-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathESM_simu.m
284 lines (255 loc) · 9.49 KB
/
ESM_simu.m
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
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
%% Predefine
clear all;close all;clc;
time_now=datestr(now,30);
global img_save_path
img_save_path = fullfile('source',time_now,'images');
scr_save_path = fullfile('source',time_now,'scripts');
vedio_save_path = fullfile('source',time_now,'videos');
mkdir(fullfile('source',time_now));
mkdir(img_save_path);
mkdir(scr_save_path);
mkdir(vedio_save_path);
copyfile('*.m',scr_save_path);
L=.4;Zscan=.3;bb=0;
Xmin=-L;Xmax=L;
Ymin=-L;Ymax=L;
nx=200;ny=200;
[XXs,YYs]=ndgrid(linspace(Xmin,Xmax,nx),linspace(Ymin,Ymax,ny));
ZZs=Zscan*ones(size(XXs));
freq=10e9; %frequency
c=3e8; %velocity of light
w=2*pi*freq; %omega
lambda=c/freq; %wavelength
ep0=1/(36*pi*1e9);
u0=4*pi*1e-7;
[Ex,Ey,Ez] = genField(freq,ZZs,YYs,XXs);
x=unique(XXs);y=unique(YYs);
dx=x(2)-x(1);dy=y(2)-y(1);
Escan=Ex;
pv1=(sqrt(Ex.^2+Ey.^2));
%% draw the graph scaned from a certain distance Zscan
figure
dbEx = db(Ex);
surf(XXs,YYs,db(Ex),'EdgeColor','none')
colorbar;
title('Scanned total field, dB(V/m)');
xlabel('X (m)');ylabel('Y (m)');zlabel('Z (m)');
view(2);
set(gca,'CLim',[max(max(dbEx))-15 max(max(dbEx))]);
axis tight;
filename = ['Scanned total field','.jpg'];
saveas(gcf,fullfile(img_save_path,filename));
%% dbEx0为最后要求的Image
[dbEx0Ori,pvOri] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,Ex,Ey );
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Ori,pvOri, 'Fully Scanned RTF, dB(V/m)' );
shapeEx = size(Ex);
samplenum = 100;
samplexdis = 29;
sampleydis = 29;
samplexnum = floor(shapeEx(2)/samplexdis);
sampleynum = floor(shapeEx(1)/sampleydis);
%% Initial scan points's Image
IniEx = Ex; IniEy = Ey;
for i = 1:shapeEx(1)
if mod(i,sampleydis)~=0
IniEx(i,:)=0;
IniEy(i,:)=0;
end
end
for j = 1:shapeEx(2)
if mod(j,samplexdis)~=0
IniEx(:,j)=0;
IniEy(:,j)=0;
end
end
[dbEx0,pv] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,IniEx,IniEy );
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0,pv, 'Uniformly Scanned RTF, dB(V/m)' );
%% Randomly chosen initial scan points
randini_points_num = 72;
randinipoints=randperm(shapeEx(1)*shapeEx(2),randini_points_num);
RandiniEx = Ex; RandiniEy = Ey;
for i = 1:shapeEx(1)
for j = 1:shapeEx(2)
if ~ismember((i*shapeEx(2)+j),randinipoints)
RandiniEx(i,j)=0;
RandiniEy(i,j)=0;
end
end
end
[dbEx0Randini,pvRandini] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,RandiniEx,RandiniEy);
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Randini,pvRandini,...
sprintf('Randomly Scanned RTF(%d points for Init), dB(V/m)',randini_points_num));%5
%% Region-based randomly choose scan points
randini_points_num = 1;
sep_num = 8;
num = 0;
cube_len = [floor(shapeEx(1)/sep_num),floor(shapeEx(2)/sep_num)];
RandiniEx = Ex; RandiniEy = Ey;
% randinipoints = randperm(cube_len(1)*cube_len(2),randini_points_num);
for i0 = 1:sep_num
for j0 = 1:sep_num
if (i0==1&&j0==1)||(i0==1&&j0==cube_len(2))||...
