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2020 International Conference on Omni-layer Intelligent Systems (COINS)最新文献

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Cold Start in Serverless Computing: Current Trends and Mitigation Strategies 无服务器计算中的冷启动:当前趋势和缓解策略
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191377
Parichehr Vahidinia, Bahareh J. Farahani, F. S. Aliee
Serverless Computing is the latest cloud computing model, which facilitates application development. By adopting and leveraging the modern paradigm of Serverless Computing, developers do not need to manage the servers. In this computational model, the executables are independent functions that are individually deployed on a Serverless platform offering instant per-request elasticity. Such elasticity typically comes at the cost of the “Cold Starts” problem. This phenomenon is associated with a delay occurring due to provision a runtime container to execute the functions. Shortly after Amazon introduced this computing model with the AWS Lambda platform in 2014, several open source and commercial platforms also started embracing and offering this technology. Each platform has its own solution to deal with Cold Starts. The evaluation of the performance of each platform under the load and factors influencing the cold start problem has received much attention over the past few years. This paper provides a comprehensive overview on the recent advancements and state-of-the-art works in mitigating the cold start delay. Moreover, several sets of experiments have been performed to study the behavior of the AWS Lambda as the base platform with respect to the cold start delay.
无服务器计算是最新的云计算模型,它简化了应用程序开发。通过采用和利用无服务器计算的现代范例,开发人员不需要管理服务器。在这个计算模型中,可执行文件是独立的函数,它们单独部署在无服务器平台上,提供即时的每个请求弹性。这种弹性通常是以“冷启动”问题为代价的。这种现象与由于提供运行时容器来执行函数而导致的延迟有关。2014年,亚马逊通过AWS Lambda平台推出这种计算模型后不久,一些开源和商业平台也开始接受并提供这种技术。每个平台都有自己的解决方案来处理冷启动。各平台在载荷作用下的性能评估及冷启动问题的影响因素是近年来备受关注的问题。本文全面综述了在减轻冷启动延迟方面的最新进展和最新工作。此外,还进行了几组实验来研究AWS Lambda作为基础平台在冷启动延迟方面的行为。
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引用次数: 32
L & M Farm: A Smart Farm based on LoRa & MQTT L & M农场:基于LoRa和MQTT的智能农场
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191387
Hye Won Yoon, Dong-Jun Kim, Miran Lee, Chae Weon, Anthony H. Smith
Smart farms are the future of Agriculture, which are expected to increase productivity with low-cost and high convenience. Nevertheless, farmers are skeptical of running smart farms, due to their expensiveness, inefficient energy consumption, difficult management, and potential data leakage. Many studies suggest using LoRa (Long Range), a type of LPWAN (long power wide area network) technology, which is capable of long-range with economical price and small battery consumption. However, studies overlook on how to transmit data proficiently, safely and assuredly. Therefore, this study proposes L & M Farm, a LoRa and MQTT (Message Queue Telemetry Transport) based smart farm. MQTT is a lightweight messaging protocol that guarantees the reliability and security of data while minimizing the wastage of packet space. The prototype uses two Arduino Boards with Dragino LoRa Hat, in which one is connected to the VH400 soil moisture sensor and DHT11 temperature and humidity sensor, the other connected to a solenoid valve irrigation actuator. Also, there is a Raspberry Pi irrigation node, which uses Open Weather API to get 5 days of weather data. In addition, a web-based application for farmers to conveniently manage the smart farm.
