UWB Ranging and Localization Dataset for "High-Accuracy Ranging and Localization with Ultra-Wideband Communication for Energy-Constrained Devices"
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https://zenodo.org/record/4686378
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资源简介:
UWB Ranging and Localization Dataset for "High-Accuracy Ranging and Localization
with Ultra-Wideband Communication for Energy-Constrained Devices"
This dataset accompanies the paper "High-Accuracy Ranging and Localization with
Ultra-Wideband Communication for Energy-Constrained Devices," by L. Flueratoru, S.
Wehrli, M. Magno, S. Lohan, D. Niculescu, accepted for publication in the IEEE
Internet of Things Journal. Please refer to the paper for more information
about analyzing the data. If you find this dataset useful, please consider citing
our paper in your work.
This dataset is split into two parts: "ranging" and "localization." Both parts
contain measurements acquired with 3db Access and Decawave MDEK1001 UWB devices.
In the "3db" and "decawave" datasets, when a recording has the same name, it means
that the measurements were acquired at the exact same locations with the two
types of devices. The "3db" ranging dataset contains, apart from these, more
measurements acquired in various LOS and NLOS scenarios. In the directory
"images" you can find photos of some of the setups.
The "ranging" and "localization" directories both contain a "data" directory
which holds the datasets and a "code" directory with Python scripts that show
how to read and analyze the data.
The 3db Access ranging recordings contain the following data:
- True distance
- Measured distance
- Channel on which the measurements were acquired (can be 6.5, 7, or 7.5 GHz)
- Time of arrival as identified by the chipset
- Channel impulse response (CIR)
- Line-of-sight (LOS)/non-line-of-sight (NLOS) scenario (encoded as 0 and 1, respectively)
- If NLOS, the type of NLOS obstruction and its tickness.
The Decawave ranging recordings contain the following data:
- True distance
- Measured distance
- Line-of-sight (LOS)/non-line-of-sight (NLOS) scenario (encoded as 0 and 1, respectively)
- If NLOS, the type of NLOS obstruction and its tickness.
The MDEK kit operates only on the 6.5 GHz channel and cannot output the CIR
without further code modifications, which is why this data is not available
for the Decawave dataset.
The localization dataset includes the following data:
- True location as measured by an HTC Vive system
- Estimated location using a Gauss-Newton trilateration algorithm (please refer
to the paper for more details)
- Distance measurements between each anchor and the tag.
创建时间:
2021-11-03



