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2019 IEEE International Smart Cities Conference (ISC2)最新文献

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Adversarial Impacts on Autonomous Decentralized Lightweight Swarms 对自治分散轻量级蜂群的对抗影响
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071763
Shaya Wolf, Rafer Cooley, M. Borowczak
The decreased size and cost of Unmanned Aerial Vehicles (UAVs) and Unmanned Ground Vehicles (UGVs) has enabled the use of swarms of unmanned autonomous vehicles to accomplish a variety of tasks. By utilizing swarming behaviors, it is possible to efficiently accomplish coordinated tasks while minimizing per-drone computational requirements. Some drones rely on decentralized protocols that exhibit emergent behavior across the swarm. While fully decentralized algorithms remove obvious attack vectors their susceptibility to external influence is less understood. This work investigates the influences that can compromise the functionality of an autonomous swarm leading to hazardous situations and cascading vulnerabilities. When a swarm is tasked with missions involving the safety or health of humans, external influences could have serious consequences. The adversarial swarm in this work utilizes an attack vector embedded within the decentralized movement algorithm of a previously defined autonomous swarm designed to create a perimeter sentry swarm. Various simulations confirm the adversarial swarm’s ability to capture significant portions (6-23%) of the perimeter.
无人机(uav)和无人地面车辆(ugv)的体积和成本的减小,使得使用无人驾驶自动车辆群来完成各种任务成为可能。通过利用蜂群行为,可以有效地完成协调任务,同时最小化每架无人机的计算需求。一些无人机依赖于分散的协议,在蜂群中表现出紧急行为。虽然完全分散的算法消除了明显的攻击向量,但它们对外部影响的易感性却鲜为人知。这项工作调查了可能损害自治群体功能的影响,导致危险情况和级联漏洞。当蜂群承担涉及人类安全或健康的任务时,外部影响可能会产生严重后果。这项工作中的对抗性群体利用嵌入在先前定义的自治群体的分散运动算法中的攻击向量,旨在创建一个周边哨兵群体。各种模拟证实了敌对的蜂群能够占领相当一部分(6-23%)的周长。
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引用次数: 0
A Survey on Compressive Spectrum Sensing for Cognitive Radio Networks 认知无线电网络压缩频谱感知研究进展
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071710
Salma Benazzouza, Mohammed Ridouani, Fatima Salahdine, A. Hayar
Spectrum sensing aims at searching and finding the unused frequency bands in specific radio spectrum. It monitors the frequency bands to detect the activity of primary/licensed users and decide if secondary users can use these bands or not. In order to improve the efficiency of spectrum sensing in wideband cognitive radio networks, compressive sensing framework has been recommended and studied in many papers since it helps the system to get better and faster results using the sparse structure of the radio spectrum. Therefore, this paper represents an in-depth survey of the best requirements of compressive sensing and spectrum sensing techniques for robust combination and effective solution for wideband cognitive radio networks. It also provides examples of innovative applications of compressive spectrum sensing including IoT, smart city and 5th generation of mobile networks. To sum up some challenges and research directions related to compressive spectrum sensing technique are given at the end.
