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Learning 4.0: Innovation Directions driven by Employers Perspective 学习4.0:雇主视角驱动的创新方向
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566234
M. Pivec, Anika Kronberger
With the intention of identifying competencies needed in the Industry 4.0 companies today and related training need in the field of mechatronics, a Europe-wide survey was launched and accompanied by industry consultations. Aiming for innovation and optimisation of learning 4.0 and adaptation of the teaching format offered and the learning content, extensive research work and consultations with a variety of stakeholders was completed. Moreover, how SMEs, educational providers, and policy makers see the need for innovation development and lifelong learning was elaborated with the help of thirty-seven interviews and two focus groups. Training expectations of the employers as well as the selection of innovative and flexible learning delivery models and innovations for life-long learning are presented in this paper.
为了确定当今工业4.0公司所需的能力以及机电一体化领域的相关培训需求,发起了一项全欧洲范围的调查,并伴有行业咨询。为了创新和优化学习4.0,适应所提供的教学形式和学习内容,我们完成了广泛的研究工作,并与各种利益相关者进行了磋商。此外,通过37次访谈和两个焦点小组,详细阐述了中小企业、教育提供者和政策制定者如何看待创新发展和终身学习的必要性。本文介绍了雇主的培训期望,以及创新和灵活的学习交付模式的选择和终身学习的创新。
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引用次数: 0
Converging Formal Verification in a High-Level Synthesis Environment 高级综合环境中的收敛形式化验证
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566251
Michael F. Dossis
Recent advances in silicon chip technology have facilitated the development of very dense Systems-on-Chip (SoC) and Application-Specific Integrated Circuits (ASIC). However this density has made the products often, to fail in the market window. It is widely accepted amongst the engineering community that a large proportion of development effort and delays is due to very extended, detailed, prone to bugs and repetitive low level simulations generated by attempts to cover most corner cases. This paper discusses a Formal High-level Synthesis - based verification method, that is based on high-level compile and execute of program code, and produce simulation engines from various levels in the design flow. Eventually the produced “simulators” execute and converge to the same results, since the Synthesis process is formal. The complete, and rapidimplementation flow is formal becaue the automated cycle-accurate simulator is generated from the the same formal optimized model used by the completed High-level Synthesis flow. A huge number of benchmarks from real-life applications, a few of which are discussed here, were developed and validated with the method presented in this paper and always the formal nature of the tools helped to catch all of the bugs as early as possible in the implementation flow.
硅芯片技术的最新进展促进了非常密集的片上系统(SoC)和专用集成电路(ASIC)的发展。然而,这种密度却使得产品经常在市场窗口失败。在工程社区中被广泛接受的是,很大一部分的开发工作和延迟是由于非常扩展的、详细的、容易出现bug和重复的低级模拟,这些模拟是由试图覆盖大多数角落的情况而产生的。本文讨论了一种基于形式化高级综合的验证方法,即基于程序代码的高级编译和执行,在设计流程中从各个层次生成仿真引擎。最终生成的“模拟器”执行并收敛到相同的结果,因为合成过程是正式的。完整且快速的实现流程是形式化的,因为自动循环精确的模拟器是从已完成的高级综合流程所使用的相同的形式化优化模型生成的。来自实际应用程序的大量基准测试(本文将讨论其中的一些)都是使用本文中提供的方法开发和验证的,并且这些工具的正式性质总是有助于在实现流程中尽早捕获所有错误。
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引用次数: 0
Towards a Masked Face Recognition Algorithm: A Novel Rule Based Hybrid Algorithm 一种新的基于规则的混合人脸识别算法
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566244
M. S. Alexiou, Iosif Papadakis Ktistakis, Garrett Goodman
The recent SARS-CoV-2 virus global spread and the Covid-19 pandemic that resulted from that has increased the focus on hygienic and contactless safety measures. The wide use of masks, that are essential for the reduction of the spread of the virus, has been declared mandatory by several institutions and countries. Given the circumstances, masked facial recognition has gained an increased attention by the research community. Mask identification for healthcare reasons, face recognition and identification for public safety in a smart city environment and security reasons proved to be a challenging problem with most algorithms having limitations. The vast amount of data, of people with masks, that has been generated in the recent months will be helpful in tackling some of the major issues. The main issues most methodologies face are occlusion, illumination, non-frontal characteristics and pose variation. This paper focuses on the preliminary results of a novel rule based hybrid masked face recognition algorithm. We use the MaskedFace-net dataset and we detect the covered face using the Viola-Jones algorithm. Through the use of Statistical Region Merging (SRM) we detect the ocular region in the cropped face image, and we achieve eye detection for our preprocessing. Through this process we manage to get a clearer and sharper version of the original input eye image. Finally, we generate the attributed graph of the detected facial features, whose labeled arcs represent the computed distance rations between them. This algorithm will act as input into a machine learning prediction model moving forward.
