A Survey of Model-based Sensor Data Acquisition and Management

Part of book or chapter of book English OPEN
Aggarwal, Charu C. ; Sathe, Saket ; Papaioannou, Thanasis ; Jeung, Hoyoung ; Aberer, Karl (2013)
  • Publisher: Springer
  • Related identifiers: doi: 10.1007/978-1-4614-6309-2_2
  • Subject: model-based techniques | data acquisition | query processing | data clean- ing | data compression

In recent years, due to the proliferation of sensor networks, there has been a genuine need of researching techniques for sensor data acquisition and management. To this end, a large number of techniques have emerged that advocate model-based sensor data acquisition and management. These techniques use mathematical models for performing various, day-to-day tasks involved in managing sensor data. In this chapter, we survey the state-of-the-art techniques for model-based sensor data acquisition and management. We start by discussing the techniques for acquiring sensor data. We, then, discuss the application of models in sensor data cleaning; followed by a discussion on model-based methods for querying sensor data. Lastly, we survey model-based methods proposed for data compression and synopsis generation.
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