频谱感知的目的是在特定的无线电频谱中搜索和发现未使用的频段。它监视频段以检测主/授权用户的活动,并决定辅助用户是否可以使用这些频段。为了提高宽带认知无线电网络中频谱感知的效率,压缩感知框架有助于系统利用无线电频谱的稀疏结构获得更好更快的结果,因此得到了许多文献的推荐和研究。因此,本文深入探讨了压缩感知和频谱感知技术对宽带认知无线电网络鲁棒组合和有效解决方案的最佳要求。它还提供了压缩频谱感知的创新应用示例,包括物联网,智慧城市和第五代移动网络。最后对压缩频谱感知技术面临的挑战和研究方向进行了总结。
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引用次数: 15
Commercial Activity Cluster Recognition with Modified DBSCAN Algorithm: A Case Study of Milan 改进DBSCAN算法的商业活动聚类识别——以米兰为例
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071776
Jiabin Wei, Shiyu Sun
The clusters of stores and shops in the city are the main spatial carrier for commercial activities. For urban planners, a deep and clear understanding of the present aggregating features and the commercial activities is the fundamental premise for formulating a rational and promising planning. Nowadays, the volunteered geographic information, like POIs, provides researchers a more complete and realistic data source to analyse the commercial agglomerations. Yet, few of the researches pay attention to the scale of the commercial agglomerations while the majority of researches use density estimation method to visualize and describe the commercial agglomerations of different activity types at same scale. This paper aims to propose a modified DBSCAN method to analyse the distribution structures of commercial activity clusters through multiple scales, so as to find the optimum parameters and minPts to identify the unique aggregating features for each type of activity. The proposed DBSCAN is able to determine the global minimum points (minPts) automatically by detecting the “elbow” of the maximum cluster groups change curve through a series combination of and minPts. With the global optimum minPts, this modified DBSCAN will further find optimum from where the commercial activities form stable aggregations. In this paper, the commercial activities in Milan is taken as an example. Overall, 149234 POIs from the Milan Bureau of Industry and Commerce and Google place service are collected and be further classified into 25 categories. The result of the analysis shows that 1) commercial activities show five different types of spatial patterns: central aggregation pattern, ring around center pattern, high-density aggregation distribution, disperse distribution pattern and hierarchical distribution pattern. 2) Bars and clothing stores have the highest aggregating density of 2.7 POIs per hectare, while takeaway and repair activities have the lowest density. 3) Beauty stores and health service have the smallest unit cluster size around 3ha, the supermarkets and fuel stations have largest unit cluster size. 4) the spatial shapes of different activity agglomeration areas are varied.
城市中的商铺集群是商业活动的主要空间载体。对于城市规划者来说,深刻而清晰地认识当前的集聚特征和商业活动是制定合理而有前景的规划的基本前提。如今,像poi这样的志愿地理信息为研究人员分析商业集聚提供了更完整、更现实的数据来源。然而,研究很少关注商业集群的规模,而大多数研究采用密度估计方法对相同规模下不同活动类型的商业集群进行可视化描述。本文旨在提出一种改进的DBSCAN方法,通过多个尺度对商业活动集群的分布结构进行分析,从而找到最优参数和最小值,以识别每种活动类型的独特聚集特征。所提出的DBSCAN能够通过和minPts的一系列组合来检测最大簇组变化曲线的“弯头”,从而自动确定全局最小点(minPts)。有了全局最优minpt,修改后的DBSCAN将进一步找到商业活动形成稳定聚合的最优点。本文以米兰的商业活动为例。总的来说,我们收集了米兰工商局和谷歌地点服务的149234个poi,并进一步分为25个类别。分析结果表明:①商业活动呈现出五种不同类型的空间格局:中心集聚型、环中心型、高密度集聚型、分散型和分层型;2)酒吧和服装店的聚集密度最高,为2.7个poi /公顷,外卖和维修活动的聚集密度最低。3)美容商店和保健服务的单位簇面积最小,约为3ha,超市和加油站的单位簇面积最大。④不同活动集聚区的空间形态存在差异。
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引用次数: 1
Strategy for Evaluation the Data in the Context of Smart Cities: Case Study of Transport System 智慧城市背景下的数据评估策略:以交通系统为例
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071775
H. Sta
The concept “Smart Cities” knows as a form of sustainable development. It represents an urban model and performance of urban service. This concept is based on distributed and autonomous information infrastructure contains millions of information sources that will be expected more than 50 billion devices connected by using IoT or other similar technologies. In Information Technology, we often need to process and reason with information coming from various sources. Information is almost always tainted with various kinds of imperfection: imprecision, uncertainty, ambiguity, we need a strategy to allow for the representation, propagation and combination of all kinds of imperfect information. One of them is the theory of belief functions. Real-time data generated from autonomous and distributed sources can contain all sorts of imperfections regarding on the quality of data as the imprecision, the uncertainty, the ignorance and/or the incompleteness. For example any imperfection in data within smart city can have an adverse effect over the performance of urban services and decision making. This article is addressed in this context, and we address in this article the problem of imperfection in smart city data. We will focus on handling imperfection during the process of information retrieval and data integration and we will create an evidential database by using the evidence theory in order to improve the efficiency of smart city. The expected outcomes from this paper are 1) to focus on handling imperfection during the process of information retrieval and data integration 2) to create an evidential database by using the evidence theory in order to improve the efficiency of smart city. As experimentation we present a special case of modelling imperfect data in the Transport field. An evidential database will be built which will contain all the perfect and imperfect data. These data come from several Heterogeneous sources. Imperfect aspects in the evidential database expressed by the theory of beliefs.
