Sensors · 2021 · 12 citations · 38 references
Cluster ComputingEngineeringInformation SharingIot SystemData ScienceData-intensive PlatformInternet Of ThingsData ManagementMobile ComputingComputer ScienceIot ArchitectureIot Data ManagementIot PlatformsData-intensive ComputingService ContainerisationIot Data AnalyticsEdge ComputingCloud ComputingIndustrial InformaticsMassive Data ProcessingScot2.0 PlatformBig Data
IoT platforms have become quite complex from a technical viewpoint, becoming the cornerstone for information sharing, storing, and indexing given the unprecedented scale of smart services being available by massive deployments of a large set of data-enabled devices. These platforms rely on structured formats that exploit standard technologies to deal with the gathered data, thus creating the need for carefully designed customised systems that can handle thousands of heterogeneous data sensors/actuators, multiple processing frameworks, and storage solutions. We present the SCoT2.0 platform, a generic-purpose IoT Platform that can acquire, process, and visualise data using methods adequate for both real-time processing and long-term Machine Learning (ML)-based analysis. Our goal is to develop a large-scale system that can be applied to multiple real-world scenarios and is potentially deployable on private clouds for multiple verticals. Our approach relies on extensive service containerisation, and we present the different design choices, technical challenges, and solutions found while building our own IoT platform. We validate this platform supporting two very distinct IoT projects (750 physical devices), and we analyse scaling issues within the platform components.
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Machine learning on big data: Opportunities and challenges
Lina Zhou, Shimei Pan, Jianwu Wang et al. · Neurocomputing · 2017 · 1.2K citations · Full text
Data Mining for the Internet of Things: Literature Review and Challenges
Feng Chen, Pan Deng, Jiafu Wan et al. · International Journal of Distributed Sensor Networks · 2015 · 525 citations · Full text