Zara Arj
commited on
Update README.md
Browse files
README.md
CHANGED
@@ -1,92 +1,43 @@
|
|
1 |
-
---
|
2 |
license: mit
|
3 |
---
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
-
permalink: /datasets/
|
8 |
-
breadcrumb: true
|
9 |
-
header: false
|
10 |
-
---
|
11 |
-
We present a unique UWB benchmark dataset, called Q-Drone UWB benchmark. Q-Drone system, a UAV with UWB network built at York University, was used for acquiring this benchmark over five different sites, which include an indoor, open sports field, near to a building with glasses, semi-open tunnel and underneath bridge. The benchmark data were acquired by flying for a total of `1 h 50 min 28 sec` flight time and about `4.3 km` traveling distances with different maneuvering patterns and spatial configuration between UAV and UWB anchors as shown in the following table.
|
12 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
13 |
|
14 |
-
|
15 |
-
|
16 |
-
|
|
17 |
-
|
18 |
-
|
|
19 |
-
|
|
20 |
-
|
|
|
|
|
|
|
|
21 |
|
22 |
-
####
|
|
|
23 |
|
24 |
-
|
25 |
-
|
26 |
-
|
27 |
-
|
28 |
-
|
29 |
-
|
30 |
-
|
31 |
-
|
32 |
-
|
|
|
33 |
|
34 |
-
|
35 |
|
36 |
-
|
37 |
-
|
38 |
-
:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:
|
39 |
-
**Indoor**||||||||||
|
40 |
-
UWB0(0, 0, 0.62), UWB1(8.51, 0, 0.96), UWB2(-0.26, 10.77, 1.32), UWB3(8.25, 10.84 ,1.58)||||||||||
|
41 |
-
Indoor 1|10127|13359|26722|1458|267|167.18|2.592|1.779|6.91
|
42 |
-
^^|^^|^^|^^|^^|^^|^^|4.745|12.689|^^
|
43 |
-
Indoor 2|11837|15418|30836|1217|308|210.075|-0.281|-1.356|6.087
|
44 |
-
^^|^^|^^|^^|^^|^^|^^|8.164|13.082|^^
|
45 |
-
Indoor 3|15834|22067|44134|2511|441|297.976|-0.474|-0.03|7.164
|
46 |
-
^^|^^|^^|^^|^^|^^|^^|7.916|9.97|^^
|
47 |
-
Indoor 4|7929|11387|22773|1222|227|138.659|-0.44|0.207|6.212
|
48 |
-
^^|^^|^^|^^|^^|^^|^^|8.256|8.474|^^
|
49 |
-
Indoor 5|16467|22206|44414|2623|444|446.987|-1.403|-1.184|5.347
|
50 |
-
^^|^^|^^|^^|^^|^^|^^|9.39|10.174|^^
|
51 |
-
**Outdoor Field**||||||||||
|
52 |
-
UWB0(0, 0, 0.99), UWB1(12.091, 0,1.60), UWB2(-0.66, 12.99,1.41), UWB3(11.62, 13.06,1.19)||||||||||
|
53 |
-
Field 1|12622|14551|29103|280|313|198.021|-0.467|3.442|21.963
|
54 |
-
^^|^^|^^|^^|^^|^^|^^|11.528|7.525|^^
|
55 |
-
Field 2|20274|24201|48403|463|501|359.811|-0.06|-0.916|21.344
|
56 |
-
^^|^^|^^|^^|^^|^^|^^|12.579|12.303|^^
|
57 |
-
Field 3|19651|23900|47804|474|479|324.853|-0.36|-1.599|21.391
|
58 |
-
^^|^^|^^|^^|^^|^^|^^|12.327|13.498|^^
|
59 |
-
Field 4|19919|24800|49603|491|507|494.55|-3.464|0.842|20.782
|
60 |
-
^^|^^|^^|^^|^^|^^|^^|12.49|30.253| ^^
|
61 |
-
Field 5|19642|23627|47256|474|513|403.288|-1.374|1.378|21.676
|
62 |
-
^^|^^|^^|^^|^^|^^|^^|12.764|25.321|^^
|
63 |
-
**Outdoor Structure**||||||||||
|
64 |
-
UWB0(0, 0, 0.78), UWB1(7.19, 0, 1.58), UWB2(0.82, 7.31, 1.41), UWB3(7.92, 6.64, 1.33)||||||||||
|
65 |
-
Structure 1|10041|10902|21801|216|22|119.92|4.7649|2.082|21.22
|
66 |
-
^^|^^|^^|^^|^^|^^|^^|14.077|12.421|^^
|
67 |
-
Structure 2|10951|11951|23902|234|257|120.889|4.365|2.26|20.866
|
68 |
-
^^|^^|^^|^^|^^|^^|^^|13.586|12.894|^^
|
69 |
-
Structure 3|13015|14152|28301|282|341|148.108|1.62|-1.945|21.143
|
70 |
-
^^|^^|^^|^^|^^|^^|^^|8.561|4.663|^^
|
71 |
-
**Bridge**||||||||||
|
72 |
-
UWB0(0, 0, 1.17), UWB1(10.73 0 0.54), UWB2(-0.27 23.61 0.52), UWB3(10.87 22.72 0.75)||||||||||
|
73 |
-
Bridge 1|3430|3700|7402|465|102.275|40.527|8.403|2.084|5.631
|
74 |
-
^^|^^|^^|^^|^^|^^|^^|14.505|11.796|^^
|
75 |
-
Bridge 2|4640|5000|10002|647|132.285|54.91|4.967|2.362|5.468
|
76 |
-
^^|^^|^^|^^|^^|^^|^^|14.788|11.644|^^
|
77 |
-
Bridge 3|9193|9800|19602|1286|249.289|122.686|2.255|0.105|5.712
|
78 |
-
^^|^^|^^|^^|^^|^^|^^|15.057|13.017|^^
|
79 |
-
Bridge 4|9096|9847|19696|1274|242.281|111.901|2.581|-1.853|5.55
|
80 |
-
^^|^^|^^|^^|^^|^^|^^|15.938|12.619|^^
|
81 |
-
