M'nkhani yapitayi Momwe mfundo zowongolera pansi ndi data ya PPK zimakhudzira kulondola kwachitsanzo cha 3D, tanena kuti kuwonjezera pa data ya GCPs ndi PPK, GSD ndi drone yonyamulira imakhalanso ndi gawo lina lazokhudza kulondola kwachibale kwa 3D. model.Choncho timayesanso kuti titsimikizire.
Drone yonyamula |
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
Mtengo wa CW10 VTOL |
Zithunzi za DG4pros |
AYI |
AYI |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) GSD=2cm |
Kutalika kwachitsanzo cha 3D (L2) GSD=1.5cm |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.210 |
7.18 |
7.20 |
0.030 |
0.010 |
8.706 |
8.69 |
8.65 |
0.016 |
0.056 |
|
10.961 |
10.89 |
10.90 |
0.071 |
0.061 |
|
2 |
7.010 |
6.88 |
6.86 |
0.130 |
0.150 |
3 |
1.822 |
1.76 |
1.76 |
0.062 |
0.062 |
4 |
10.410 |
10.38 |
10.37 |
0.030 |
0.040 |
5 |
10.718 |
10.65 |
10.68 |
0.068 |
0.038 |
6 |
13.787 |
13.72 |
13.71 |
0.067 |
0.077 |
7 |
11.404 |
11.41 |
11.38 |
-0.006 |
0.024 |
12.147 |
12.13 |
12.12 |
0.017 |
0.027 |
|
8 |
7.526 |
7.44 |
7.49 |
0.086 |
0.036 |
13.797 |
13.83 |
13.77 |
-0.033 |
0.027 |
|
9 |
10.374 |
10.35 |
10.35 |
0.024 |
0.024 |
10 |
2.109 |
1.98 |
2.09 |
0.129 |
0.019 |
4.281 |
4.14 |
4.19 |
0.141 |
0.091 |
|
11 |
14.675 |
14.55 |
14.64 |
0.125 |
0.035 |
8.600 |
8.58 |
8.57 |
0.020 |
0.030 |
|
12 |
13.394 |
13.36 |
13.38 |
0.034 |
0.014 |
13 |
12.940 |
12.95 |
12.91 |
-0.010 |
0.030 |
14 |
7.190 |
7.21 |
7.20 |
-0.020 |
-0.010 |
15 |
13.371 |
13.36 |
13.38 |
0.011 |
-0.009 |
6.435 |
6.37 |
6.43 |
0.065 |
0.005 |
|
16 |
3.742 |
3.74 |
3.70 |
0.002 |
0.042 |
17 |
6.022 |
6.03 |
5.99 |
-0.008 |
0.032 |
18 |
3.937 |
3.91 |
3.94 |
0.027 |
-0.003 |
19 |
8.120 |
8.09 |
8.12 |
0.030 |
0.000 |
14.411 |
14.40 |
14.37 |
0.011 |
0.041 |
|
20 |
6.077 |
6.06 |
6.04 |
0.017 |
0.037 |
21 |
13.696 |
13.68 |
13.65 |
0.016 |
0.046 |
RMSE: DS1 = 0.0397m, DS2 = 0.0356m |
Drone yonyamula |
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
Mtengo wa CW10 VTOL |
Zithunzi za DG4pros |
Inde |
Ayi |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) GSD=2cm |
Kutalika kwachitsanzo cha 3D (L2) GSD=1.5cm |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.210 |
7.18 |
7.21 |
0.030 |
0 |
8.706 |
8.68 |
8.68 |
0.026 |
0.026 |
|
10.961 |
10.91 |
10.87 |
0.051 |
0.091 |
|
2 |
7.010 |
6.92 |
6.88 |
0.090 |
0.13 |
3 |
1.822 |
1.79 |
1.76 |
0.032 |
0.062 |
4 |
10.410 |
10.39 |
10.38 |
0.020 |
0.03 |
5 |
10.718 |
10.66 |
10.72 |
0.058 |
-0.002 |
6 |
13.787 |
13.77 |
13.79 |
0.017 |
-0.003 |
7 |
11.404 |
11.38 |
11.38 |
0.024 |
0.024 |
12.147 |
12.12 |
12.13 |
0.027 |
0.017 |
|
8 |
7.526 |
7.47 |
7.53 |
0.056 |
-0.004 |
13.797 |
13.83 |
13.78 |
-0.033 |
0.017 |
|
9 |
10.374 |