智能农场是农业的未来,它有望以低成本和高便利性提高生产力。然而,由于价格昂贵、能源消耗效率低下、管理困难以及潜在的数据泄露,农民们对运营智能农场持怀疑态度。许多研究建议使用LoRa (Long Range)技术,这是一种LPWAN (Long power wide area network)技术,能够实现长距离、经济的价格和小的电池消耗。然而,如何高效、安全、可靠地传输数据却被研究忽视了。因此,本研究提出了l&m Farm,一个基于LoRa和MQTT(消息队列遥测传输)的智能农场。MQTT是一种轻量级消息传递协议,可保证数据的可靠性和安全性,同时最大限度地减少数据包空间的浪费。原型使用两块Arduino板和Dragino LoRa Hat,其中一块连接VH400土壤湿度传感器和DHT11温湿度传感器,另一块连接电磁阀灌溉执行器。此外,还有一个树莓派灌溉节点,它使用开放天气API来获取5天的天气数据。此外,一个基于网络的应用程序,让农民方便地管理智能农场。
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引用次数: 4
Feasibility of Networking Technology for Smart Farm: LoRa vs APRS 智能农场联网技术的可行性:LoRa vs APRS
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191428
H. Lee, W. Jang, Hye Won Yoon, Dong-Jun Kim, Heejae Jung, Gowoon Choi, Miran Lee, Chae Weon, Anthony H. Smith
Smart farms and IoT (Internet of Things) have an inseparable relationship. Sensors, gateways, servers, databases, web-based applications, are all widely used by connected smart farms. Also, the range of communication availability, the amount of power required for communication, and required equipment are differs depending on the networking technology. Hence, the decision of networking technology is very important when implementing a smart farm. While there are many networking technologies, LoRa (Long Range) is one of the most common Low Power Wide Area Network (LPWAN) in use by smart farms in the United States. Theoretically, APRS (Automatic Packet Reporting System) can communicate at greater distances than LoRa. Therefore, the study compares the feasibility of LoRa and APRS in smart farms by measuring the distance coverage of the two networking technologies. All three tests were conducted at the Purdue Agronomy Center for Research and Education where the transmitting antennas were mobile that moved via cars, and the receiving antennas were installed at the same tower. The distances were calculated by using Google Maps, where all the locations for the transmitting points were saved. From evaluating the test results, this paper concludes that LoRa is a more feasible wireless connection than APRS in the smart farm IoT system.
智慧农场与物联网有着密不可分的关系。传感器、网关、服务器、数据库、基于web的应用程序,都被联网的智能农场广泛使用。此外,通信可用性的范围、通信所需的功率和所需的设备也因网络技术的不同而不同。因此,在实施智能农场时,网络技术的决策非常重要。虽然有许多网络技术,但LoRa(远程)是美国智能农场使用的最常见的低功率广域网(LPWAN)之一。从理论上讲,APRS(自动分组报告系统)可以比LoRa进行更远距离的通信。因此,本研究通过测量LoRa和APRS两种组网技术的距离覆盖范围,比较两种组网技术在智能农场中的可行性。这三个测试都是在普渡大学农学研究和教育中心进行的,发射天线是通过汽车移动的移动天线,接收天线安装在同一座塔上。这些距离是通过谷歌地图计算出来的,所有发射点的位置都保存在谷歌地图上。通过对测试结果的评估,本文认为在智能农场物联网系统中,LoRa是一种比APRS更可行的无线连接方式。
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引用次数: 3
Embedded vision system for monitoring arc welding with thermal imaging and deep learning 基于热成像和深度学习的弧焊监测嵌入式视觉系统
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191650
A. Fernández, Álvaro Souto, C. González, Roi Méndez-Rial
We develop a novel embedded vision system for online monitoring of arc welding with thermal imaging. The thermal images are able to provide clear information of the melt pool and surrounding areas during the welding process. We propose a deep learning processing pipeline with a CNNLSTM architecture for the detection and classification of defects based on video sequences. The experimental results show that the CNN-LSTM architecture is able to model the complex dynamics of the welding process and detect and classify defects with high accuracy. In addition, the embedded vision system implements an OPC-UA server, enabling an easy vertical and horizontal integration in Industry 4.0.
我们开发了一种新的嵌入式视觉系统,用于热成像弧焊的在线监测。在焊接过程中,热图像能够提供熔池和周围区域的清晰信息。我们提出了一种基于CNNLSTM架构的深度学习处理管道,用于基于视频序列的缺陷检测和分类。实验结果表明,CNN-LSTM结构能够对焊接过程的复杂动态进行建模,并能以较高的精度对缺陷进行检测和分类。此外,嵌入式视觉系统实现了OPC-UA服务器,可在工业4.0中轻松实现垂直和水平集成。
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引用次数: 7
Cloud-Based Energy Efficient Scheme for Sigfox Monarch as Asset Tracking Service 基于云的Sigfox Monarch资产跟踪服务节能方案
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191398
Andrea Mineo, M. Palesi, Davide Patti, V. Catania
Low Power Wide Area Networks (LPWANs) are emerging as a viable technology for facing the high-density connectivity demand for Internet of Things based devices. In particular, one of the main application scenarios is asset tracking. Thanks to the tremendous cost reduction due to cost-effective technological developments, devices that enable a low cost localization are becoming more and more popular. LPWAN technologies, such as Sigfox, are offering localization services accurate enough for most applications. Specifically, the Sigfox Monarch feature has been developed to assure that local regulations are safely applied when an asset travels from a region to another. In this sense, an energy consumption study is conducted and presented in this paper, and a cloud-based energy efficient scheme is proposed. Experimental results show how the application of the proposed scheme on a real scenario improves battery lifetime by 22%.
