A Reference Architecture and Model for Sensor Data Warehousing

作者：Dobson Simon^*; Golfarelli Matteo; Graziani Simone; Rizzi Stefano

来源：IEEE Sensors Journal, 2018, 18(18): 7659-7670.

DOI：10.1109/JSEN.2018.2861327

• Data warehouse
• multidimensional modeling
• sensor networks
• data analytics

Sensor data are becoming far more available thanks to the growth in both sensor systems and Internet of Things devices. Much of the value of sensor data comes from examining trends that occur over long timescales, ranging from hours to years. However, making use of data a long time after it has been collected has significant implications for the data-handling systems used to manage it. In particular, the data must be contextualized into the environment in which it was collected to avoid misleading (and potentially dangerous) misinterpretation. We apply data warehousing techniques to develop an extensible model to capture contextual metadata alongside sensor datasets and show how this can be used to support the analysis of datasets long after collection. We present our baseline reference frame-work for sensor context and derive multidimensional schemata representing different modeling and analysis scenarios. Finally, we exercise the model with two case studies.

• 出版日期2018-9-15