-
Notifications
You must be signed in to change notification settings - Fork 0
/
functions.c
1315 lines (1152 loc) · 25.7 KB
/
functions.c
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
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
/*
Description: The ANSI C code of the PRVNS approach
Programmer: Wesklei Migliorini
E-mail: wesklei.m@gmail.com
Date: 04/11/2014
Lisence: Free
Note: The system was developed using Linux.
To compile: Type: make
To run: ./algorithm input.in
*/
#include "functions.h"
void prepararObjFunc(int* FUNCTION, double* lb, double* ub)/*{{{*/
{
switch (*FUNCTION) {
case 0: //Rastrigin
*lb = -5.12;
*ub = 5.12;
break;
case 1: //Schaffer
*lb = -100.00;
*ub = 100.00;
break;
case 2: //Griewank
*lb = -600.00;
*ub = 600.00;
break;
case 3: //Ackley
*lb = -32.00;
*ub = 32.00;
break;
case 4: //Rosenbrock
*lb = -30.00;
*ub = 30.00;
break;
case 5: //Sphere
*lb = -100.00;
*ub = 100.00;
break;
case 6: //MPE
*lb = 0;
*ub = 5;
break;
case 7: //SCHAFFER_F6
*lb = -100.00;
*ub = 100.00;
break;
case 8: //Generalized Schwefel's function 2.26
*lb = -500.00;
*ub = 500.00;
break;
case 9: // Step function
*lb = -100.00;
*ub = 100.00;
break;
case 11: // Generalized Penalized function #1
*lb = -500.00;
*ub = 500.00;
break;
case 12: // Levy Function
*lb = -10.00;
*ub = 10.00;
break;
case 13: // Zakharov
*lb = -5.00;
*ub = 10.00;
break;
case 14: // EggHolder
*lb = -512.00;
*ub = 512.00;
break;
case 15: // Holzman
*lb = -10.00;
*ub = 10.00;
break;
case 16: // Michalewitz
*lb = 0.00;
*ub = PI;
break;
case 17: // Generalized penalized function #2
*lb = -50.00;
*ub = 50.00;
break;
case 18: // Powell
*lb = -4.00;
*ub = 5.00;
break;
case 19: // Rana
*lb = -512.00;
*ub = 512.00;
break;
case 20: // Shubert
*lb = -10.00;
*ub = 10.00;
break;
case 21: //StretchedV
*lb = -10.00;
*ub = 10.00;
break;
case 22: // Multimod
*lb = -10.00;
*ub = 10.00;
break;
case 23: // Schwefels 222
*lb = -10.00;
*ub = 10.00;
break;
//Shifted functions
case 25: //Shifted Sphere
*lb = -100.00;
*ub = 100.00;
break;
case 26: //Shifted Schwefel's Problem 2.21
*lb = -100.00;
*ub = 100.00;
break;
case 27: //Shifted Rosenbrock
*lb = -100.00;
*ub = 100.00;
break;
case 28: //Shifted Rastrigin
*lb = -5.12;
*ub = 5.12;
break;
case 29: //Shifted Griewank
*lb = -600.00;
*ub = 600.00;
break;
case 30: //Shifted Ackley
*lb = -32.00;
*ub = 32.00;
break;
case 31: //Shifted Schwefel 2.22
*lb = -10.00;
*ub = 10.00;
break;
case 32: //Shifted Schwefel 1.2
*lb = -65.536;
*ub = 65.536;
break;
case 33: //Shifted Extended_f10
*lb = -100.00;
*ub = 100.00;
break;
case 34: //Shifted Bohachevsky
*lb = -15.00;
*ub = 15.00;
break;
case 35: //Shifted schaffer
*lb = -100.00;
*ub = 100.00;
break;
//Hybrid functions
case 36: //Hybrid 1
*lb = -100.00;
*ub = 100.00;
break;
case 37: //Hybrid 2
*lb = -5.00;
*ub = 5.00;
break;
case 38: //Hybrid 3
*lb = -10.00;
*ub = 10.00;
break;
case 39: //Hybrid 4
*lb = -100.00;
*ub = 100.00;
break;
case 40: //Hybrid 5
*lb = -100.00;
*ub = 100.00;
break;
case 41: //Hybrid 6
*lb = -100.00;
*ub = 100.00;
break;
case 42: //Hybrid 7
*lb = -5.00;
*ub = 5.00;
break;
case 43: //Hybrid 8
*lb = -10.00;
*ub = 10.00;
break;
default:
printf("Info: Invalid function.\n") ;
exit(0);
}
}/*}}}*/
double objfunc(double sol[],const int* FUNCTION, const int* DIM, int *cont)/*{{{*/
{
*cont+=1;
switch (*FUNCTION) {
case 0: //Rastrigin
return rastrigin(sol,*DIM);
case 1: //Schaffer
return schaffer(sol,*DIM);
case 2: //Griewank
return griewank(sol,*DIM);
case 3: //Ackley
return ackley(sol,*DIM);
case 4: //Rosenbrock
return rosenbrock(sol,*DIM);
case 5: //Sphere
return sphere(sol,*DIM);
case 6: //MPE
return mpe(sol,*DIM);
case 7: //SCHAFFER_F6
return schaffer_f6(sol,*DIM);
break;
