-
Notifications
You must be signed in to change notification settings - Fork 6
Expand file tree
/
Copy pathcreate_figures.m
More file actions
229 lines (192 loc) · 12.5 KB
/
create_figures.m
File metadata and controls
229 lines (192 loc) · 12.5 KB
1
2
3
4
5
6
7
8
9
10
11
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
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
% Plots Creation
% This is an Attitude and Heading Refrence System (AHRS) using IMU
% This is a stationary AHRS scenario with attitude calculation only.
% Velocity, and psoition calculation is not given in this version.
% Copyright (C) 2018, Mohamed Atia, all rights reserved.
% The software is given under GNU Lesser General Public License
% This program is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU Lesser General Public License for more details.
%
% You should have received a copy of the GNU Lesser General Public
% License along with this program. If not, see
% <http://www.gnu.org/licenses/>.
% For commercial use, please contact mohamed.atia@carleton.ca
figure;
h1 = plot(time_vector_sec-time_vector_sec (1), Euler_heading_value(1,1:end-1)*R2D, 'r');hold on;
plot(time_vector_sec-time_vector_sec (1), raw_imu_data(1:end-1,13)*R2D, '-','color','b','linewidth',1);grid on;
xlabel('time(s)');ylabel('Heading(deg)');hold on;grid on;
legend('EKF','Ground Truth');
title('Heading Estimation Results');
set(h1,'YDataSource','Euler_heading_value(1,1:end-1)*R2D');
set(h1,'XDataSource','time_vector_sec-time_vector_sec (1)');
figure;
h3 = plot(time_vector_sec-time_vector_sec (1), Euler_roll_value(1,1:end-1)*R2D, 'r');hold on;grid on;
plot(time_vector_sec-time_vector_sec (1), raw_imu_data(1:end-1,11)*R2D, '-','color','b','linewidth',1);
xlabel('time(s)');ylabel('Roll(deg)');hold on;
legend('EKF','Ground Truth');
title('Roll Estimation Results');
figure;
h2 = plot(time_vector_sec-time_vector_sec (1), Euler_pitch_value(1,1:end-1)*R2D, 'r');hold on;grid on;
plot(time_vector_sec-time_vector_sec (1), raw_imu_data(1:end-1,12)*R2D, '-','color','b','linewidth',1);grid on;
xlabel('time(s)');ylabel('Pitch(deg)');hold on;
legend('EKF','Ground Truth');
title('Pitch Estimation Results');
set(h2,'YDataSource','Euler_pitch_value(1,1:end-1)*R2D');
set(h2,'XDataSource','time_vector_sec-time_vector_sec (1)');
set(h3,'YDataSource','Euler_roll_value(1,1:end-1)*R2D');
set(h3,'XDataSource','time_vector_sec-time_vector_sec (1)');
figure;
h4 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_gyro_x*R2D, 'b');hold on;
h5 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_gyro_y*R2D, 'g');
h6 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_gyro_z*R2D, 'r');
legend('gyro x','gyro y','gyro z');grid on;xlabel('time(s)'); ylabel('raw gyro(deg/s)');
set(h4,'YDataSource','raw_gyro_x*R2D');
set(h4,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h5,'YDataSource','raw_gyro_y*R2D');
set(h5,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h6,'YDataSource','raw_gyro_z*R2D');
set(h6,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
figure;
h13 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_acc_x, 'b');hold on;
h14 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_acc_y, 'g');
h15 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_acc_z, 'r');
legend('acc x','acc y','acc z');grid on;xlabel('time(s)'); ylabel('raw acc(m/s2)');
set(h13,'YDataSource','raw_acc_x');
set(h13,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h14,'YDataSource',' raw_acc_y');
set(h14,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h15,'YDataSource','raw_acc_z');
set(h15,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
figure;
h16 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_mag_x, 'b');hold on;
h17 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_mag_y, 'g');
h18 = plot(time_vector_sec(1:end)-time_vector_sec (1), raw_mag_z, 'r');
legend('mag x','mag y','mag z');grid on;xlabel('time(s)'); ylabel('mag (uT)');