“智慧城市”这个概念被认为是可持续发展的一种形式。它代表了一种城市模式和城市服务的表现。这一概念基于分布式和自治的信息基础设施,其中包含数百万个信息源,预计将有超过500亿个设备通过使用物联网或其他类似技术连接。在信息技术中,我们经常需要处理和推理来自不同来源的信息。信息几乎总是被各种各样的不完美所污染:不精确、不确定、模棱两可,我们需要一种策略来允许各种不完美信息的表示、传播和组合。其中之一是信念函数理论。从自治和分布式来源生成的实时数据可能包含各种关于数据质量的缺陷,如不精确、不确定、无知和/或不完整。例如,智慧城市中数据的任何不完善都可能对城市服务和决策的绩效产生不利影响。这篇文章就是在这样的背景下讨论的,我们在这篇文章中讨论了智慧城市数据的不完善问题。我们将重点处理信息检索和数据整合过程中的不完善之处,并运用证据理论创建证据数据库,以提高智慧城市的效率。本文的预期成果是:1)注重处理信息检索和数据集成过程中的不完善;2)运用证据理论建立证据数据库,提高智慧城市的效率。作为实验,我们提出了一个运输领域不完全数据建模的特例。将建立一个证据数据库,其中将包含所有完善和不完善的数据。这些数据来自多个异构源。证据数据库中不完善方面所表达的信念理论。
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引用次数: 1
Design of an FM Transmitter Powered By Piezoelectric Energy 压电能量调频发射机的设计
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071698
A. Musa, B. Paul
This work demonstrates wireless transmission over the Frequency Modulation (FM) broadcast band using piezoelectric energy harvesting. In some operations, usually covert or hidden, recording devices are installed in remote areas to pick up ambient human voice signals and record them. However, such voice signals are only recorded and cannot be listened to in real-time. This problem can be remedied using a remote listening device based on FM transmitter operations comprising a microphone (for receiving the ambient voice signals), FM transmitter device, and a microcontroller device such as the ATmega328P. In order to have the remotely installed system to function for extended periods of time, a piezoelectric energy harvester is integrated with the transmitter device. Thus, powering the device from the environmental vibrations or stresses making it suitable for high vibration environments like vehicles, machine rooms, air conditioner sets, appliances with rotating parts such as fans. etc. The result shows that the piezoelectric harvester can be suitable to power the FM transmitter efficiently.
这项工作演示了利用压电能量收集在调频(FM)广播频带上的无线传输。在一些行动中,通常是隐蔽的或隐蔽的,录音设备安装在偏远地区,以接收周围的人的声音信号并记录下来。但是,这种语音信号只能被记录下来,无法实时收听。这个问题可以使用基于调频发射机操作的远程监听设备来解决,该设备包括一个麦克风(用于接收环境语音信号)、调频发射机设备和一个微控制器设备(如ATmega328P)。为了使远程安装的系统能够长时间工作,一个压电能量收集器与发射器装置集成在一起。因此,从环境振动或应力中为设备供电,使其适用于高振动环境,如车辆,机房,空调机组,带有旋转部件的电器,如风扇。等。结果表明,压电收割机可以有效地为调频发射机供电。
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引用次数: 1
Performing smart cities research based on existing datasets: a methodology framework 基于现有数据集进行智慧城市研究:方法论框架
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071772
Eladio Montero Porras, B. Lievens, R. Heyman, P. Ballon
Our understanding of how a city works is changing as more and more activities and interactions of citizens with and within the city are being tracked. It is estimated that by 2020, 1.7MB of data will be created every second for each person [1]. These data are created by different actors, including businesses that collect information to fuel their services. Cities can enrich the understanding of their citizen dynamics and improve data-driven decision-making using these data. However, cities do not have the resources or skills (yet) to handle and analyze this new type of information. In this paper, we propose a methodology for cities to map and identify different sources of existing data, in order to give them a new meaning in the urban planning context. Also, we present our empirical experience with the methodology in solving issues at the city management level. Results show that cities can not only gather new insights by exploring existing datasets from businesses but also give them a new purpose to support and evaluate decision-making on the urban space and its development.