(i0==cube_len(1)&&j0==1)||(i0==cube_len(1)&&j0==cube_len(2))
randini_points_num = 2;
elseif i0==1||i0==cube_len(1)||j0==1||j0==cube_len(2)
randini_points_num = randi(2);
else
randini_points_num = 1;
end
randinipoints = randperm(cube_len(1)*cube_len(2),randini_points_num);
for k = 1:randini_points_num
RPs(num+k).x = (i0-1)*cube_len(1)+floor(randinipoints(k)/cube_len(2));
RPs(num+k).y = (j0-1)*cube_len(2)+mod(randinipoints(k),cube_len(2));
if RPs(num+k).y == 0
RPs(num+k).y =1;
end
end
num = num + randini_points_num;
for i = 1:cube_len(1)
for j = 1:cube_len(2)
realx = (i0-1)*cube_len(1)+i;
realy = (j0-1)*cube_len(2)+j;
if ~ismember((i*cube_len(2)+j),randinipoints)
RandiniEx(realx,realy)=0;
RandiniEy(realx,realy)=0;
end
end
end
end
end
[dbEx0Randini,pvRandini] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,RandiniEx,RandiniEy);
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Randini,pvRandini,...
sprintf('Region-based randomly chosen points RTF(%d points for Init), dB(V/m)',...
randini_points_num*sep_num^2));%5
%% Gradient Ascend Algorithm
ADD_UNI = false;
if ADD_UNI
TempEx=zeros(shapeEx);
TempEy=zeros(shapeEx);
for i = 1:shapeEx(1)
for j = 1:shapeEx(2)
if RandiniEx(i,j)~=0
TempEx(i,j)=RandiniEx(i,j);
elseif IniEx(i,j)~=0
TempEx(i,j)=IniEx(i,j);
end
if RandiniEy(i,j)~=0
TempEy(i,j)=RandiniEy(i,j);
elseif IniEy(i,j)~=0
TempEy(i,j)=IniEy(i,j);
end
end
end
else
TempEx=RandiniEx;TempEy=RandiniEy;
end
STDTempEx=TempEx;STDTempEy=TempEy;
dif_gate = 160; gra_gate = 5;ex_gate=1;step_len=10;circlerad = 6;
difs=[];gras=[];
vedio1_path = fullfile(vedio_save_path,'GAA_RFT.avi');
% vedio2_path = fullfile(vedio_save_path,'points.avi');
% writerObj1=VideoWriter(vedio1_path); % 定义一个视频文件用来存动画
% open(writerObj1); % 打开该视频文件
% writerObj2=VideoWriter(vedio2_path); % 定义一个视频文件用来存动画
% open(writerObj2); % 打开该视频文件
oddeven=0;
% figure('rend','painters','pos',[10 10 1000 900]);
for i = 1:ceil(num/2)
for oddeven = 0:1
if oddeven ==0
xtemp = RPs(i).x;
ytemp = RPs(i).y;
else
if mod(num,2)~=0 && i ==ceil(num/2)
break;
end
xtemp = RPs(num+1-i).x;
ytemp = RPs(num+1-i).y;
end
n1=0;n2=0;
while(n2<=2&&n1<=6)
bb=bb+1;
[dbEx0Temp0,pvTemp0] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,TempEx,TempEy );
G=compute_gra_img(XXs,YYs,dbEx0Randini,80);
[xtemp,ytemp,gra] = nextStep( dbEx0Temp0,abs(TempEx),xtemp,ytemp,...