10.34 |
10.37 |
0.034 |
0.004 |
10 |
2.109 |
2.03 |
2.11 |
0.079 |
-0.001 |
4.281 |
4.18 |
4.28 |
0.101 |
0.001 |
|
11 |
14.675 |
14.59 |
14.67 |
0.085 |
0.005 |
8.600 |
8.57 |
8.58 |
0.030 |
0.02 |
|
12 |
13.394 |
13.35 |
13.39 |
0.044 |
0.004 |
13 |
12.940 |
12.92 |
12.9 |
0.020 |
0.04 |
14 |
7.190 |
7.21 |
7.19 |
-0.020 |
0 |
15 |
13.371 |
13.36 |
13.37 |
0.011 |
0.001 |
6.435 |
6.43 |
6.42 |
0.005 |
0.015 |
|
16 |
3.742 |
3.72 |
3.7 |
0.022 |
0.042 |
17 |
6.022 |
6.00 |
5.98 |
0.022 |
0.042 |
18 |
3.937 |
3.94 |
3.91 |
-0.003 |
0.027 |
19 |
8.120 |
8.09 |
8.07 |
0.030 |
0.05 |
14.411 |
14.41 |
14.38 |
0.001 |
0.031 |
|
20 |
6.077 |
6.03 |
6.04 |
0.047 |
0.037 |
21 |
13.696 |
13.65 |
13.65 |
0.046 |
0.046 |
RMSE: DS1=0.0328m,DS2=0.0259m |
Drone yonyamula |
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
Mtengo wa CW10 VTOL |
Zithunzi za DG4pros |
AYI |
INDE |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) GSD=2cm |
Kutalika kwachitsanzo cha 3D (L2) GSD=1.5cm |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.210 |
7.20 |
7.20 |
0.01 |
0.01 |
8.706 |
8.71 |
8.69 |
0.00 |
0.02 |
|
10.961 |
10.87 |
10.88 |
0.09 |
0.08 |
|
2 |
7.010 |
6.89 |
6.87 |
0.12 |
0.14 |
3 |
1.822 |
1.79 |
1.75 |
0.03 |
0.07 |
4 |
10.410 |
10.39 |
10.38 |
0.02 |
0.03 |
5 |
10.718 |
10.67 |
10.69 |
0.05 |
0.03 |
6 |
13.787 |
13.75 |
13.78 |
0.04 |
0.01 |
7 |
11.404 |
11.39 |
11.38 |
0.01 |
0.02 |
12.147 |
12.13 |
12.12 |
0.02 |
0.03 |
|
8 |
7.526 |
7.51 |
7.49 |
0.02 |
0.04 |
13.797 |
13.79 |
13.78 |
0.01 |
0.02 |
|
9 |
10.374 |
10.35 |
10.34 |
0.02 |
0.03 |
10 |
2.109 |
2.03 |
2.02 |
0.08 |
0.09 |
4.281 |
4.15 |
4.21 |
0.13 |
0.07 |
|
11 |
14.675 |
14.61 |
14.65 |
0.07 |
0.03 |
8.600 |
8.60 |
8.57 |
0.00 |
0.03 |
|
12 |
13.394 |
13.37 |
13.40 |
0.02 |
-0.01 |
13 |
12.940 |
12.88 |
12.89 |
0.06 |
0.05 |
14 |
7.190 |
7.20 |
7.18 |
-0.01 |
0.01 |
15 |
13.371 |
13.36 |
13.38 |
0.01 |
-0.01 |
6.435 |
6.40 |
6.46 |
0.03 |
-0.03 |
|
16 |
3.742 |
3.75 |
3.75 |
-0.01 |
-0.01 |
17 |
6.022 |
5.97 |
5.97 |
0.05 |
0.05 |
18 |
3.937 |
3.93 |
3.91 |
0.01 |
0.03 |
19 |
8.120 |
8.10 |
8.08 |
0.02 |
0.04 |
14.411 |
14.40 |
14.38 |
0.01 |
0.03 |
|
20 |
6.077 |
6.04 |
6.05 |
0.04 |
0.03 |
21 |
13.696 |
13.65 |
13.67 |
0.05 |
0.03 |
RMSE: DS1=0.0342m,DS2=0.0328m |
Drone yonyamula |
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
Mtengo wa CW10 VTOL |
Zithunzi za DG4pros |
INDE |
INDE |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) GSD=2cm |
Kutalika kwachitsanzo cha 3D (L2) GSD=1.5cm |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.21 |
7.21 |
7.21 |
0.00 |
0.00 |
8.706 |
8.68 |
8.7 |
0.03 |
0.01 |
|
10.961 |
10.90 |
10.89 |
0.06 |
0.07 |
|
2 |
7.01 |
6.98 |
6.99 |