最近的SARS-CoV-2病毒全球传播以及由此导致的Covid-19大流行使人们更加关注卫生和非接触安全措施。一些机构和国家已宣布必须广泛使用口罩,这对减少病毒的传播至关重要。在这种情况下,蒙面人脸识别越来越受到研究界的关注。在智能城市环境中,出于医疗保健原因的口罩识别、出于公共安全原因的人脸识别和识别以及出于安全原因的人脸识别被证明是一个具有挑战性的问题,大多数算法都有局限性。最近几个月产生的关于戴口罩的人的大量数据将有助于解决一些重大问题。大多数方法面临的主要问题是遮挡、光照、非正面特征和姿态变化。本文重点介绍了一种基于规则的混合人脸识别算法的初步研究结果。我们使用MaskedFace-net数据集,并使用Viola-Jones算法检测被覆盖的人脸。利用统计区域合并(SRM)方法对裁剪后的人脸图像进行眼部区域检测,并在预处理过程中实现眼部检测。通过这个过程,我们设法获得原始输入眼睛图像的更清晰和更清晰的版本。最后,我们生成检测到的面部特征的属性图,其中标记的弧表示计算出的它们之间的距离比例。该算法将作为机器学习预测模型的输入。
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引用次数: 0
Performance Evaluation of Software-Defined Networking Implemented on Various Network Topologies 基于不同网络拓扑结构的软件定义网络性能评估
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566213
Nikolaos V. Oikonomou, S. Margariti, E. Stergiou, D. Liarokapis
This work demonstrates performance results of Software-Defined Networking (SDN) testing that were carried out on typical network topologies by using simulation. Specifically, the performance metrics that were examined included: the topology setup and tear down time, the CPU and RAM usage of the system and the latency of packet transfer between nodes. The entire investigation was conducted on a Windows PC using a Virtual Machine for running a Mininet emulator. From the meticulous analysis of the results, it is worth mentioning the following: (i) the total number of switches in a SDN architecture has a significant influence on CPU load. (ii) The RAM (Random Access Memory) consumption dependents on the number of hosts and in circumstances of excessive load it shows much higher increase compared to the usage of the CPU. (iii) The overall performance depends significantly on the type of topology and its properties.
本工作通过模拟演示了在典型网络拓扑上进行的软件定义网络(SDN)测试的性能结果。具体来说,检查的性能指标包括:拓扑设置和拆除时间、系统的CPU和RAM使用以及节点之间数据包传输的延迟。整个调查是在使用虚拟机运行Mininet模拟器的Windows PC上进行的。从对结果的细致分析来看,值得一提的是:(1)SDN架构中交换机总数对CPU负载的影响很大。(ii) RAM(随机存取内存)的消耗取决于主机的数量,在过载的情况下,与CPU的使用相比,它显示出更高的增长。(iii)总体性能在很大程度上取决于拓扑类型及其性质。
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引用次数: 0
Performance evaluation of Cloud Radio Access Networks by jointly considering communicational and computational network resources 综合考虑通信和计算网络资源的云无线接入网性能评估
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566269
Ekaterina Mpantola, J. Vardakas, M. Louta
With the introduction of 5G technology, telecommunications industry enters a stage where remarkable changes occur. The rapid increase of traffic load combined with the emergence of new network requirements has led to the need of developing a network architecture capable of supporting a network of high efficiency, improved transmission rates and low latency. C-RAN architecture is able to meet all these challenges, while focuses on the innovation of a functional split in the Base Station (BS) where the Baseband Units - BBU is detached from the Remote Radio Heads - RRH. Its successful implementation is able to bring significant benefits where among them cost reduction, the entrance of new network requirements and services as well as enhanced network flexibility, are the ones that dominate. In this paper, we perform the analysis of this type of network through the application of specific Teletraffic Models: the Multi-rate Loss Model and the Retry Models. The Multi-rate Loss Model refers to systems that serve different types of services, whose calls are accepted by the system if only there are service units available. The Retry Models allows rejected calls to retry their connection to the system, offering a lower chance of losing calls and thus reduced network performance. The comparison of the blocking probabilities can lead us to conclusions about the efficiency of these models in a C-RAN network and then in the evaluation of the overall network performance.