(4+10/(3*G(xtemp,ytemp)+1)));
% floor(max((step_len-5*G(i,j)),3)));%max((step_len-(9-n1)*n1/2),4) );abs(TempEx)
if gra == -1
break;
elseif gra == -2
randregs = randi(360,1,3)*pi/180;
regxs = floor(x+cos(randregs)*circlerad);
regys = floor(y+sin(randregs)*circlerad);
for k = 1:3
if regxs(k)>=1&®xs(k)<=shapeEx(1)&®ys(k)>=1&®ys(k)<=shapeEx(2)
TempEx(regxs(k),regys(k)) = Ex(regxs(k),regys(k));%maybe ques
end
end
else
TempEx(xtemp,ytemp)= Ex(xtemp,ytemp);%maybe ques
end
[dbEx0Temp,pvTemp] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,TempEx,TempEy );
fig_title = ["GAA, RTF, dB(V/m)","GAA, Sample Points Distribution","Fully Scanned RTF, dB(V/m)","GGA RTF Gradient Map"];
% frame = drawVedioFrame( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Ori,pvori,dbEx0Temp,pvTemp,G,abs(TempEx),fig_title);
% frame = getDbEx0Frame( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Temp0,pvTemp0,...
% 'Gradient Ascend Algorithm, RTF, dB(V/m)' );%6
% writeVideo(writerObj1,frame); % 将帧写入视频
dif = computeImgDif( dbEx0Temp,dbEx0Temp0 );
difs=[difs,dif];gras=[gras,gra];
% frame = getView2Frame(XXs,YYs,abs(TempEx),'GAA, Sample Points Distribution');
% writeVideo(writerObj2,frame); % 将帧写入视频
if (dif>dif_gate||gra>gra_gate)&&Ex(xtemp,ytemp)>ex_gate
n1=n1+1;
else
n2=n2+1;
end
dbEx0Temp0=dbEx0Temp;pvTemp0=pvTemp;
end
end
end
% close(writerObj1); %// 关闭视频文件句柄
% close(writerObj2); %// 关闭视频文件句柄
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Temp0,pvTemp0,'Gradient Ascend Algorithm, RTF, dB(V/m)' );%6
showView2(XXs,YYs,abs(TempEx),'GAA, Sample Points Distribution');
ju=(TempEx~=0);
res = tabulate(ju(:))
%% Locate the source precisely
dbEx0Temp0copy = dbEx0Temp0;
max_img_val = max(dbEx0Temp0(:));
[maxx,maxy] = find(dbEx0Temp0==max_img_val);
filtered_img = zeros(shapeEx);
counter = 0;
while counter<4
% for i = (maxx-6):(maxx+6)
% for j = (maxy-6):(maxy+6)
% dist = sqrt((i-maxx)^2+(j-maxy)^2);
% if i>0 && j>0 && i<shapeEx(1) && j<shapeEx(2) && dist<=5
% filtered_img(i,j) = dbEx0Temp0(i,j);
% end
% dbEx0Temp0(i,j) = 0;
% end
% end
J = regionGrow(dbEx0Temp0,maxx,maxy);
filtered_img = filtered_img + J;
dbEx0Temp0 = dbEx0Temp0 .* ~J;
max_img_val = max(dbEx0Temp0(:));
[maxx,maxy] = find(dbEx0Temp0==max_img_val);
counter=counter+1;
end
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,filtered_img,pvTemp0,...
sprintf('Filtered GAA RTF, dB(V/m)'));%4
%% Randomly chosen scan points' Image
rand_points_num = res{2,2};
randpoints=randperm(shapeEx(1)*shapeEx(2),rand_points_num);
RandEx = Ex; RandEy = Ey;
for i = 1:shapeEx(1)
for j = 1:shapeEx(2)
if ~ismember((i*shapeEx(2)+j),randpoints)
RandEx(i,j)=0;
RandEy(i,j)=0;
end
end
end
[dbEx0Rand,pvRand] = getdbEx0( ep0,u0,freq,x,dx,y,dy,Zscan,RandEx,RandEy);
showDbEx0( Xmin,Xmax,Ymin,Ymax,XXs,YYs,dbEx0Rand,pvRand,...
sprintf('Randomly Scanned RTF(%d points), dB(V/m)',rand_points_num));%4