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IoT METHOD FOR ENSURING STABILITY OF DATA COLLECTED IN IoT WEATHER ENVIRONMENT

机译:确保物联网天气环境中数据收集稳定性的物联网方法

摘要

The present invention relates to a technique for securing the stability of IoT weather environment collection data, and more particularly, to a technique for solving problems occurring when requiring alternate data of weather data collected through an IoT sensor due to failures of equipment and networks, and a communication failure, and when errors are recorded on the collected data not to be useful in data analysis and utilization. According to the present invention, the quality of all the collected data is improved through quality control (QC), training data is generated through the improved data, and the generated training data is reflected to a machine learning algorithm to detect errors of original weather data and correct data determined as an error with an estimate by using machine learning.
机译:本发明涉及一种确保物联网天气环境收集数据稳定性的技术,尤其涉及一种解决由于设备和网络故障而需要通过物联网传感器收集的天气数据的备用数据时出现的问题的技术,通信故障,以及在收集的数据上记录了错误时,这些数据对数据分析和使用无用。根据本发明,通过质量控制(QC)提高了所有收集数据的质量,通过改进后的数据生成了训练数据,并将生成的训练数据反映到机器学习算法中以检测原始天气数据的错误。通过使用机器学习,以估计值纠正被确定为错误的数据。

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