set(h16,'YDataSource','raw_mag_x');
set(h16,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h17,'YDataSource','raw_mag_y');
set(h17,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h18,'YDataSource','raw_mag_z');
set(h18,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
figure;
h23 = plot(time_vector_sec(1:end)-time_vector_sec (1), gyro_bias_x_value(1:end-1)*R2D, 'k');grid on;hold on;
h24 = plot(time_vector_sec(1:end)-time_vector_sec (1), gyro_bias_y_value(1:end-1)*R2D, '-.k');grid on;hold on;
h25 = plot(time_vector_sec(1:end)-time_vector_sec (1), gyro_bias_z_value(1:end-1)*R2D, '--k');grid on;hold on;
time_vector = time_vector_sec(1:end)-time_vector_sec (1);
legend('gyro bias x','gyro bias y', 'gyro bias z');grid on;xlabel('time(s)'); ylabel('gyro bias (deg/s)');title('Gyro Bias(deg/s)');
figure;
Vertices(:,2) = [gyro_bias_x_value(1:end-1)'*R2D+2*sqrt(gyro_bias_x_error_covariance(1:end-1))'; flipdim(gyro_bias_x_value(1:end-1)'*R2D-2*sqrt(gyro_bias_x_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,gyro_bias_x_value(1:end-1)'*R2D','-.','color','red','linewidth',1);
legend('stdv','gyro bias x');grid on;xlabel('time(s)'); ylabel('gyro x bias (deg/s)');title('Gyro Bias(deg/s)');
figure;
Vertices(:,2) = [gyro_bias_y_value(1:end-1)'*R2D+2*sqrt(gyro_bias_y_error_covariance(1:end-1))'; flipdim(gyro_bias_y_value(1:end-1)'*R2D-2*sqrt(gyro_bias_y_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,gyro_bias_y_value(1:end-1)'*R2D','-.','color','red','linewidth',1);
legend('stdv','gyro bias y');grid on;xlabel('time(s)'); ylabel('gyro y bias (deg/s)');title('Gyro Bias(deg/s)');
figure;
Vertices(:,2) = [gyro_bias_z_value(1:end-1)'*R2D+2*sqrt(gyro_bias_z_error_covariance(1:end-1))'; flipdim(gyro_bias_z_value(1:end-1)'*R2D-2*sqrt(gyro_bias_z_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,gyro_bias_z_value(1:end-1)'*R2D','-.','color','red','linewidth',1);
legend('stdv','gyro bias z');grid on;xlabel('time(s)'); ylabel('gyro z bias (deg/s)');title('Gyro Bias(deg/s)');
set(h23,'YDataSource','gyro_bias_x_value(1:end-1)*R2D');
set(h23,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h24,'YDataSource','gyro_bias_y_value(1:end-1)*R2D');
set(h24,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
set(h25,'YDataSource','gyro_bias_z_value(1:end-1)*R2D');
set(h25,'XDataSource','time_vector_sec(1:end)-time_vector_sec (1)');
figure;
h30 = patch('Faces',faces,'Vertices',CubePoints,'FaceVertexCData',hsv(6),'FaceColor','flat');
%grid on;
axis equal;
view(10,10);
set(h30,'XData',CubeXData,'YData',CubeYData,'ZData',CubeZData);
axis([-X X -X X -X X]);grid on;
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), mag_true_north_heading*R2D, 'b');grid on;title('mag heading (deg)');
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), roll_quasi(1:end-1)*R2D, 'b');grid on;title('acc roll (deg)');
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), pitch_quasi(1:end-1)*R2D, 'b');grid on;title('acc pitch (deg)');
figure;
plot(time_vector_sec(1:50:end)-time_vector_sec (1), raw_imu_data(1:50:end-1,13)*R2D, '-','color','k','linewidth',1);grid on;
xlabel('time(s)');hold on;
title('Ground-truth Heading');ylabel('Heading(deg)');
figure;
plot(time_vector_sec(1:50:end)-time_vector_sec (1), raw_imu_data(1:50:end-1,11)*R2D, '-','color','k','linewidth',1);grid on;
xlabel('time(s)');
title('Ground-truth Roll');ylabel('Roll(deg)');
figure;
plot(time_vector_sec(1:50:end)-time_vector_sec (1), raw_imu_data(1:50:end-1,12)*R2D, '-','color','k','linewidth',1);grid on;
xlabel('time(s)');ylabel('Pitch(deg)');
title('Ground-truth Pitch');
figure;
plot(time_vector_sec(1:10:end)-time_vector_sec (1), mag_true_north_heading(1:10:end)*R2D, 'b');grid on;title('mag heading (deg)');
hold on;
plot(time_vector_sec(1:50:end)-time_vector_sec (1), raw_imu_data(1:50:end-1,13)*R2D, '-','color','r','linewidth',1);grid on;
xlabel('time(s)');ylabel('Heading(deg)');hold on;
legend('MAG-estimated heading','Ground Truth');
