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赛格尔物联网:以设备为中心的物联网框架和近似技术,用于高效和可扩展的物联网数据处理
Ali Yavari1,2, Harindu Korala3, Dimitrios Georgakopoulos2
16G Research and Innovation Lab, Swinburne University of Technology, Melbourne, VIC 3122, Australia.
Sensors (Basel, Switzerland)
|June 10, 2023
概括
萨格尔物联网直接处理物联网 (IoT) 设备上的数据,消除网络延迟和时间敏感应用程序的高成本. 这种新的框架确保使用设备内计算和近似技术及时准确地分析数据.
科学领域:
- 计算机科学 计算机科学
- 数据科学数据科学数据科学
- 物联网的物联网,就是物联网.
背景情况:
- 基于云和边缘的物联网 (IoT) 数据分析面临网络延迟和高成本.
- 这些问题会对时间敏感的物联网应用产生负面影响.
研究的目的:
- 提出Sazgar IoT,这是一个新的框架,以应对时间敏感物联网数据分析的挑战.
- 利用设备上物联网计算资源和近似技术来满足应用程序的时间限制.
主要方法:
- 利用物联网设备的内置计算资源进行数据分析任务.
- 采用近似技术进行数据分析,以满足时间和准确性要求.
- 根据可用的计算资源优化处理.
主要成果:
- 萨扎格物联网成功满足了COVID-19公民合规监测应用程序的时间和准确性要求.
- 实验验证证证实了框架的效率和可扩展性.
- 与云计算和边缘计算解决方案相比,显著降低了成本.
结论:
- 萨格尔物联网为时间敏感的物联网数据处理提供了高效和可扩展的解决方案.
- 该框架有效地减轻了网络延迟,并降低了与云/边缘基础设施相关的成本.
- 萨格尔物联网是实时物联网应用程序的可行方法,需要高性能和成本效益.
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