随着越来越多的市民与城市之间的活动和互动被跟踪,我们对城市运作方式的理解正在发生变化。据估计,到2020年,每人每秒将产生1.7MB的数据[1]。这些数据由不同的参与者创建,包括收集信息以推动其服务的企业。城市可以丰富对其公民动态的理解,并利用这些数据改进数据驱动的决策。然而,城市还没有资源或技能来处理和分析这种新型信息。在本文中,我们提出了一种方法,用于城市绘制和识别现有数据的不同来源,以便在城市规划背景下赋予它们新的含义。此外,我们还介绍了我们在解决城市管理层面问题的方法方面的经验。结果表明,城市不仅可以通过探索现有的商业数据集获得新的见解,还可以为支持和评估城市空间及其发展的决策提供新的目的。
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引用次数: 0
Vehicle routing problem on a road-network with fuzzy time windows for perishable food 具有模糊时间窗的易腐食品路网车辆路径问题
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071649
H. Raoui, M. Oudani, D. Pelta, A. Alaoui, A. E. Aroudi
In this paper, a Capacitated Vehicle Routing Problem with Fuzzy Time Windows and multiple Paths (CVRPFTW-P) for the distribution of perishable food in urban area is proposed and solved. We adopt the real road network modeling approach considering alternative paths to find efficient routes based on real spatial data. The parametric approach is used to decompose the original fuzzy problem into a set of crisp models (CVRPFTW-P). Experiments based on a designed case study in Casablanca city of Morocco was conducted to evaluate the impact of flexible time windows on distribution costs and results show that CVRPFTW-P model can attain significant cost-saving while ensuring a good level of service.
本文提出并求解了城市易腐食品配送的模糊时间窗多路径有能力车辆路径问题。我们采用考虑备选路径的真实路网建模方法,在真实空间数据的基础上寻找有效的路径。采用参数化方法将原始模糊问题分解为一组清晰的模型(CVRPFTW-P)。以摩洛哥卡萨布兰卡市为例,对灵活时间窗对配送成本的影响进行了实验研究,结果表明,CVRPFTW-P模型在保证良好服务水平的同时,能够显著节约配送成本。
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引用次数: 3
RFID-based System for Secure Logistic Management of Implantable Medical Devices in Tunisian Health Centres 突尼斯卫生中心植入式医疗设备安全后勤管理的rfid系统
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071652
Wassim Youssef, A. O. Zaid, Mohamed Sami, M. H. Kammoun
In this work, we address the problem of logistic management of Implantable Medical Devices (IMD) at hospital centers in Tunisia. Our goal is to propose a radio frequency identification (RFID) based framework to secure and automate the management of IMD between the pharmacy and the care units. The RFID technology has been widely used in various fields, including the health care sector, to quickly identify moving and/or remote objects. Yet, to date there is no recognized RFID based system appropriate for the purpose of IMD management. For this reason and due to the pressing need to improve safety and traceability in public health care environment, we propose a tailored solution to adapt RFID technology to the logistic management of IMD at La Rabta university health centre which is the prominent cornerstone of the health sector in Tunisia. This solution may be considered as a prototype that might be extended and deployed either inside or outside the region of Tunis.
