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Data-driven optimizations in IoT: a new frontier of challenges and opportunities

机译:物联网中的数据驱动优化:挑战与机遇的新领域

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摘要

Internet of Things (IoT) has gained tremendous popularity with the recent fast-paced technological advances in embedded programmable electronic and electro-mechanical systems, miniaturization, and their networking ability. IoT is expected to change the way of human activities by extensively networked monitoring, automation, and control. However, widespread application of IoT is associated with numerous challenges on communication and storage requirements, energy sustainability, and security. Also, IoT data traffic as well as the service quality requirements are application-specific. Through a few practical example cases, this article presents IoT data driven unique communication approaches and optimization techniques to reduce the data handling footprint, leading to communication bandwidth, cloud storage, and energy saving, without compromising the service quality. Subsequently, it discusses newer challenges that are needed to be tackled, to make the IoT applications practically viable for their wide-ranging adoption.
机译:随着嵌入式可编程电子和机电系统的快速发展,小型化及其联网能力的发展,物联网(IoT)受到了极大的欢迎。物联网有望通过广泛的网络化监控,自动化和控制来改变人类活动的方式。但是,物联网的广泛应用伴随着通信和存储需求,能源可持续性和安全性方面的众多挑战。此外,IoT数据流量以及服务质量要求是特定于应用程序的。通过一些实际的示例案例,本文介绍了IoT数据驱动的独特通信方法和优化技术,以减少数据处理的占用空间,从而在不影响服务质量的情况下实现通信带宽,云存储和节能。随后,它讨论了需要解决的新挑战,以使IoT应用程序在广泛采用中切实可行。

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