低功耗广域网(lpwan)正在成为一种可行的技术,以应对基于物联网设备的高密度连接需求。特别是,主要的应用场景之一是资产跟踪。由于经济高效的技术发展,成本大幅降低,能够实现低成本本地化的设备越来越受欢迎。LPWAN技术,如Sigfox,为大多数应用提供了足够精确的定位服务。具体来说,Sigfox Monarch功能的开发是为了确保资产从一个地区转移到另一个地区时,当地法规得到安全应用。在这个意义上,本文进行了能源消耗研究,并提出了基于云的节能方案。实验结果表明,该方案在实际场景中的应用使电池寿命提高了22%。
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引用次数: 3
Deployment of Application Microservices in Multi-Domain Federated Fog Environments 应用微服务在多域联邦雾环境中的部署
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191379
Francescomaria Faticanti, Marco Savi, F. Pellegrini, Petar Kochovski, V. Stankovski, D. Siracusa
In this paper we consider the problem of initial resource selection for a single-domain fog provider lacking sufficient resources for the complete deployment of a batch of IoT applications. To overcome resources shortage, it is possible to lease assets from other domains across a federation of cloud-fog infrastructures to meet the requirements of those applications: the fog provider seeks to minimise the number of external resources to be rented in order to successfully deploy the applications’ demands exceeding own infrastructure capacity. To this aim, we introduce a general framework for the deployment of applications across multiple domains of cloud-fog providers while guaranteeing resources locality constraints. The resource allocation problem is presented in the form of an integer linear program, and we provide a heuristic method that explores the resource assignment space in a breadth-first fashion. Extensive numerical results demonstrate the efficiency of the proposed approach in terms of deployment cost and feasibility with respect to standard approaches adopted in the literature.
在本文中,我们考虑了缺乏足够资源来完成一批物联网应用部署的单域雾提供商的初始资源选择问题。为了克服资源短缺,可以跨云雾基础设施联盟从其他域租赁资产,以满足这些应用程序的需求:雾提供商寻求将租用的外部资源数量降至最低,以便成功部署超出自身基础设施容量的应用程序需求。为此,我们引入了一个通用框架,用于跨云雾提供商的多个领域部署应用程序,同时保证资源局部性约束。资源分配问题以整数线性规划的形式提出,并提出了一种启发式方法,以宽度优先的方式探索资源分配空间。大量的数值结果表明,与文献中采用的标准方法相比,所提出的方法在部署成本和可行性方面是有效的。
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引用次数: 9
Measurement-based Online Verification of Timing Properties in Distributed Systems 基于测量的分布式系统定时特性在线验证
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191647
Günter Ehmen, Björn Koopmann, Y. Bebawy, Philipp Ittershagen
In this paper, we present a novel concept for the measurement-based online verification of timing properties in distributed systems. Based on a methodology for the consistent real-time handling in advanced driver assistance systems and automated driving functions, it incorporates a measurement infrastructure with generic interfaces, event recorders, and timing monitors generated directly from timing specifications. The primary goal is to detect specified events at subsystem interfaces and to calculate signal propagation times. Following a prototypical implementation, the accuracy of a concrete instance of our concept is evaluated. A demonstration including a realistic hardware-in-the-loop simulation proves the practical applicability and shows conceivable extensions for future activities.
在本文中,我们提出了一种基于测量的分布式系统定时特性在线验证的新概念。基于先进驾驶员辅助系统和自动驾驶功能中一致的实时处理方法,它结合了一个具有通用接口的测量基础设施,事件记录器,以及直接从定时规范生成的定时监视器。主要目标是检测子系统接口上的指定事件并计算信号传播时间。在原型实现之后,评估我们概念的具体实例的准确性。包括现实硬件在环仿真在内的演示证明了该方法的实用性,并为未来的活动展示了可想象的扩展。
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引用次数: 1
Social Internet of Things: Interoperability and Autonomous Computing Challenges 社会物联网:互操作性和自主计算挑战
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191651
Sarvin Memarian, Bahareh J. Farahani, E. Nazemi
Social Internet of Things (SIoT) is a promising interdisciplinary paradigm where Social Networks are integrated with the Internet of Things (IoT) enabling humans and devices to interact, share information, and to autonomously establish social relationships. In this way, SIoT is divided into two components, people and things, supporting the social relationship and collaboration between things-things and things-humans. The adoption and leveraging modern paradigm of the SIoT presents several advantages, including (but not limited to) better navigability in a dynamic network of billions of devices, trust and dynamic discovery of services, higher data access, and real-time decision making much effectively. Despite the benefits, due to the all-in-one nature of SIoTs, still, there are several challenges that should be addressed. In this paper, first, we present the basis of SIoT, such as definitions, main roles, key relationships, and structures. Next, we outline the major benefits of SIoT. Finally, we discuss the major challenges of SIoT, including interoperability and autonomous computing – self-adaptation, self-organization, self-management, and selfhealing – by reviewing the recent advancements and state-of-the-art works in this emerging field.