随着5G技术的引入,电信行业进入了一个发生巨大变化的阶段。随着通信量负荷的迅速增加和新的网络需求的出现,需要开发一种能够支持高效率、提高传输速率和低延迟网络的网络架构。C-RAN架构能够应对所有这些挑战,同时专注于基站(BS)中功能分离的创新,其中基带单元(BBU)与远程无线电头(RRH)分离。它的成功实施能够带来显著的效益,其中成本的降低、新的网络需求和业务的进入以及网络灵活性的增强是主要的。在本文中,我们通过应用特定的电信业务模型:多速率损失模型和重试模型来对这种类型的网络进行分析。多速率损耗模型是指服务不同类型业务的系统,只有存在可用的业务单元时,系统才会接受这些业务的调用。重试模型允许被拒绝的调用重新连接到系统,从而降低了丢失呼叫的机会,从而降低了网络性能。通过对阻塞概率的比较,我们可以得出这些模型在C-RAN网络中的效率,从而对网络的整体性能进行评估。
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引用次数: 0
Blockchain technology in food supply chain: A state of the art 食品供应链中的区块链技术:最先进的技术
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566256
Vasileios Tsoukas, Anargyros Gkogkidis, Aikaterini Kampa, G. Spathoulas, A. Kakarountas
The food industry is highly dependent upon food supply chains. It is highly critical for the quality of the food product that reaches the consumer, that all actors that interact with the corresponding supply chains act responsibly and according to the appropriate regulations. Because of that, monitoring of food supply chains is a necessity nowadays. The main problem of current food supply chain systems is the lack of transparency, traceability, and sustainability as those are required to operate in a complex ecosystem, involving multiple stakeholders across different countries. Blockchain technology has been proposed as the means to enhance existing systems by increasing transparency and traceability, and thus regain customer's trust. This paper aims at providing a state of the art with regards to the use of blockchain technology in the food industry and food supply chains in particular. The survey summarizes all relevant research efforts and concludes with the main findings, while it also identifies existing challenges and limitations.
食品工业高度依赖于食品供应链。对于到达消费者手中的食品质量来说,与相应供应链互动的所有参与者都要按照适当的法规负责任地行事,这一点至关重要。正因为如此,现在对食品供应链的监控是必要的。当前食品供应链系统的主要问题是缺乏透明度、可追溯性和可持续性,因为这些都是在一个复杂的生态系统中运作所必需的,涉及不同国家的多个利益相关者。区块链技术被认为是通过提高透明度和可追溯性来增强现有系统的手段,从而重新获得客户的信任。本文旨在提供有关区块链技术在食品工业和食品供应链中的应用的最新技术。该调查总结了所有相关的研究工作,并总结了主要发现,同时也指出了存在的挑战和局限性。
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引用次数: 1
An Emotional Intelligent Robot for primary education: The software development 小学教育用情感智能机器人:软件开发
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566268
Dimitris Ziouzios, Antonios Chatzisavvas, Nikolaos Baras, Georgios Kapris, M. Dasygenis
In the past few years, one of the essential elements of most formal and informal education practices is Information & Communications Technology (ICT). Teachers are implementing new technologies in the education process to make learning more fun and fruitful. Educational Robotics, an ICT sub field is one of these technologies and it has triggered many studies regarding its effectiveness. This paper presents our design process of a unique educational humanoid robot that can be used as a teaching aid for wide variety of subjects to children at primary schools.
在过去几年中,大多数正规和非正规教育实践的基本要素之一是信息与通信技术(ICT)。教师们在教育过程中运用新技术,使学习更有趣、更富有成效。教育机器人技术是信息通信技术的一个分支领域,它已经引发了许多关于其有效性的研究。本文介绍了一种独特的教育类人机器人的设计过程,它可以作为小学儿童各种科目的教学辅助工具。
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引用次数: 0
Cloud Computing as a Strategic Asset: European Union Regulatory Inititatives 云计算作为战略资产:欧盟监管计划
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566272
P. Kitsos
Given the tremendous increase of activity in the digital domain, whether government related activity or digital economy activity, it was important that this sphere would be regulated and that stakeholders were subjected to regulation that would allow democratic the democratic principles to prevail. The paper presents the policy steps taken by the EU in relation to the Data-based Economy, mainly exploring the five projects led by the EU and that are related to Cloud Computing as a new space for solidifying the single market. It also discusses the challenges that EU-based business enterprises experience when they use facilities and cloud computing storage services situated outside the EU, thus challenging the efficacy of the related existing sets of EU rules. It also analyses the effectiveness of specific sets of rules that have been proposed in respect to the five strategies that are currently in the focus.
