Big Data and development of smart city: System architecture and practical public safety example

M. Simić, M. Perić, Ilija V. Popadic, D. Peric, Miloš Pavlović, Miljan Vucetic, M. Stanković
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引用次数: 4

Abstract

The concept of Smart City started its development path around two to three decades ago; it has been mainly influenced and driven by radical changes in technological, social and business environments. Big Data, Internet of Things and Networked Cyber-Physical Systems, together with the concepts of Cloud, Fog and Edge Computing, have tremendous impact on the development of Smart City, reforming its frame and tasks and redefining its requirements and challenges. We consider feasible architectures of the IT infrastructure and signal processing, taking into account aspects of Big Data, followed by summary of benefits and main challenges, like security of infrastructure and private data. As a practical example we present a public safety application of multi-sensor imaging system: a smart device with target detection subsystem based on artificial intelligence used for activation of target tracking. The experiments have been performed in the cities of Abu Dhabi and Belgrade, which have very different environment. The experiments have shown the effects of videostreaming compression on thermal imagers and the importance of distributed processing power that optimizes requirements for amount of transmitted data and delay.
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大数据与智慧城市发展:系统架构与公共安全实例
智慧城市的概念大约在二三十年前开始发展;它主要受到技术、社会和商业环境急剧变化的影响和推动。大数据、物联网、网络物理系统以及云、雾、边缘计算等概念对智慧城市的发展产生了巨大影响,改变了智慧城市的框架和任务,重新定义了智慧城市的需求和挑战。考虑到大数据的各个方面,我们考虑了IT基础设施和信号处理的可行架构,然后总结了优势和主要挑战,如基础设施和私有数据的安全性。作为一个实际的例子,我们提出了多传感器成像系统在公共安全中的应用:一种基于人工智能的目标检测子系统的智能设备,用于激活目标跟踪。实验是在环境非常不同的阿布扎比和贝尔格莱德进行的。实验表明了视频流压缩对热像仪的影响以及分布式处理能力的重要性,分布式处理能力优化了传输数据量和延迟的要求。
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来源期刊
Serbian Journal of Electrical Engineering
Serbian Journal of Electrical Engineering Energy-Energy Engineering and Power Technology
CiteScore
1.30
自引率
0.00%
发文量
16
审稿时长
25 weeks
期刊介绍: The main aims of the Journal are to publish peer review papers giving results of the fundamental and applied research in the field of electrical engineering. The Journal covers a wide scope of problems in the following scientific fields: Applied and Theoretical Electromagnetics, Instrumentation and Measurement, Power Engineering, Power Systems, Electrical Machines, Electrical Drives, Electronics, Telecommunications, Computer Engineering, Automatic Control and Systems, Mechatronics, Electrical Materials, Information Technologies, Engineering Mathematics, etc.
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