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UNCERTAINTY-AWARE ROOM-TEMPERATURE PROFILE ESTIMATION USING ORDINARY KRIGING
Anupam Prasad Vedurmudi, Katharina Janzen, Sascha Eichstädt
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Abstract:Information leveraged from multiple sensors is generally more versatile than that from a single sensor. For instance, the value of a physical quantity at an unsampled location can be estimated by interpolating measurements from spatially separated sensors. In this contribution, kriging is used to spatially interpolate room temperatures from a limited number of sensors with different measurement uncertainties and a propagation of the sensor uncertainties to the interpolated values using a Monte Carlo simulation is demonstrated. A potential application of kriging to assess the quality of sensor measurements is also presented.
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Keywords:Temperature, Sensor Fusion, Kriging, Uncertainty, Monte Carlo
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Download:
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DOI:tc6-2022.017
Event details:
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IMEKO TC:
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Event name:M4Dconf2022
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Title:
First International IMEKO TC6 Conference on Metrology and Digital Transformation
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Place:Berlin, GERMANY
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Time:19 September 2022 - 21 September 2022