0.03 |
0.02 |
3 |
1.822 |
1.80 |
1.78 |
0.02 |
0.04 |
4 |
10.41 |
10.40 |
10.39 |
0.01 |
0.02 |
5 |
10.718 |
10.70 |
10.69 |
0.02 |
0.03 |
6 |
13.787 |
13.77 |
13.76 |
0.02 |
0.03 |
7 |
11.404 |
11.39 |
11.39 |
0.01 |
0.01 |
12.147 |
12.13 |
12.12 |
0.02 |
0.03 |
|
8 |
7.526 |
7.49 |
7.51 |
0.04 |
0.02 |
13.797 |
13.81 |
13.8 |
-0.01 |
0.00 |
|
9 |
10.374 |
10.36 |
10.35 |
0.01 |
0.02 |
10 |
2.109 |
2.02 |
2.11 |
0.09 |
0.00 |
4.281 |
4.16 |
4.28 |
0.12 |
0.00 |
|
11 |
14.675 |
14.66 |
14.68 |
0.02 |
0.00 |
8.6 |
8.54 |
8.53 |
0.06 |
0.07 |
|
12 |
13.394 |
13.35 |
13.37 |
0.04 |
0.02 |
13 |
12.94 |
12.89 |
12.91 |
0.05 |
0.03 |
14 |
7.19 |
7.18 |
7.2 |
0.01 |
-0.01 |
15 |
13.371 |
13.35 |
13.35 |
0.02 |
0.02 |
6.435 |
6.41 |
6.4 |
0.02 |
0.03 |
|
16 |
3.742 |
3.72 |
3.71 |
0.02 |
0.03 |
17 |
6.022 |
5.98 |
5.98 |
0.04 |
0.04 |
18 |
3.937 |
3.89 |
3.89 |
0.05 |
0.05 |
19 |
8.12 |
8.12 |
8.1 |
0.00 |
0.02 |
14.411 |
14.40 |
14.39 |
0.01 |
0.02 |
|
20 |
6.077 |
6.03 |
6.03 |
0.05 |
0.05 |
21 |
13.696 |
13.66 |
13.64 |
0.04 |
0.06 |
RMSE: DS1 = 0.0308m, DS2 = 0.0249m |
Zosintha za kuyesa 1 ndi:
1: Ndi/Popanda deta ya PPK.
2:Ndi/Popanda GCPs.
3: GSD osiyana: 1.5 cm kapena 2cm
Pambuyo posanthula magawo anayi a data yoyeserera, titha kunena zotsatirazi:
Pamene oblique kamera ndi DG4Pros:
(1) Ndi / Popanda malo olamulira pansi (GCP) ndi deta ya PPK yomwe ikukhudzidwa ndi AT triangulation, kaya ndi VTOL kapena multirotor drone, kaya GSD ndi 2cm kapena 1.5cm, chitsanzo cha 3D chomangidwa ndi kamera ya oblique DG4Pros ikhoza kukwaniritsa zofunikira za zolakwika zolondola wachibale Ds≤10cm(Zowona ≤5cm).
(2) Pamene GSD ndi mtundu umodzi, kulondola kwachibale kwa chitsanzo cha 3D ndi GSD = 1.5cm kuli bwino kuposa GSD = 2cm.
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
GSD |
Zithunzi za DG4pros |
AYI |
AYI |
1.5cm |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) CW10 |
Kutalika kwachitsanzo cha 3D (L2) M600Pro |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.21 |
7.20 |
7.19 |
0.010 |
0.02 |
8.706 |
8.65 |
8.70 |
0.056 |
0.01 |
|
10.961 |
10.90 |
10.91 |
0.061 |
0.05 |
|
2 |
7.01 |
6.86 |
6.98 |
0.150 |
0.03 |
3 |
1.822 |
1.76 |
1.79 |
0.062 |
0.03 |
4 |
10.41 |
10.37 |
10.39 |
0.040 |
0.02 |
5 |
10.718 |
10.68 |
10.69 |
0.038 |
0.03 |
6 |
13.787 |
13.71 |
13.76 |
0.077 |
0.03 |
7 |
11.404 |
11.38 |
11.38 |
0.024 |
0.02 |
12.147 |
12.12 |
12.12 |
0.027 |
0.03 |
|
8 |
7.526 |
7.49 |
7.50 |
0.036 |
0.03 |
13.797 |
13.77 |
13.77 |
0.027 |
0.03 |
|
9 |
10.374 |
10.35 |
10.33 |
0.024 |
0.04 |
10 |
2.109 |
2.09 |
2.02 |
0.019 |
0.09 |
4.281 |
4.19 |
4.20 |
0.091 |
0.08 |
|
11 |
14.675 |
14.64 |
14.65 |
0.035 |
0.03 |
8.6 |
8.57 |
8.57 |
0.030 |
