t=[0.015 0.01 0.009 0.012 0.016 0.014 0 0];
w=[0.005 0.004 0.003 0.004 0.006 0.004 0 0];
options = optimoptions( ...
'ga', ...
'PopulationSize', 30, ...
'MaxGenerations', 1000, ...
'MaxStallGenerations' ,500,...
'CrossoverFraction', 0.8, ...
'Display', 'iter');
nvars = 7-1 + 7-1 + 6;
lb = [ones(7-1,1);ones(7-1,1);w(1:6).'];
ub = [40*ones(7-1,1);40*ones(7-1,1);t(1:6).'];
intcon = 1:(7-1+7-1);
Nv1 = 1; % prescribe Nv(1)
K1 = 1; % prescribe K(1)
[x, fval] = ga(@(x)FitnessFcn(x,Nv1,K1),nvars,[],[],[],[],lb,ub,[],intcon,options);
Single objective optimization:
18 Variables
12 Integer variables
Options:
CreationFcn: @gacreationuniformint
CrossoverFcn: @crossoverlaplace
SelectionFcn: @selectiontournament
MutationFcn: @mutationpower
Best Mean Stall
Generation Func-count Penalty Penalty Generations
1 60 1.68e+06 6.103e+10 0
2 85 1.68e+06 4.649e+10 1
3 110 1.68e+06 4.652e+10 2
4 135 1.68e+06 1.767e+10 3
5 160 1.68e+06 1.672e+10 4
6 185 1.39e+06 7.471e+09 0
7 210 8.695e+05 1.913e+09 0
8 235 8.695e+05 3.315e+10 1
9 260 8.695e+05 9.483e+08 2
10 285 8.106e+05 1.8e+08 0
11 310 3.235e+05 9.363e+08 0
12 335 3.235e+05 1.475e+10 1
13 360 1.968e+05 1.456e+10 0
14 385 1.439e+05 3.134e+09 0
15 410 1.439e+05 6.646e+09 1
16 435 1.439e+05 4.668e+06 2
17 460 1.439e+05 7.994e+09 3
18 485 1.389e+05 8.367e+05 0
19 510 1.389e+05 8.429e+08 1
20 535 1.376e+05 2.461e+09 0
21 560 1.34e+05 1.788e+09 0
22 585 1.34e+05 3.818e+05 1
23 610 1.302e+05 1.212e+09 0
24 635 1.292e+05 3.714e+08 0
25 660 1.28e+05 1.487e+09 0
26 685 1.257e+05 1.68e+05 0
27 710 1.257e+05 1.277e+09 1
28 735 1.252e+05 2.953e+05 0
29 760 1.222e+05 1.359e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
30 785 1.21e+05 1.603e+05 0
31 810 1.207e+05 9.333e+09 0
32 835 1.207e+05 1.679e+05 1
33 860 1.207e+05 1.429e+05 2
34 885 1.165e+05 1.484e+05 0
35 910 1.162e+05 2.653e+09 0
36 935 1.134e+05 2.347e+10 0
37 960 1.134e+05 3.013e+05 1
38 985 1.134e+05 1.202e+10 2
39 1010 1.134e+05 4.378e+06 0
40 1035 1.134e+05 5.417e+08 1
41 1060 1.13e+05 1.192e+05 0
42 1085 1.13e+05 1.232e+05 1
43 1110 1.13e+05 2.246e+09 2
44 1135 1.13e+05 1.21e+05 3
45 1160 1.129e+05 1.159e+05 0
46 1185 1.129e+05 1.198e+05 1
47 1210 1.128e+05 1.148e+05 0
48 1235 1.128e+05 2.798e+08 1
49 1260 1.128e+05 1.641e+10 2
50 1285 1.126e+05 1.177e+05 0
51 1310 1.126e+05 1.355e+05 0
52 1335 1.126e+05 2.878e+09 1
53 1360 1.126e+05 7.679e+09 2
54 1385 1.126e+05 7.158e+09 0
55 1410 1.126e+05 1.379e+05 0
56 1435 1.125e+05 2.772e+08 0
57 1460 1.125e+05 1.189e+05 0
58 1485 1.124e+05 1.603e+09 0
59 1510 1.124e+05 6.099e+09 1
Best Mean Stall
Generation Func-count Penalty Penalty Generations
60 1535 1.124e+05 5.417e+09 0
61 1560 1.124e+05 2.542e+08 1
62 1585 1.124e+05 1.36e+10 0
63 1610 1.124e+05 2.36e+09 0
64 1635 1.124e+05 8.166e+09 0
65 1660 1.124e+05 1.155e+05 0
66 1685 1.123e+05 2.414e+10 0