在这项工作中,我们解决了突尼斯医院中心植入式医疗器械(IMD)的后勤管理问题。我们的目标是提出一个基于射频识别(RFID)的框架,以确保药房和护理单位之间的IMD管理的安全性和自动化。RFID技术已广泛应用于各个领域,包括医疗保健部门,以快速识别移动和/或远程物体。然而,到目前为止,还没有公认的基于RFID的系统适合IMD管理的目的。出于这个原因,也由于迫切需要提高公共卫生保健环境的安全性和可追溯性,我们提出了一种量身定制的解决方案,使RFID技术适应La Rabta大学卫生中心IMD的后勤管理,该中心是突尼斯卫生部门的重要基石。这个解决方案可以看作是一个原型,可以在突尼斯区域内外进行扩展和部署。
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引用次数: 4
Capacity Maximizing Power Allocation for Multi-Channel Visible Light Communications 多通道可见光通信的容量最大化功率分配
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071704
Q. Gao, S. Ekin, K. Qaraqe, E. Serpedin
Advances in visible light communication (VLC) technology and its smart-city applications have gained great interest, e.g., indoor light-fidelity (LiFi) and outdoor vehicle to vehicle (V2V). In order to fully explore the benefits of VLC under diverse channel/noise environments, it is important to schedule power efficiently so that the capacity is maximized or the error rate is minimized. We propose efficient optical power allocation algorithms for multi-channel single-user VLC capacity bounds maximization and error rate minimization for multi-user VLC with the existence of signal-dependent noise (SDN) for potential city applications. It is pointed out in this paper that the wellknown water-filling algorithm and its generalizations do not apply straightforwardly to the capacity bound optimization for VLC and other communication systems based on the intensity modulation and direct detection (IM/DD).
可见光通信(VLC)技术及其智慧城市应用的进步引起了人们的极大兴趣,例如室内光保真(LiFi)和室外车对车(V2V)。为了充分挖掘VLC在不同信道/噪声环境下的优势,有效地调度功率以使容量最大化或错误率最小化是很重要的。针对存在信号相关噪声(SDN)的多用户VLC,我们提出了有效的多通道单用户VLC容量界最大化和错误率最小化的光功率分配算法,用于潜在的城市应用。本文指出,对于基于强度调制和直接检测(IM/DD)的VLC和其他通信系统,已知的充水算法及其推广不能直接适用于容量界优化问题。
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引用次数: 0
Using Internet of Things to Enhance Remote Experiments in Learning Management Systems 利用物联网增强远程实验学习管理系统
Pub Date : 2019-10-01 DOI: 10.1109/ISC246665.2019.9071786
Khaleel W. Mershad, Ali Hamieh
A Learning Management Systems (LMS) is a tool for creating, distributing, tracking, and managing various types of educational and training material. In a previous work, the authors proposed a framework for a future LMS enhanced by Internet of Things (IoT) capabilities. The authors outlined the expected enhancements that IoT will bring to the LMS functionalities. In this paper, the authors explain the detailed implementation of an LMS application that enables a student to perform a lab experiment remotely via the LMS while using IoT and robotic tools to control and monitor the experiment. The authors explain the implementation details of the application, including the software; hardware; and IoT devices that were used to realize the application objectives and the methods used to connect the LMS to the IoT equipment. In addition, the authors explain the experiments that were made to test the feasibility and efficiency of the application, which was implemented on top of the Moodle LMS using a custom Plugin that was used to connect Moodle to the IoT tools and execute the functionalities of the application.
学习管理系统(LMS)是用于创建、分发、跟踪和管理各种类型的教育和培训材料的工具。在之前的工作中,作者提出了一个由物联网(IoT)功能增强的未来LMS框架。作者概述了物联网将为LMS功能带来的预期增强。在本文中,作者解释了LMS应用程序的详细实现,该应用程序使学生能够通过LMS远程执行实验室实验,同时使用物联网和机器人工具来控制和监控实验。作者解释了应用程序的实现细节,包括软件;硬件;以及用于实现应用目标的物联网设备,以及用于将LMS连接到物联网设备的方法。此外,作者解释了为测试应用程序的可行性和效率而进行的实验,该实验是在Moodle LMS之上实现的,使用自定义插件将Moodle连接到物联网工具并执行应用程序的功能。
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引用次数: 2
期刊
2019 IEEE International Smart Cities Conference (ISC2)
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