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), pitch_quasi(1:end-1)*R2D, 'b');grid on;title('Acc-estimated pitch (deg)');hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), Euler_pitch_value(1:end-1)*R2D, '-','color','r','linewidth',1);grid on;
xlabel('time(s)');ylabel('Pitchdeg)');hold on;
legend('ACC-estimated pitch','EKF');
roll_error = (raw_imu_data(1:end-1,11)-Euler_roll_value(1:end-1)')*R2D;
pitch_error = (raw_imu_data(1:end-1,12)-Euler_pitch_value(1:end-1)')*R2D;
heading_error = (raw_imu_data(1:end-1,13)-Euler_heading_value(1:end-1)')*R2D;
time_vector = time_vector_sec(1:end)-time_vector_sec (1);
q0_error = q_ref(1:end-1,1)-a_value(1:end-1)';
q1_error = q_ref(1:end-1,2)-b_value(1:end-1)';
q2_error = q_ref(1:end-1,3)-c_value(1:end-1)';
q3_error = q_ref(1:end-1,4)-d_value(1:end-1)';
figure;
Vertices(:,2) = [q0_error+2*sqrt(b_error_covariance(1:end-1))'; flipdim(q0_error-2*sqrt(b_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,q0_error','-.','color','red','linewidth',2);
title('quaternion error:a component');xlabel('time(s)');ylabel('quaternion error:a');
legend('Standard Deviation','quaternion error:(a)');grid on;
figure;
Vertices(:,2) = [q1_error+2*sqrt(b_error_covariance(1:end-1))'; flipdim(q1_error-2*sqrt(b_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,q1_error','-.','color','red','linewidth',1);grid on;
title('quaternion error:b component');xlabel('time(s)');ylabel('quaternion error:b');
legend('Standard Deviation','quaternion error:(b)');
figure;
Vertices(:,2) = [q2_error+2*sqrt(b_error_covariance(1:end-1))'; flipdim(q2_error-2*sqrt(b_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,q2_error','-.','color','red','linewidth',2);grid on;
title('quaternion error:c component');xlabel('time(s)');ylabel('quaternion error:c');
legend('Standard Deviation','quaternion error:(c)');
figure;
Vertices(:,2) = [q3_error+2*sqrt(b_error_covariance(1:end-1))'; flipdim(q3_error-2*sqrt(b_error_covariance(1:end-1))',1)];
Vertices(:,1) = [time_vector';flipdim(time_vector',1)];
fill(real(Vertices(:,1)),real(Vertices(:,2)), [7 7 7]/8);hold on;
plot(time_vector,q3_error','-.','color','red','linewidth',2);grid on;
title('quaternion error:d component');xlabel('time(s)');ylabel('quaternion error:d');
legend('Standard Deviation','quaternion error:(d)');
figure;plot(time_vector,roll_error);title('Simulation Test: Nominal Design Point: roll error(deg)');xlabel('time(s)');ylabel('roll error(deg)');grid on;
figure;plot(time_vector,pitch_error);title('Simulation Test: Nominal Design Point: pitch error(deg)');xlabel('time(s)');ylabel('pitch error(deg)');grid on;
figure;plot(time_vector,heading_error);title('Simulation Test: Nominal Design Point: heading error(deg)');xlabel('time(s)');ylabel('heading error(deg)');grid on;
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(gyro_sf_x_value(1:end-1)), 'k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(gyro_sf_y_value(1:end-1)), '-.k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(gyro_sf_z_value(1:end-1)), '--k');grid on;hold on;
legend('gyro sf x','gyro sf y','gyro sf z');xlabel('time(s)');ylabel('Scale Factor');title('Gyro Scale Factor');
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), acc_bias_x_value(1:end-1), 'k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), acc_bias_y_value(1:end-1), '-.k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), acc_bias_z_value(1:end-1), '--k');grid on;hold on;
legend('acc bias x','acc bias y','acc bias z');xlabel('time(s)');ylabel('Acc bias(m/s^2)');title('Acc Bias (m/s^2)');
figure;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(acc_sf_x_value(1:end-1)), 'k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(acc_sf_y_value(1:end-1)), '-.k');grid on;hold on;
plot(time_vector_sec(1:end)-time_vector_sec (1), abs(acc_sf_z_value(1:end-1)), '--k');grid on;hold on;
legend('acc sf x','acc sf y','acc sf z');xlabel('time(s)');ylabel('Scale Factor');title('Acc Scale Factor');