67 1710 1.123e+05 1.165e+05 0
68 1735 1.123e+05 1.16e+05 1
69 1760 1.123e+05 1.184e+05 0
70 1785 1.123e+05 1.144e+05 0
71 1810 1.123e+05 2.186e+09 0
72 1835 1.123e+05 1.145e+05 0
73 1860 1.123e+05 1.151e+05 0
74 1885 1.123e+05 2.136e+08 0
75 1910 1.123e+05 1.132e+05 1
76 1935 1.123e+05 1.148e+05 2
77 1960 1.123e+05 2.632e+07 3
78 1985 1.123e+05 1.129e+05 0
79 2010 1.123e+05 1.212e+05 0
80 2035 1.12e+05 1.17e+05 0
81 2060 1.12e+05 1.006e+11 1
82 2085 1.12e+05 1.326e+08 0
83 2110 1.12e+05 1.131e+05 1
84 2135 1.119e+05 2.002e+09 0
85 2160 1.119e+05 1.132e+05 1
86 2185 1.119e+05 4.635e+09 2
87 2210 1.119e+05 1.124e+05 0
88 2235 1.118e+05 4.062e+10 0
89 2260 1.118e+05 1.652e+08 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
90 2285 1.118e+05 6.113e+08 0
91 2310 1.118e+05 1.125e+05 1
92 2335 1.118e+05 9.523e+09 0
93 2360 1.118e+05 6.72e+09 0
94 2385 1.117e+05 4.373e+09 0
95 2410 1.116e+05 1.188e+05 0
96 2435 1.116e+05 1.147e+05 1
97 2460 1.116e+05 6.819e+08 2
98 2485 1.116e+05 9.722e+09 3
99 2510 1.116e+05 6.006e+08 4
100 2535 1.116e+05 7.966e+09 0
101 2560 1.113e+05 4.758e+09 0
102 2585 1.113e+05 2.624e+09 0
103 2610 1.112e+05 1.188e+05 0
104 2635 1.111e+05 5.879e+09 0
105 2660 1.111e+05 1.35e+09 0
106 2685 1.111e+05 1.872e+10 1
107 2710 1.111e+05 1.174e+08 2
108 2735 1.111e+05 7.038e+09 0
109 2760 1.11e+05 1.132e+05 0
110 2785 1.11e+05 7.489e+08 1
111 2810 1.11e+05 3.118e+08 2
112 2835 1.11e+05 1.139e+05 3
113 2860 1.11e+05 5.592e+09 4
114 2885 1.11e+05 2.182e+09 0
115 2910 1.109e+05 1.177e+10 0
116 2935 1.109e+05 6.268e+09 0
117 2960 1.109e+05 1.209e+05 0
118 2985 1.109e+05 1.126e+05 1
119 3010 1.109e+05 1.235e+05 2
Best Mean Stall
Generation Func-count Penalty Penalty Generations
120 3035 1.109e+05 1.338e+09 3
121 3060 1.109e+05 2.333e+09 4
122 3085 1.109e+05 7.634e+09 5
123 3110 1.109e+05 4.297e+09 6
124 3135 1.109e+05 2.245e+10 0
125 3160 1.109e+05 2.165e+09 1
126 3185 1.109e+05 1.138e+05 2
127 3210 1.109e+05 8.013e+09 3
128 3235 1.109e+05 1.167e+09 4
129 3260 1.109e+05 8.282e+09 0
130 3285 1.109e+05 4.97e+07 1
131 3310 1.109e+05 2.81e+10 2
132 3335 1.109e+05 4.787e+08 0
133 3360 1.109e+05 8.668e+10 1
134 3385 1.109e+05 1.117e+05 2
135 3410 1.109e+05 1.123e+05 3
136 3435 1.109e+05 1.431e+08 4
137 3460 1.109e+05 3.153e+09 5
138 3485 1.109e+05 1.175e+05 6
139 3510 1.109e+05 2.917e+08 0
140 3535 1.109e+05 2.441e+10 0
141 3560 1.109e+05 1.454e+09 1
142 3585 1.109e+05 1.131e+05 0
143 3610 1.109e+05 7.223e+08 0
144 3635 1.109e+05 7.205e+09 1
145 3660 1.109e+05 1.487e+09 0
146 3685 1.109e+05 1.237e+05 0
147 3710 1.109e+05 1.116e+05 0
148 3735 1.109e+05 1.15e+05 0
149 3760 1.109e+05 1.116e+05 1
Best Mean Stall
Generation Func-count Penalty Penalty Generations
150 3785 1.109e+05 1.312e+05 0
151 3810 1.109e+05 4.673e+08 0
152 3835 1.109e+05 2.881e+09 0