鉴于数字领域活动的巨大增长,无论是与政府相关的活动还是数字经济活动,这一领域将受到监管,利益相关者受到监管,这将使民主原则占上风,这一点很重要。本文介绍了欧盟在数据经济方面所采取的政策措施,主要探讨了欧盟主导的五个项目,这些项目与云计算作为巩固单一市场的新空间有关。本文还讨论了欧盟企业在使用欧盟以外的设施和云计算存储服务时遇到的挑战,从而挑战了相关的现有欧盟规则集的效力。报告还分析了针对目前重点关注的五项战略提出的具体规则的有效性。
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引用次数: 0
Prediction of melanoma incidence based on combination of genetic variants 基于遗传变异组合的黑色素瘤发病率预测
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566247
G. Ntritsos, E. Evangelou
The occurrence of melanoma is a composite process that implicates the interaction of phenotypic, environmental, and genetic risk factors. We constructed genetic risk models, with the aim to assess their predictive performance on melanoma risk. Summary level data from the largest meta-analysis of genome-wide association studies for melanoma, up to date, were used for the construction of weighted genetic risk scores. We used six different p-value thresholds for genetic variants inclusion. We evaluated our genetic risk scores in 2,862 events of incident melanoma and 321,789 cancer-free controls from the UK Biobank, a prospective cohort study of 500,000 participants. Using AUCs, we compared the predictive ability of the different genetic risk scores. Genetic risk scores were strongly associated melanoma risk. Odds Ratios ranged from 1.478 to 1.528. The predictive ability of the genetic risk scores ranged from 0.6234 to 0.6328 showing a moderate performance. Our study suggests that when the p-value threshold for genetic variants inclusion become more tolerant, the prediction performance of the model improved. Validation of the results in larger populations, as well as Southern European populations is needed.
黑色素瘤的发生是一个复杂的过程,涉及表型、环境和遗传风险因素的相互作用。我们构建了遗传风险模型,目的是评估它们对黑色素瘤风险的预测性能。迄今为止,最大的黑色素瘤全基因组关联研究荟萃分析的汇总水平数据被用于加权遗传风险评分的构建。我们使用了六个不同的p值阈值来包含遗传变异。我们评估了来自英国生物银行的2,862例黑色素瘤事件和321,789例无癌对照的遗传风险评分,这是一项50万参与者的前瞻性队列研究。使用auc,我们比较了不同遗传风险评分的预测能力。遗传风险评分与黑色素瘤风险密切相关。比值比从1.478到1.528。遗传风险评分的预测能力在0.6234 ~ 0.6328之间,表现为中等水平。我们的研究表明,当遗传变异包含的p值阈值变得更宽容时,模型的预测性能就会提高。需要在更大的人群以及南欧人群中验证结果。
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引用次数: 0
A data model for pedestrian routes 行人路线的数据模型
Pub Date : 2021-09-24 DOI: 10.1109/SEEDA-CECNSM53056.2021.9566253
Petros Laskas, Stamatis Dimitriadis, Alexandros Koritsoglou, Kyriakos Koritsoglou, I. Fudos
Digital geographic platforms like Google Maps or Bing Maps provide user-friendly interfaces for navigating through cities. Although, these apps are used daily for shortest paths calculation within the urban centers, they were designed with an emphasis on the needs of motor vehicles and therefore pedestrian routes have only been considered as an add-on option. For that reason, current pedestrian navigation services provide routes based on road networks as they are well defined due to the popularity of car navigation systems on one hand and the lack of pedestrian data (including streets, sidewalks, curb ramps, elevation data, and construction permit information) on the other hand. However, road networks do not adequately represent the paths that pedestrians use. Furthermore, for people with limited mobility, planning a route using a wheelchair in urban centers is very difficult due to lack of information regarding accessibility along the route. To this end, better data on pedestrian sections are needed to improve safety, comfort, and convenience of pedestrian movement. This process requires a carefully developed methodology for modeling pedestrian routes. This paper introduces a structured approach to develop a simple model of pedestrian data that captures all required information and facilitates the design of user-friendly interactive navigation systems. A pilot case is presented for the historical center of Thessaloniki city.
谷歌地图(Google Maps)或必应地图(Bing Maps)等数字地理平台提供了用户友好的城市导航界面。尽管这些应用程序每天用于城市中心的最短路径计算,但它们的设计强调了机动车的需求,因此行人路线只被视为一个附加选项。因此,目前的行人导航服务提供基于道路网络的路线,因为一方面由于汽车导航系统的普及,而另一方面由于缺乏行人数据(包括街道、人行道、路缘坡道、高程数据和施工许可信息),道路网络已经很好地定义了。然而,道路网络并不能充分代表行人使用的路径。此外,对于行动不便的人来说,在城市中心使用轮椅规划路线是非常困难的,因为缺乏沿途可达性的信息。为此,需要更好的行人路段数据,以提高行人移动的安全性、舒适性和便利性。这个过程需要一个精心开发的方法来建模行人路线。本文介绍了一种结构化的方法来开发一个简单的行人数据模型,该模型可以捕获所有必需的信息,并有助于用户友好的交互式导航系统的设计。提出了塞萨洛尼基历史中心的试点案例。
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引用次数: 2
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