data privacy remains the primary concern when training a machine learning (ML) model with IoMT data from various data sources/owners such as k − medoids. To overcome the above-mentioned issues, this study proposes secure ​k − medoids ​that are implemented together with Blockchain and partial homomorphic cryptosystem (Paillier) to ensure authenticity and protect all entities (i.e., data owner and data analyst) data privacy. The homomorphic property of Paillier is utilized to develop secure building blocks (i.e., secure polynomial operations, secure comparison, and secure biasing operations) to ensure data privacy and eliminate dependency on any third parties. We utilized three different biomedical datasets, and these are (I) Heart Disease Data (HDD), (II) Diabetes Data (DD), and (III) Breast Cancer Wisconsin Data (BCWD). Rigorous security analysis demonstrates that secure ​k − medoids ​protect against sensitive data breaches. It also showed superior performance in both BCWD (Accuracy 97.80%, Precision 96.83%, and Recall 99.80%) and HDD (Accuracy 82.50%, Precision 81.28%, and Recall 80.50%) datasets, respectively. However, similar performance was not reflected in the case of the DD dataset. Furthermore, the study explains why such performance results are observed. In addition, the proposed system has been proven to take less execution time compared to the extant studies.

在处理生物医学数据时,医疗物联网(IoMT)上的数据隐私仍然是一个关键问题。虽然现有的研究主要集中在密码学和差分隐私上,但很少有研究能够捕捉到数据的实用性和真实性。因此,当使用来自各种数据源/所有者(如k - medioid)的IoMT数据训练机器学习(ML)模型时,数据隐私仍然是主要关注的问题。为了克服上述问题,本研究提出了与区块链和部分同态密码系统(Paillier)一起实现的安全k -介质,以确保真实性并保护所有实体(即数据所有者和数据分析师)的数据隐私。利用Paillier的同态特性开发安全构建块(即安全多项式运算、安全比较、安全偏置运算),确保数据隐私,消除对任何第三方的依赖。我们使用了三种不同的生物医学数据集,它们是(I)心脏病数据(HDD), (II)糖尿病数据(DD)和(III)乳腺癌威斯康星州数据(BCWD)。严格的安全分析表明,安全的k -介质可以防止敏感数据泄露。它在BCWD(准确率97.80%,精度96.83%,召回率99.80%)和HDD(准确率82.50%,精度81.28%,召回率80.50%)数据集上也表现出优异的性能。然而,在DD数据集的情况下没有反映出类似的性能。此外,本研究还解释了为什么会观察到这样的性能结果。此外,与现有研究相比,所提出的系统已被证明需要更少的执行时间。
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引用次数: 6
期刊
Internet of Things and Cyber-Physical Systems
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