153 3860 1.109e+05 4.429e+08 0
154 3885 1.109e+05 2.449e+09 1
155 3910 1.109e+05 1.137e+05 0
156 3935 1.109e+05 3.807e+10 1
157 3960 1.109e+05 1.139e+05 2
158 3985 1.109e+05 2.036e+09 3
159 4010 1.109e+05 1.15e+05 4
160 4035 1.109e+05 5.665e+08 0
161 4060 1.109e+05 1.412e+10 0
162 4085 1.109e+05 4.045e+08 1
163 4110 1.109e+05 1.115e+05 2
164 4135 1.109e+05 1.133e+05 0
165 4160 1.109e+05 1.118e+05 0
166 4185 1.109e+05 2.441e+10 0
167 4210 1.109e+05 9.322e+08 0
168 4235 1.109e+05 1.693e+07 1
169 4260 1.109e+05 1.123e+05 0
170 4285 1.109e+05 1.178e+10 0
171 4310 1.109e+05 1.205e+05 0
172 4335 1.109e+05 5.04e+07 1
173 4360 1.109e+05 1.128e+05 2
174 4385 1.109e+05 1.164e+05 0
175 4410 1.109e+05 2.376e+09 1
176 4435 1.109e+05 6.592e+09 0
177 4460 1.109e+05 4.293e+08 1
178 4485 1.109e+05 1.151e+09 0
179 4510 1.109e+05 8.987e+09 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
180 4535 1.109e+05 1.133e+05 1
181 4560 1.109e+05 1.144e+05 0
182 4585 1.109e+05 1.912e+09 1
183 4610 1.109e+05 3.294e+08 2
184 4635 1.109e+05 1.115e+05 0
185 4660 1.109e+05 1.131e+05 0
186 4685 1.109e+05 4.272e+09 0
187 4710 1.109e+05 9.277e+08 1
188 4735 1.109e+05 2.535e+09 0
189 4760 1.109e+05 5.573e+10 0
190 4785 1.109e+05 5.154e+09 0
191 4810 1.109e+05 1.02e+09 0
192 4835 1.109e+05 1.112e+05 0
193 4860 1.109e+05 2.889e+09 0
194 4885 1.109e+05 1.147e+05 0
195 4910 1.109e+05 1.127e+05 0
196 4935 1.109e+05 1.739e+08 1
197 4960 1.109e+05 2.462e+10 2
198 4985 1.109e+05 1.16e+10 0
199 5010 1.109e+05 1.166e+05 0
200 5035 1.109e+05 1.083e+10 1
201 5060 1.109e+05 1.618e+08 2
202 5085 1.109e+05 9.705e+10 0
203 5110 1.109e+05 9.978e+09 1
204 5135 1.109e+05 1.609e+08 0
205 5160 1.109e+05 3.508e+09 0
206 5185 1.109e+05 4.728e+10 1
207 5210 1.109e+05 3.298e+09 0
208 5235 1.109e+05 1.224e+10 1
209 5260 1.109e+05 1.41e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
210 5285 1.109e+05 1.114e+05 0
211 5310 1.109e+05 1.317e+09 0
212 5335 1.109e+05 1.117e+05 1
213 5360 1.109e+05 1.122e+05 0
214 5385 1.109e+05 1.112e+05 1
215 5410 1.109e+05 1.117e+05 0
216 5435 1.109e+05 4.787e+09 0
217 5460 1.109e+05 1.135e+05 0
218 5485 1.109e+05 1.215e+05 1
219 5510 1.109e+05 1.594e+09 0
220 5535 1.109e+05 1.155e+05 0
221 5560 1.109e+05 1.214e+05 0
222 5585 1.109e+05 1.122e+05 0
223 5610 1.109e+05 1.151e+05 1
224 5635 1.109e+05 1.139e+05 2
225 5660 1.109e+05 3.686e+09 3
226 5685 1.109e+05 1.478e+10 0
227 5710 1.109e+05 2.266e+08 0
228 5735 1.109e+05 1.255e+05 1
229 5760 1.109e+05 5.073e+09 0
230 5785 1.109e+05 3.501e+09 1
231 5810 1.109e+05 1.168e+05 0
232 5835 1.109e+05 5.137e+09 1
233 5860 1.109e+05 3.438e+09 0
234 5885 1.109e+05 1.11e+05 0
235 5910 1.109e+05 1.154e+05 0
236 5935 1.109e+05 1.057e+08 0
237 5960 1.109e+05 5.851e+09 0
238 5985 1.109e+05 1.149e+05 1
239 6010 1.109e+05 1.139e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
