UNCERTAINTY-AWARE ROOM-TEMPERATURE PROFILE ESTIMATION USING ORDINARY KRIGING |
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| Anupam Prasad Vedurmudi, Katharina Janzen, Sascha Eichstädt |
- 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.
- Keywords:
- Temperature, Sensor Fusion, Kriging, Uncertainty, Monte Carlo
- Download:
- IMEKO-TC6-2022-017.pdf
- DOI:
- 10.21014/tc6-2022.017
- Event details
- Event name:
- M4Dconf2022
- Title:
First International IMEKO TC6 Conference on Metrology and Digital Transformation
- Place:
- Berlin, GERMANY
- Time:
- 19 September 2022 - 21 September 2022
- Event details
- Event name:
- Special session at M4Dconf2022
- Title:
First International IMEKO TC6 Conference on Metrology and Digital Transformation
- Place:
- Berlin, GERMANY
- Time:
- 19 September 2022 - 21 September 2022
- Event details
- Event name:
- M4Dconf2022 (2)
- Title:
First International IMEKO TC6 Conference on Metrology and Digital Transformation
- Place:
- Berlin, GERMANY
- Time:
- 19 September 2022 - 21 September 2022