0.03 |
|
12 |
13.394 |
13.38 |
13.35 |
0.014 |
0.04 |
13 |
12.94 |
12.91 |
12.92 |
0.030 |
0.02 |
14 |
7.19 |
7.20 |
7.17 |
-0.010 |
0.02 |
15 |
13.371 |
13.38 |
13.35 |
-0.009 |
0.02 |
6.435 |
6.43 |
6.41 |
0.005 |
0.02 |
|
16 |
3.742 |
3.70 |
3.70 |
0.042 |
0.04 |
17 |
6.022 |
5.99 |
5.99 |
0.032 |
0.03 |
18 |
3.937 |
3.94 |
3.89 |
-0.003 |
0.05 |
19 |
8.12 |
8.12 |
8.08 |
0.000 |
0.04 |
14.411 |
14.37 |
14.36 |
0.041 |
0.05 |
|
20 |
6.077 |
6.04 |
6.06 |
0.037 |
0.02 |
21 |
13.696 |
13.65 |
13.65 |
0.046 |
0.05 |
RMSE: DS1=0.0356m,DS2=0.342m |
Kamera ya oblique |
Zithunzi za GCPs |
PPK |
GSD |
Zithunzi za DG4pros |
INDE |
AYI |
1.5cm |
Chiwerengero cha Zinthu |
kutalika kwake (L0) |
Kutalika kwachitsanzo cha 3D (L1) CW10 |
Kutalika kwachitsanzo cha 3D (L2) M600Pro |
DS1 (L0-L1) |
DS2 (L0-L2) |
1 |
7.21 |
7.21 |
7.21 |
0 |
0.00 |
8.706 |
8.68 |
8.70 |
0.026 |
0.01 |
|
10.961 |
10.87 |
10.91 |
0.091 |
0.05 |
|
2 |
7.01 |
6.88 |
6.98 |
0.13 |
0.03 |
3 |
1.822 |
1.76 |
1.80 |
0.062 |
0.02 |
4 |
10.41 |
10.38 |
10.39 |
0.03 |
0.02 |
5 |
10.718 |
10.72 |
10.70 |
-0.002 |
0.02 |
6 |
13.787 |
13.79 |
13.75 |
-0.003 |
0.04 |
7 |
11.404 |
11.38 |
11.38 |
0.024 |
0.02 |
12.147 |
12.13 |
12.13 |
0.017 |
0.02 |
|
8 |
7.526 |
7.53 |
7.49 |
-0.004 |
0.04 |
13.797 |
13.78 |
13.79 |
0.017 |
0.01 |
|
9 |
10.374 |
10.37 |
10.35 |
0.004 |
0.02 |
10 |
2.109 |
2.11 |
2.07 |
-0.001 |
0.04 |
4.281 |
4.28 |
4.21 |
0.001 |
0.07 |
|
11 |
14.675 |
14.67 |
14.66 |
0.005 |
0.02 |
8.6 |
8.58 |
8.57 |
0.02 |
0.03 |
|
12 |
13.394 |
13.39 |
13.35 |
0.004 |
0.04 |
13 |
12.94 |
12.9 |
12.93 |
0.04 |
0.01 |
14 |
7.19 |
7.19 |
7.18 |
0 |
0.01 |
15 |
13.371 |
13.37 |
13.36 |
0.001 |
0.01 |
6.435 |
6.42 |
6.42 |
0.015 |
0.01 |
|
16 |
3.742 |
3.7 |
3.71 |
0.042 |
0.03 |
17 |
6.022 |
5.98 |
6.00 |
0.042 |
0.02 |
18 |
3.937 |
3.91 |
3.91 |
0.027 |
0.03 |
19 |
8.12 |
8.07 |
8.10 |
0.05 |
0.02 |
14.411 |
14.38 |
14.35 |
0.031 |
0.06 |
|
20 |
6.077 |
6.04 |
6.06 |
0.037 |
0.02 |
21 |
13.696 |
13.65 |
13.67 |
0.046 |
0.03 |
RMSE: DS1=0.0259m,DS2=0.256m |
Zosiyanasiyana za kuyesa 2 ndi:
1:Ndi/Popanda ma GCP.
2: Different Carrier Drone: VTOL drone kapena multi-rotor drone
Pambuyo pofufuza magulu awiri a deta yoyesera, tikhoza kunena zotsatirazi:
Pamene oblique kamera ndi DG4Pros:
(1) Ndi / Popanda malo olamulira pansi (GCP) kaya ndi VTOL kapena multi-rotor drone, chitsanzo cha 3D chomangidwa ndi kamera ya oblique DG4Pros chikhoza kukwaniritsa zofunikira za zolakwika zolakwika Ds≤10cm (Zowona ≤5cm).
(2) Pamene mitundu yonyamulira ya drone ndiyosiyana imodzi, kulondola kwachibale kwa chitsanzo cha 3D chokhala ndi ma rotor ambiri ndikwabwino kuposa ndi VTOL, koma kusiyana kwake si kwakukulu kwambiri.