240 6035 1.109e+05 1.317e+05 1
241 6060 1.109e+05 1.842e+07 2
242 6085 1.109e+05 1.998e+10 0
243 6110 1.109e+05 1.121e+05 0
244 6135 1.109e+05 3.17e+09 0
245 6160 1.109e+05 1.157e+05 0
246 6185 1.109e+05 1.073e+10 0
247 6210 1.109e+05 6.103e+09 0
248 6235 1.109e+05 1.773e+10 0
249 6260 1.109e+05 2.438e+09 0
250 6285 1.109e+05 1.12e+05 0
251 6310 1.109e+05 6.851e+09 0
252 6335 1.109e+05 2.623e+10 0
253 6360 1.109e+05 3.028e+08 0
254 6385 1.109e+05 1.367e+10 0
255 6410 1.109e+05 1.126e+10 0
256 6435 1.109e+05 1.169e+09 0
257 6460 1.109e+05 7.613e+07 0
258 6485 1.109e+05 1.785e+08 0
259 6510 1.109e+05 1.125e+05 1
260 6535 1.109e+05 1.114e+05 0
261 6560 1.109e+05 6.595e+09 1
262 6585 1.109e+05 2.482e+09 2
263 6610 1.109e+05 1.114e+05 0
264 6635 1.109e+05 1.19e+05 1
265 6660 1.109e+05 8.909e+09 2
266 6685 1.109e+05 1.489e+09 0
267 6710 1.109e+05 3.107e+09 1
268 6735 1.109e+05 6.344e+08 2
269 6760 1.109e+05 3.684e+08 3
Best Mean Stall
Generation Func-count Penalty Penalty Generations
270 6785 1.109e+05 2.141e+10 0
271 6810 1.109e+05 1.112e+05 0
272 6835 1.109e+05 3.837e+08 0
273 6860 1.109e+05 1.527e+10 0
274 6885 1.109e+05 9.143e+08 1
275 6910 1.109e+05 6.723e+10 0
276 6935 1.109e+05 1.119e+05 1
277 6960 1.109e+05 9.131e+07 0
278 6985 1.109e+05 1.115e+05 0
279 7010 1.109e+05 2.365e+10 0
280 7035 1.109e+05 2.392e+08 1
281 7060 1.109e+05 1.111e+05 0
282 7085 1.109e+05 1.255e+05 1
283 7110 1.109e+05 1.119e+05 0
284 7135 1.109e+05 2.468e+08 0
285 7160 1.109e+05 1.601e+10 1
286 7185 1.109e+05 3.89e+09 0
287 7210 1.109e+05 2.83e+08 0
288 7235 1.109e+05 5.519e+09 0
289 7260 1.109e+05 1.133e+05 0
290 7285 1.109e+05 3.094e+09 0
291 7310 1.109e+05 1.299e+05 0
292 7335 1.109e+05 2.233e+08 1
293 7360 1.109e+05 8.84e+08 0
294 7385 1.109e+05 5.626e+08 0
295 7410 1.109e+05 2.327e+06 0
296 7435 1.109e+05 2.532e+09 1
297 7460 1.109e+05 1.486e+10 2
298 7485 1.109e+05 1.149e+05 0
299 7510 1.109e+05 2.084e+08 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
300 7535 1.109e+05 1.112e+05 1
301 7560 1.109e+05 3.502e+10 2
302 7585 1.109e+05 1.125e+05 0
303 7610 1.109e+05 8.379e+07 1
304 7635 1.109e+05 8.208e+09 2
305 7660 1.109e+05 1.118e+05 0
306 7685 1.109e+05 1.316e+05 1
307 7710 1.109e+05 3.225e+10 0
308 7735 1.109e+05 1.121e+05 0
309 7760 1.109e+05 1.117e+05 1
310 7785 1.109e+05 4.476e+09 0
311 7810 1.109e+05 1.665e+09 0
312 7835 1.109e+05 8.314e+08 0
313 7860 1.109e+05 1.118e+05 0
314 7885 1.109e+05 1.119e+05 0
315 7910 1.109e+05 1.141e+05 1
316 7935 1.109e+05 3.922e+08 0
317 7960 1.109e+05 6.98e+09 1
318 7985 1.109e+05 1.162e+05 2
319 8010 1.109e+05 1.207e+05 0
320 8035 1.109e+05 1.125e+05 1
321 8060 1.109e+05 5.967e+08 0
322 8085 1.109e+05 7.318e+09 1
323 8110 1.109e+05 9.452e+07 0
324 8135 1.109e+05 7.687e+08 1
325 8160 1.109e+05 1.261e+09 0