**Tunnel**||||||||||
|
82 |
-
UWB0(0, 0, 1.134), UWB1(8.520, 0, 1.740), UWB2(-3.783, 23.080, 1.602), UWB3(5.433, 29.110, 1.129)||||||||||
|
83 |
-
Tunnel 1|9378|10147|20294|1298|212|104.398|3.521|-2.099|2.985
|
84 |
-
^^|^^|^^|^^|^^|^^|^^|25.368|6.498|^^
|
85 |
-
Tunnel 2|4336|4600|9201|570|111|56.407|3.656|-4.542|3.139
|
86 |
-
^^|^^|^^|^^|^^|^^|^^|25.169|4.205|^^
|
87 |
-
Tunnel 5|10571|11250|22500|1384|231|138.985|-3.584|-5.418|3.943
|
88 |
-
^^|^^|^^|^^|^^|^^|^^|26.869|7.186|^^
|
89 |
-
Tunnel 7|8083|8582|17161|1073|228|71.361|-3.644|2.434|2.739
|
90 |
-
^^|^^|^^|^^|^^|^^|^^|24.467|6.8|^^
|
91 |
-
Tunnel 8|6796|7200|14401|885|171|73.267|-0.901|-5.198|3.013
|
92 |
-
^^|^^|^^|^^|^^|^^|^^|27.589|4.275|^^
|
|
|
|
|
1 |
license: mit
|
2 |
---
|
3 |
+
# Q-Drone UWB Benchmark Dataset
|
4 |
+
## Overview
|
5 |
+
We introduce the Q-Drone UWB Benchmark Dataset, gathered using the Q-Drone system—a UAV equipped with an UWB network developed at York University. The data collection occurred over five diverse environments totaling a flight duration of 1 hour, 50 minutes, and 28 seconds and covered approximately 4.3 kilometers.
|
|
|
|
|
|
|
|
|
|
|
6 |
|
7 |
+
### Environments and Locations
|
8 |
+
The data were collected from the following sites:
|
9 |
+
- **Indoor:** Indoor environment, 26m(w) x 33m(l), Oshawa, Ontario, Canada
|
10 |
+
- **Field:** Outdoor open sports field, 12m(w) x 13m(l), Uxbridge, Ontario, Canada
|
11 |
+
- **Building:** Near a glass building, 7m(w) x 7m(l), Newmarket, Ontario, Canada
|
12 |
+
- **Bridge:** Underneath a concrete-metal bridge, 10m(w) x 23m(l), Niagara, Ontario, Canada
|
13 |
+
- **Tunnel:** Under a metal bridge, 8m(w) x 30m(l), Oshawa, Ontario, Canada
|
14 |
|
15 |
+
### Data Acquisition and Statistics
|
16 |
+
#### Overall Dataset Characteristics
|
17 |
+
| Site | Number of Datasets | Avg Data per Dataset | Flight Time (sec) | Travelled Distance (m) | Deployed UWB Anchors Area (m²) | UWB Range MAE (m) |
|
18 |
+
|------------|--------------------|----------------------|-------------------|------------------------|---------------------------------|-------------------|
|
19 |
+
| Indoor | 5 | 62194 | 1687 | 1260.88 | 91.96 | 0.37 |
|
20 |
+
| Field | 5 | 92108 | 2313 | 1780.52 | 158.74 | 0.17 |
|
21 |
+
| Building | 3 | 34007 | 823 | 388.92 | 50.10 | 2.02 |
|
22 |
+
| Bridge | 4 | 26359 | 726 | 330.02 | 246.80 | 0.34 |
|
23 |
+
| Tunnel | 6 | 39164 | 1079 | 504.47 | 241.80 | 1.61 |
|
24 |
+
| **Total** | **23** | **253832** | **6628** | **4264.81** | **789.4** | **0.902** |
|
25 |
|
26 |
+
#### Detailed Individual Dataset Information
|
27 |
+
The specifics of data acquired per dataset include data points, IMU measurements, and precise coordinates of the UWB anchors for accurate localization.
|
28 |
|
29 |
+
### Example Dataset Detail: Indoor
|
30 |
+
- **UWB Anchors:**
|
31 |
+
- UWB0 (0, 0, 0.62)
|
32 |
+
- UWB1 (8.51, 0, 0.96)
|
33 |
+
- UWB2 (-0.26, 10.77, 1.32)
|
34 |
+
- UWB3 (8.25, 10.84, 1.58)
|
35 |
+
- **Datasets:**
|
36 |
+
- **Indoor 1:** 10,127 data points, 267 sec duration, traveled 167.18m, x-min: 2.592m, x-max: 4.745m, y-min: 1.779m, y-max: 12.689m, z-max: 6.91m
|
37 |
+
- **Indoor 2:** 11,837 data points, 308 sec duration, traveled 210.075m, coordinates range: [-0.281, 13.082]m, z-max: 6.087m
|
38 |
+
- **Indoor 3, 4, 5:** Additional datasets with varying data points, duration, and spatial coordinates.
|
39 |
|
40 |
+
[Additional tables and dataset specifics continue similarly for each site.]
|
41 |
|
42 |
+
## Conclusion
|
43 |
+
This comprehensive dataset aims to aid in the development of UWB technologies by providing diverse scenarios and extensive benchmark data for performance testing under different environmental conditions.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|