社交物联网(SIoT)是一个很有前途的跨学科范式,其中社交网络与物联网(IoT)相结合,使人类和设备能够交互,共享信息并自主建立社会关系。通过这种方式,SIoT被分为人和物两部分,支持物-物和物-人之间的社会关系和协作。采用和利用SIoT的现代范式提供了几个优势,包括(但不限于)在由数十亿设备组成的动态网络中更好的可导航性、服务的信任和动态发现、更高的数据访问和更有效的实时决策制定。尽管有这些好处,但由于siot的一体化特性,仍然存在一些需要解决的挑战。在本文中,我们首先介绍了SIoT的基础,如定义、主要角色、关键关系和结构。接下来,我们概述SIoT的主要优点。最后,我们通过回顾这个新兴领域的最新进展和最先进的工作,讨论了SIoT的主要挑战,包括互操作性和自主计算——自适应、自组织、自管理和自修复。
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引用次数: 3
Large-Scale Information and Communications Technology (ICT) Management in Smart Cities based on Edge to Cloud Orchestration 基于边缘到云编排的智慧城市大规模信息通信技术(ICT)管理
Pub Date : 2020-08-01 DOI: 10.1109/COINS49042.2020.9191685
Amir Sinaeepourfard, J. Krogstie, Torbjørn Kirkevik Soltvedt, Thomas Skuggevik
A smart city has changed the city landscape with the assistance of ICT, and sensor-enabled internet of things (IoT) devices. The development of a ubiquitous connected source environment is to be complicated and global to improve service performance delivery, cost-effectiveness, and using all capabilities of technology resources. For gaining those benefits in the smart city, it is necessary to design a capable ICT architecture. The ICT architecture in the smart city must provide the facility to organize all technology resources, the produced data, network communication orchestration, and services in the large scale of smart cities. In today’s smart cities, three main different ICT architecture proposals are available, Centralized, Decentralized-to-Centralized, and Distributed-to-Centralized. Centralized ICT architectures are designed based on Cloud technologies. The Decentralized-to-Centralized and Distributed-to-Centralized ICT architectures are using the multiple facilities from the joined benefits of edge to Cloud technologies orchestration. In this paper, we first describe these three ICT architectures in smart cities. Besides, we present our proposed Decentralized-to-Centralized and Distributed-to-Centralized ICT architectures in smart cities. Second, we show how our ICT architecture can be beneficial for Large-Scale ICT management through different use case studies. Finally, we describe the advantages of our ICT architecture and discuss challenges.
在信息通信技术和传感器支持的物联网(IoT)设备的帮助下,智慧城市改变了城市景观。无处不在的连接源环境的开发将变得复杂和全球化,以提高服务性能交付、成本效益和利用技术资源的所有功能。为了在智慧城市中获得这些好处,有必要设计一个有能力的ICT架构。智慧城市的ICT架构必须为大规模智慧城市的所有技术资源、产生的数据、网络通信编排和服务提供组织设施。在当今的智慧城市中,主要有三种不同的ICT架构方案:集中式、分散式到集中式和分布式到集中式。集中式ICT架构是基于云技术设计的。分散式到集中式和分布式到集中式ICT体系结构正在使用从边缘到云技术编排的联合优势的多种设施。在本文中,我们首先描述了智慧城市中的这三种ICT架构。此外,我们提出了在智慧城市中分散式到集中式和分布式到集中式的ICT架构。其次,我们通过不同的用例研究展示了我们的ICT架构如何有利于大规模ICT管理。最后,我们描述了我们的ICT架构的优势并讨论了挑战。
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引用次数: 2
COINS 2020 Index 2020年硬币指数
Pub Date : 2020-08-01 DOI: 10.1109/coins49042.2020.9191369
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引用次数: 0
期刊
2020 International Conference on Omni-layer Intelligent Systems (COINS)
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