326 8185 1.109e+05 1.155e+05 0
327 8210 1.109e+05 1.137e+05 1
328 8235 1.109e+05 5.811e+10 2
329 8260 1.109e+05 6.665e+08 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
330 8285 1.109e+05 5.38e+09 0
331 8310 1.109e+05 8.489e+08 0
332 8335 1.109e+05 1.125e+05 0
333 8360 1.109e+05 1.425e+10 0
334 8385 1.109e+05 1.136e+09 1
335 8410 1.109e+05 4.323e+06 0
336 8435 1.109e+05 5.771e+09 1
337 8460 1.109e+05 1.138e+05 2
338 8485 1.109e+05 1.16e+05 0
339 8510 1.109e+05 8.281e+09 0
340 8535 1.109e+05 1.123e+05 1
341 8560 1.109e+05 1.119e+05 2
342 8585 1.109e+05 4.076e+09 0
343 8610 1.109e+05 3.425e+07 0
344 8635 1.109e+05 1.97e+08 1
345 8660 1.109e+05 1.111e+05 0
346 8685 1.109e+05 1.08e+10 1
347 8710 1.109e+05 1.172e+05 0
348 8735 1.109e+05 1.169e+05 1
349 8760 1.109e+05 1.014e+10 2
350 8785 1.109e+05 5.88e+07 3
351 8810 1.109e+05 2.809e+10 0
352 8835 1.109e+05 1.122e+05 0
353 8860 1.109e+05 1.111e+05 0
354 8885 1.109e+05 7.505e+08 1
355 8910 1.109e+05 2.541e+09 0
356 8935 1.109e+05 2.967e+08 0
357 8960 1.109e+05 1.036e+10 0
358 8985 1.109e+05 1.11e+05 0
359 9010 1.109e+05 1.122e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
360 9035 1.109e+05 1.022e+10 1
361 9060 1.109e+05 1.12e+05 0
362 9085 1.109e+05 1.28e+09 1
363 9110 1.109e+05 1.12e+05 2
364 9135 1.109e+05 6.868e+09 0
365 9160 1.109e+05 1.515e+09 1
366 9185 1.109e+05 5.898e+08 2
367 9210 1.109e+05 1.797e+10 0
368 9235 1.109e+05 1.129e+05 0
369 9260 1.109e+05 1.108e+10 1
370 9285 1.109e+05 4.168e+10 0
371 9310 1.109e+05 1.384e+10 0
372 9335 1.109e+05 1.138e+05 0
373 9360 1.109e+05 2.998e+09 1
374 9385 1.109e+05 1.118e+05 0
375 9410 1.109e+05 1.078e+08 1
376 9435 1.109e+05 8.416e+08 0
377 9460 1.109e+05 1.169e+05 0
378 9485 1.109e+05 1.124e+05 1
379 9510 1.109e+05 6.441e+09 0
380 9535 1.109e+05 1.773e+08 0
381 9560 1.109e+05 1.868e+10 0
382 9585 1.109e+05 1.112e+05 0
383 9610 1.109e+05 5.599e+07 1
384 9635 1.109e+05 3.408e+10 2
385 9660 1.109e+05 1.017e+09 3
386 9685 1.109e+05 9.327e+07 0
387 9710 1.109e+05 9.82e+08 1
388 9735 1.109e+05 2.881e+10 0
389 9760 1.109e+05 1.046e+10 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
390 9785 1.109e+05 1.495e+09 0
391 9810 1.109e+05 4.239e+09 0
392 9835 1.109e+05 3.068e+07 0
393 9860 1.109e+05 3.318e+10 0
394 9885 1.109e+05 1.151e+05 1
395 9910 1.109e+05 1.616e+07 2
396 9935 1.109e+05 3.652e+05 3
397 9960 1.109e+05 4.265e+09 0
398 9985 1.109e+05 1.172e+05 0
399 10010 1.109e+05 2.489e+09 0
400 10035 1.109e+05 9.212e+09 1
401 10060 1.109e+05 1.313e+05 0
402 10085 1.109e+05 1.757e+10 0
403 10110 1.109e+05 6.002e+09 0
404 10135 1.109e+05 1.217e+08 1
405 10160 1.109e+05 7.747e+09 0
406 10185 1.109e+05 9.128e+09 0
407 10210 1.109e+05 1.186e+05 0
408 10235 1.109e+05 5.388e+10 0
409 10260 1.109e+05 4.32e+09 0
410 10285 1.109e+05 1.061e+09 1
411 10310 1.109e+05 1.199e+05 0
