-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathFollower1.m
More file actions
339 lines (194 loc) · 9.1 KB
/
Copy pathFollower1.m
File metadata and controls
339 lines (194 loc) · 9.1 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
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
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
%%% The follower platoon starts its journey from section 1 of link m7
%%% Rendez-vous point with the leader platoon is at the beginning of section 1 of link m5
%% Data
%% Meeting point parameters
p_bar_follower1 = N_m(7,1)*Delta_M(7,1) + N_m(8,1)*Delta_M(8,1) + N_m(2,1)*Delta_M(2,1)+ N_m(6,1)*Delta_M(6,1) +11*Delta_M(6,1); % position of the meeting point
% k_bar_follower1 = 50; % is the time step in which the meeting should occur
Delta_k_follower = 1; %
K_fin_follower1 = k_bar_follower1 + Delta_k_follower;
%% Platoon parameters
v_max_follower1 = 75; % maximum speed of platoon
v_min_follower1 = 50; % minimum speed of platoon
% p_iniz_follower1 = 0; %starting position of platoon
M_path_follower1 = 4; % number of links included in the path of platoon
N_path_follower1 = N_m(7,1) + N_m(8,1)+ N_m(2,1) + N_m(6,1) + 11; % number of sections included in the path of platoon
delta_v = 0.2;
%% Freeway parameters
v_traffic_follower1 = zeros(N_path_follower1,K_fin_follower1); %speed of traffic in platoon path
v_traffic_follower1(1:N_m(2,1),:) = v_m2(2:N_m(2,1)+1,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ 1 : N_m(2,1)+ N_m(6,1) +1 ,:) = v_m6(:,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+1 : N_m(2,1)+ N_m(6,1)+ N_m(7,1) +1 , :) = v_m7(:,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+ N_m(7,1) +1 : N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +1 , :) = v_m8(:,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +2 : N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +4 , :) = v_m11(N_m(11,1)-1:N_m(11,1)+1,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +5 : N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +7 , :) = v_m6(N_m(11,1)-6:N_m(11,1)-4,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +8 : N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +10 , :) = v_m7(N_m(7,1)-3:N_m(7,1)-1,K_follower1+1+x:x+K_follower1+K_fin_follower1);
v_traffic_follower1(N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +11 : N_m(2,1)+ N_m(6,1)+ N_m(7,1)+ N_m(8,1) +12 , :) = v_m8(N_m(8,1):N_m(8,1)+1,K_follower1+1+x:x+K_follower1+K_fin_follower1);
vMinFollower1 = zeros(N_path_follower1,K_fin_follower1); % lowest value between min speed and speed of traffic in each section at each time step
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
if (v_min_follower1 < v_traffic_follower1(i,k))
vMinFollower1(i,k) = v_min_follower1;
else
vMinFollower1(i,k) = v_traffic_follower1(i,k);
end
end
end
posiz_sez_follower1 = zeros (1,N_path_follower1); %initial position of each section belonging to the platoon path
for i = 2 : N_path_follower1
if i >= 2 && i<= N_m(2,1) + 1
posiz_sez_follower1(1,i) = (i-1) * Delta_M(2,1);
elseif i > N_m(2,1) + 1 && i <= N_m(2,1) + N_m(6,1) +1
posiz_sez_follower1(1,i) = (i-1) * Delta_M(6,1);
elseif i > N_m(2,1) + N_m(6,1) + 1 && i <= N_m(2,1) + N_m(6,1) + N_m(7,1) +1
posiz_sez_follower1(1,i) = (i-1) * Delta_M(7,1);
elseif i > N_m(2,1) + N_m(6,1)+ N_m(7,1) + 1 && i <= N_m(2,1) + N_m(6,1) + N_m(7,1) + N_m(8,1) +1
posiz_sez_follower1(1,i) = (i-1) * Delta_M(8,1);
else
posiz_sez_follower1(1,i) = (i-1) * Delta_M(8,1);
end
end
%% Weights of the objective funtion
beta_1 = 10;
beta_2 = 1;
%% Other parameters
BigM = 100000;
epsilon = 0.001;
sigma = 0.002;
%% Platoon state variable
p_follower1 = sdpvar(1,K_fin_follower1); % position of the platoon
%% Control variable
v_follower1 = sdpvar(1,K_fin_follower1); % speed of the platoon
%% Decision variable
z1 = binvar(1,1); % equal to 1 if the follower decides to merge with the leader, 0 otherwise
%% Ausiliary variables
y_follower1 = binvar(N_path_follower1,K_fin_follower1); % equal to one if the platoon is after the section i in k
w_follower1 = binvar(N_path_follower1,K_fin_follower1); % equal to one if the platoon is before the section i in k
lambda_follower1 = binvar(N_path_follower1,K_fin_follower1); % equal to one if the platoon is into section i in k
%% Objective function
Objective_follower1 = beta_1 * z1 - beta_2 * z1 * (p_follower1(1,k_bar_follower1) - p_bar_follower1);
%% constraints
%constraint (2) platoon position
ConstrPos11 = [];
for k = 1:K_fin_follower1-1