412 10335 1.109e+05 1.331e+05 1
413 10360 1.109e+05 6.175e+08 2
414 10385 1.109e+05 1.139e+05 0
415 10410 1.109e+05 1.444e+05 0
416 10435 1.109e+05 2.321e+08 1
417 10460 1.109e+05 1.163e+05 0
418 10485 1.109e+05 1.112e+05 0
419 10510 1.109e+05 2.134e+10 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
420 10535 1.109e+05 6.274e+08 1
421 10560 1.109e+05 1.116e+05 0
422 10585 1.109e+05 1.306e+05 0
423 10610 1.109e+05 1.954e+09 1
424 10635 1.109e+05 1.163e+05 0
425 10660 1.109e+05 1.117e+05 1
426 10685 1.109e+05 4.155e+09 0
427 10710 1.109e+05 1.125e+10 1
428 10735 1.109e+05 9.55e+09 0
429 10760 1.109e+05 1.123e+05 0
430 10785 1.109e+05 2.926e+09 1
431 10810 1.109e+05 6.408e+09 0
432 10835 1.109e+05 1.12e+05 1
433 10860 1.109e+05 1.133e+05 2
434 10885 1.109e+05 1.145e+05 3
435 10910 1.109e+05 7.4e+07 0
436 10935 1.109e+05 5.267e+09 1
437 10960 1.109e+05 3.403e+10 2
438 10985 1.109e+05 5.765e+09 3
439 11010 1.109e+05 1.64e+10 0
440 11035 1.109e+05 1.602e+08 0
441 11060 1.109e+05 1.315e+05 0
442 11085 1.109e+05 1.21e+05 0
443 11110 1.109e+05 5.981e+10 0
444 11135 1.109e+05 9.192e+07 0
445 11160 1.109e+05 7.423e+09 0
446 11185 1.109e+05 1.687e+08 1
447 11210 1.109e+05 1.166e+10 0
448 11235 1.109e+05 1.29e+09 0
449 11260 1.109e+05 3.025e+10 1
Best Mean Stall
Generation Func-count Penalty Penalty Generations
450 11285 1.109e+05 4.537e+08 0
451 11310 1.109e+05 1.321e+05 0
452 11335 1.109e+05 9.301e+09 0
453 11360 1.109e+05 1.339e+05 0
454 11385 1.109e+05 1.106e+10 0
455 11410 1.109e+05 1.188e+05 0
456 11435 1.109e+05 1.151e+05 1
457 11460 1.109e+05 1.173e+05 0
458 11485 1.109e+05 1.112e+05 0
459 11510 1.109e+05 1.727e+09 0
460 11535 1.109e+05 1.111e+05 1
461 11560 1.109e+05 4.268e+09 0
462 11585 1.109e+05 8.568e+08 0
463 11610 1.109e+05 1.784e+08 0
464 11635 1.109e+05 3.634e+09 0
465 11660 1.109e+05 1.295e+10 0
466 11685 1.109e+05 6.012e+09 0
467 11710 1.109e+05 3.947e+08 0
468 11735 1.109e+05 1.129e+05 0
469 11760 1.109e+05 8.63e+08 0
470 11785 1.109e+05 1.119e+05 0
471 11810 1.109e+05 1.768e+10 0
472 11835 1.109e+05 8.364e+09 1
473 11860 1.109e+05 1.146e+05 0
474 11885 1.109e+05 1.419e+05 1
475 11910 1.109e+05 3.554e+09 0
476 11935 1.109e+05 1.658e+10 0
477 11960 1.109e+05 2.058e+09 1
478 11985 1.109e+05 3.714e+10 0
479 12010 1.109e+05 1.111e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
480 12035 1.109e+05 2.421e+08 1
481 12060 1.109e+05 1.113e+05 0
482 12085 1.109e+05 1.118e+05 0
483 12110 1.109e+05 1.116e+05 1
484 12135 1.109e+05 5.118e+09 0
485 12160 1.109e+05 4.843e+09 0
486 12185 1.109e+05 8.755e+09 0
487 12210 1.109e+05 6.559e+06 0
488 12235 1.109e+05 5.788e+08 0
489 12260 1.109e+05 1.988e+10 0
490 12285 1.109e+05 1.015e+09 1
491 12310 1.109e+05 7.71e+09 2
492 12335 1.109e+05 3.529e+09 3
493 12360 1.109e+05 1.303e+10 0
494 12385 1.109e+05 1.207e+05 1
495 12410 1.109e+05 1.184e+05 2
496 12435 1.109e+05 1.13e+05 0
497 12460 1.109e+05 1.029e+10 0
498 12485 1.109e+05 6.9e+09 0
499 12510 1.109e+05 1.116e+05 0
500 12535 1.109e+05 1.113e+05 0
501 12560 1.109e+05 1.531e+09 1
502 12585 1.109e+05 1.594e+09 2
503 12610 1.109e+05 1.274e+10 0
504 12635 1.109e+05 9.286e+09 0
505 12660 1.109e+05 1.131e+05 0
506 12685 1.109e+05 1.131e+05 0
507 12710 1.109e+05 4.227e+07 0
508 12735 1.109e+05 1.722e+09 0
509 12760 1.109e+05 7.935e+06 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
510 12785 1.109e+05 1.42e+10 1
511 12810 1.109e+05 1.144e+05 0
512 12835 1.109e+05 1.774e+10 1
513 12860 1.109e+05 1.691e+10 0
514 12885 1.109e+05 1.38e+09 1
515 12910 1.109e+05 1.191e+05 0
516 12935 1.109e+05 9.77e+09 0
517 12960 1.109e+05 2.751e+09 1
518 12985 1.109e+05 2.757e+09 2
519 13010 1.109e+05 1.125e+05 3
520 13035 1.109e+05 1.131e+05 0
521 13060 1.109e+05 1.86e+09 1
522 13085 1.109e+05 3.484e+08 2
523 13110 1.109e+05 5.064e+08 3
524 13135 1.109e+05 1.118e+05 4
525 13160 1.109e+05 1.142e+05 5
526 13185 1.109e+05 2.449e+09 6
527 13210 1.109e+05 1.126e+05 0
528 13235 1.109e+05 1.745e+09 0
529 13260 1.109e+05 1.374e+05 0
530 13285 1.109e+05 1.788e+08 0
531 13310 1.109e+05 1.129e+05 0
532 13335 1.109e+05 2.963e+09 0
533 13360 1.109e+05 5.787e+09 0
534 13385 1.109e+05 4.926e+08 0
535 13410 1.109e+05 2.988e+07 0
536 13435 1.109e+05 1.164e+05 1
537 13460 1.109e+05 1.134e+05 2
538 13485 1.109e+05 1.211e+05 0
539 13510 1.109e+05 4.835e+09 1
Best Mean Stall
Generation Func-count Penalty Penalty Generations
540 13535 1.109e+05 5.523e+08 0
541 13560 1.109e+05 1.288e+10 0
542 13585 1.109e+05 1.112e+05 1
543 13610 1.109e+05 1.121e+05 2
544 13635 1.109e+05 1.116e+05 3
545 13660 1.109e+05 1.181e+05 4
546 13685 1.109e+05 1.25e+10 0
547 13710 1.109e+05 5.683e+08 0
548 13735 1.109e+05 1.127e+05 1
549 13760 1.109e+05 3.736e+07 2
550 13785 1.109e+05 5.698e+09 0
551 13810 1.109e+05 1.11e+05 0
552 13835 1.109e+05 9.582e+09 0
553 13860 1.109e+05 1.902e+09 1
554 13885 1.109e+05 7.36e+10 2
555 13910 1.109e+05 5.144e+09 0
556 13935 1.109e+05 7.818e+08 1
557 13960 1.109e+05 1.205e+05 0
558 13985 1.109e+05 1.754e+10 0
559 14010 1.109e+05 1.157e+05 1
560 14035 1.109e+05 1.251e+05 2
561 14060 1.109e+05 3.835e+09 0
562 14085 1.109e+05 7.108e+09 0
563 14110 1.109e+05 3.776e+09 0
564 14135 1.109e+05 1.093e+09 0
565 14160 1.109e+05 1.242e+05 1
566 14185 1.109e+05 1.124e+05 0
567 14210 1.109e+05 1.599e+08 0
568 14235 1.109e+05 1.112e+05 0
569 14260 1.109e+05 1.119e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
570 14285 1.109e+05 1.124e+05 0
571 14310 1.109e+05 1.178e+05 1
572 14335 1.109e+05 2.62e+09 0
573 14360 1.109e+05 1.111e+05 0
574 14385 1.109e+05 1.936e+10 0
575 14410 1.109e+05 4.923e+09 1
576 14435 1.109e+05 1.113e+05 0
577 14460 1.109e+05 5.454e+09 1