ConstrPos11 = [ ConstrPos11, p_follower1(1,k+1) == p_follower1(1,k) + v_follower1(1,k)*(T)];
end
%constraint on the initial position of the platoon
ConstrPosIniz11 = [];
ConstrPosIniz11 =[ConstrPosIniz11, p_follower1(1,1) == p_iniz_follower1];
% constraint on the initial speed of the platoon
% ConstrSpeedIniz1 = [];
%
% ConstrSpeedIniz1 =[ConstrSpeedIniz1, v_follower1(1,1) == v_iniz_follower1];
%constraint (3) y part 1
ConstrYp11 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
ConstrYp11 = [ ConstrYp11, (p_follower1(1,k) - posiz_sez_follower1(1,i)) + BigM*( 1 - y_follower1(i,k) ) >= epsilon ];
end
end
%constraint (4) y part 3
ConstrYp21 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
ConstrYp21 = [ConstrYp21, (posiz_sez_follower1(1,i) - p_follower1(1,k)) + BigM * y_follower1(i,k) >= 0];
end
end
%constraint (5) w part 1
ConstrWp11 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1 - 1
ConstrWp11 = [ConstrWp11, (p_follower1(1,k) - posiz_sez_follower1(1,i+1)) + BigM * w_follower1(i,k) >= epsilon ];
end
end
%constraint (6) w part 2
ConstrWp21 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1 - 1
ConstrWp21 = [ConstrWp21, (posiz_sez_follower1(1,i+1) - p_follower1(1,k)) + BigM * (1- w_follower1(i,k)) >= 0];
end
end
%constraint (7) lambda part 1
Constrlambdap11 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
Constrlambdap11 = [Constrlambdap11,lambda_follower1(i,k) <= y_follower1(i,k)] ;
end
end
%constraint (8) lambda part 2
Constrlambdap21 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
Constrlambdap21 = [Constrlambdap21,lambda_follower1(i,k) <= w_follower1(i,k)];
end
end
%constraint (9) lambda part 3
Constrlambdap31 = [];
for k = 1:K_fin_follower1
for i = 1: N_path_follower1
Constrlambdap31 = [Constrlambdap31, lambda_follower1(i,k) >= y_follower1(i,k) + w_follower1(i,k) - 1];
end
end
%constraint (10) traffic speed
ConstrSpeedTraf1 = [];
for k = 2:K_fin_follower1
somma41 = 0;
for i = 1: N_path_follower1
somma41 = somma41 + lambda_follower1(i,k) * v_traffic_follower1(i,k);
end
ConstrSpeedTraf1 = [ConstrSpeedTraf1, v_follower1(1,k) <= somma41];
end
%constraint1 (11) minimum speed of platoon
ConstrSpeedPos1=[];
for k = 1:K_fin_follower1
ConstrSpeedPos1 = [ConstrSpeedPos1, v_follower1(1,k) >= 0];
end
%constraint (12) maximum speed of platoon
ConstrSpeedMax1 = [];
for k = 1:K_fin_follower1
ConstrSpeedMax1 = [ConstrSpeedMax1, v_follower1(1,k) <= v_max_follower1];
end
%constraint2 (13) minimum speed of platoon
ConstrSpeedMin1 = [];
for k = 1:K_fin_follower1
somma31=0;
for i = 1: N_path_follower1
somma31 = somma31 + lambda_follower1(i,k)*vMinFollower1(i,k);
end
ConstrSpeedMin1 = [ConstrSpeedMin1, v_follower1(1,k) >= somma31];
end
%constraint (14) speed difference upper limit
ConstrDeltaSpeedMax1 = [];
for k = 1:K_fin_follower1-1
ConstrDeltaSpeedMax1 = [ConstrDeltaSpeedMax1, (v_follower1(1,k+1) - v_follower1(1,k)) <= delta_v];
end
%constraint (15) speed difference lower limit
ConstrDeltaSpeedMin1 = [];
for k = 1:K_fin_follower1-1
ConstrDeltaSpeedMin1 = [ConstrDeltaSpeedMin1, (v_follower1(1,k+1) - v_follower1(1,k)) >= -delta_v];
end
%
% constraint (16) speed difference upper limit for initial speed
ConstrDeltaSpeedInizMax1 = [];
ConstrDeltaSpeedInizMax1 = [ConstrDeltaSpeedInizMax1, (v_follower1(1,1) - v_iniz_follower1) <= delta_v];
%constraint (17) speed difference lower limit for initial speed
ConstrDeltaSpeedInizMin1 = [];
ConstrDeltaSpeedInizMin1 = [ConstrDeltaSpeedInizMin1, (v_follower1(1,1) - v_iniz_follower1) >= -delta_v];
%constraint (18) late or early
ConstrFinalPos1 = [];
ConstrFinalPos1 = [ConstrFinalPos1, p_follower1(1,k_bar_follower1) - p_bar_follower1 + sigma >= -p_bar_follower1 + (p_bar_follower1 + epsilon)*z1];
ConstraintsF1=[ConstrPos11, ConstrPosIniz11, ConstrDeltaSpeedInizMax1, ConstrDeltaSpeedInizMin1, ConstrYp11, ConstrYp21, ConstrWp11, ConstrWp21, Constrlambdap11,...
Constrlambdap21, Constrlambdap31, ConstrSpeedTraf1, ConstrSpeedPos1,ConstrSpeedMax1,ConstrSpeedMin1,ConstrFinalPos1,ConstrDeltaSpeedMin1,ConstrDeltaSpeedMax1];
% Risolvo con Gurobi
options=sdpsettings('solver','gurobi');
optimize(ConstraintsF1,-Objective_follower1,options);
% Risolvo con Yalmip
%optimize(Constraints,Objective);
% Scrivo la soluzioni in matrici matlab
%
solutionp_follower1=value(p_follower1);
solutionv_follower1=value(v_follower1);
solutiony_follower1=value(y_follower1);
solutionw_follower1=value(w_follower1);
solutionlambda_follower1=value(lambda_follower1);
solutionz1=value(z1);
optimum_follower1=value(Objective_follower1);