578 14485 1.109e+05 3.911e+08 0
579 14510 1.109e+05 1.122e+05 0
580 14535 1.109e+05 1.166e+05 1
581 14560 1.109e+05 1.133e+05 0
582 14585 1.109e+05 1.119e+09 0
583 14610 1.109e+05 1.154e+05 1
584 14635 1.109e+05 1.133e+05 2
585 14660 1.109e+05 6.301e+07 0
586 14685 1.109e+05 1.274e+10 0
587 14710 1.109e+05 5.186e+09 1
588 14735 1.109e+05 4.83e+09 0
589 14760 1.109e+05 1.539e+10 1
590 14785 1.109e+05 2.431e+07 2
591 14810 1.109e+05 1.127e+05 3
592 14835 1.109e+05 1.133e+05 0
593 14860 1.109e+05 4.746e+09 0
594 14885 1.109e+05 1.134e+05 1
595 14910 1.109e+05 2.8e+09 0
596 14935 1.109e+05 3.687e+08 0
597 14960 1.109e+05 1.113e+05 1
598 14985 1.109e+05 1.164e+05 2
599 15010 1.109e+05 1.115e+05 0
Best Mean Stall
Generation Func-count Penalty Penalty Generations
600 15035 1.109e+05 1.143e+05 1
601 15060 1.109e+05 1.275e+05 2
602 15085 1.109e+05 1.493e+10 0
603 15110 1.109e+05 7.873e+09 1
604 15135 1.109e+05 1.136e+05 0
605 15160 1.109e+05 6.079e+09 0
606 15185 1.109e+05 4.985e+08 0
607 15210 1.109e+05 1.237e+05 0
608 15235 1.109e+05 1.197e+05 0
609 15260 1.109e+05 1.733e+10 1
ga stopped because the average change in the penalty function value is less than options.FunctionTolerance and
the constraint violation is less than options.ConstraintTolerance.
Nv = [Nv1,x(1:7-1)]
Nv = 1x7
1 1 7 1 1 1 1
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K = [K1,x(7-1+1:7-1+7-1)]
K = 1x7
1 40 12 10 7 5 4
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m = x(7-1+7-1+1:7-1+7-1+6)
m = 1x6
0.0062 0.0078 0.0071 0.0092 0.0120 0.0103
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function Z = FitnessFcn(x,Nv1,K1)
Nv(1) = Nv1;
Nv(2:7) = x(1:7-1);
K(1) = K1;
K(2:7) = x(7-1+1:7-1+7-1);
m = x(7-1+7-1+1:7-1+7-1+6);
Tb=1.2;
Hb=[2.8 2.2 1.7 1.2 0.8 0.6 0 0];
Sb=[25 28 32 36 35 38 0 0];
F=[70 50 48 55 80 65 0 0];
Sv=[0 280 200 320 360 380 420 0];
Hv=[0 2.5 1.9 1.4 1 0.7 0.5 0];
D=[180000 200000 240000 300000 350000 400000 0 0];
P=[0 200000 240000 300000 350000 400000 450000 0];
q=[1 1 1 1 1 1 0 0];
u=[0.009 0.0064 0.0054 0.0072 0.01 0.008 0 0];
t=[0.015 0.01 0.009 0.012 0.016 0.014 0 0];
w=[0.005 0.004 0.003 0.004 0.006 0.004 0 0];
Se=[29 32 38 42 37 40 0 0];
n=[1 0.9 0.75 0.6 0.51 0.45];
p=[3.2 2.6 2.1 1.6 1.2 0.9 0 0];
Nb=[1 1 1 1 1 1 0 0];
idx = 1:6;
Nvc = cumprod(Nv(idx+1));
Nvb = cumprod(Nv(idx));
Z = sum(n(idx).*Tb.*Hb(idx).*D(idx).*(m(idx)-u(idx))+...
(n(idx)*Tb).^2./(Nvc.*K(idx+1)).* ...
(D(idx)/2.*(Hb(idx)+Hv(idx+1)-2*Hv(idx+1).*(1-D(idx)./P(idx+1))))+ ...
Nvc.*K(idx+1).*(Se(idx).*(t(idx)-m(idx)).^3.*(t(idx)+3*m(idx)-4*w(idx)) ...
./(t(idx)-w(idx)).^4 +(Hb(idx)+p(idx)).*D(idx).*(t(idx)-m(idx)).^5.*(2*t(idx)+3*m(idx)-5*w(idx)) ...
./(5*(t(idx)-w(idx)).^4)+F(idx))+Nvc.*Sv(idx+1)+...
(n(idx)*Tb).^2./Nvc.*(Hv(idx+1).*D(idx)/2.*(1-D(idx)./P(idx+1)))...
+ Nvb.*Nb(idx).*Sb(idx));
end