case 8: //Generalized Schwefel's function 2.26
return g_schwefels(sol,*DIM);
break;
case 9: // Step Function
return step(sol,*DIM);
break;
case 11: // Generalized Penalized function #1
return penalized1(sol,*DIM);
break;
case 12: // Levy Function
return levy(sol,*DIM);
break;
case 13: // Zakharov
return zakharov(sol,*DIM);
break;
case 14: // EggHolder
return egg_holder(sol,*DIM);
break;
case 15: // Holzman
return holzman(sol,*DIM);
break;
case 16: // Michalewitz
return michalewitz(sol,*DIM);
break;
case 17: // Generalized Penalized function #2
return penalized2(sol,*DIM);
break;
case 18: // Powell
return powell(sol,*DIM);
break;
case 19: // Rana
return rana(sol,*DIM);
break;
case 20: // Shubert
return shubert(sol,*DIM);
break;
case 21: // StretchedV
return stretchedV(sol,*DIM);
break;
case 22: // Multimod
return multimod(sol,*DIM);
break;
case 23: // Schwefel's function 2.22
return schwefels222(sol,*DIM);
break;
//Shifted functions
case 25: //Shifted_Sphere
return shifted_sphere(sol,*DIM);
break;
case 26: //Shifted Schwefel Problem 2.21
return shifted_schwefel_221(sol,*DIM);
break;
case 27: //Shifted_Rosenbrock
return shifted_rosenbrock(sol,*DIM);
break;
case 28: //Shifted Rastrigin
return shifted_rastrigin(sol,*DIM);
break;
case 29: //Shifted Griewank
return shifted_griewank(sol,*DIM);
break;
case 30://Shifted Ackley
return shifted_ackley(sol,*DIM);
break;
case 31: //Shifted Schwefel 2.22
return shifted_schwefel_222(sol,*DIM);
break;
case 32: //Shifted Schwefel 1.2
return shifted_schwefel_12(sol,*DIM);
break;
case 33: //Shifted Extended_f10
return shifted_extended_f10(sol,*DIM);
break;
case 34: //Shifted Bohachevsky
return shifted_bohachevsky(sol,*DIM);
break;
case 35: //Shifted schaffer
return shifted_schaffer(sol,*DIM);
break;
//Hybrid functions
case 36: //Hybrid 1
return hybrid_1(sol,*DIM);
break;
case 37: //Hybrid 2
return hybrid_2(sol,*DIM);
break;
case 38: //Hybrid 3
return hybrid_3(sol,*DIM);
break;
case 39: //Hybrid 4
return hybrid_4(sol,*DIM);
break;
case 40: //Hybrid 5
return hybrid_5(sol,*DIM);
break;
case 41: //Hybrid 6
return hybrid_6(sol,*DIM);
break;
case 42: //Hybrid 7
return hybrid_7(sol,*DIM);
break;
case 43: //Hybrid 8
return hybrid_8(sol,*DIM);
break;
default:
printf("Info: Invalid function.\n") ;
exit(0);
}
}/*}}}*/
char *getFunctionName(int FUNCTION){/*{{{*/
switch (FUNCTION) {
case 0: //Rastrigin
return "Rastrigin";
case 1: //Schaffer
return "Schaffer F7";
case 2: //Griewank
return "Griewank";
case 3: //Ackley
return "Ackley";
case 4: //Rosenbrock
return "Rosenbrock";
case 5: //Sphere
return "Sphere";
case 6: //MPE
return "Molecular Potential Energy";
case 7: //SCHAFFER_F6
return "Schaffer F6";
break;
case 8: //G_SCHWEFELS
return "Generalized Schwefels 2.26";
break;
case 9: // Step function
return "Step";
break;
case 11: // Generalized Penalized function #1
return "Generalized Penalized function #1";
break;
case 12: // Levy
return "Levy";
break;
case 13: // Zakharov
return "Zakharov";
break;
case 14: // Egg holder
return "Egg holder";
break;
case 15: // Generalized Holzman
return "Generalized Holzman";
break;
case 16: // Michalewitz
return "Michalewitz";
break;
case 17: // Generalized penalized function #2
return "Generalized penalized function #2";
break;
case 18: // Powell
return "Powell";
break;
case 19: // Rana
return "Rana";
break;
case 20: // Shubert
return "Shubert";
break;
case 21: //StretchedV
return "StretchedV";
break;
case 22: //Multimod
return "Multimod";
break;
case 23: // Schwefel's function 2.22
return "Schwefel's function 2.22";
break;
//Shifted functions
case 25: //Shifted Sphere
return "Shifted Sphere";
break;
case 26: //Shifted Schwefel's Problem 2.21
return "Shifted Schwefel's Problem 2.21";
break;
case 27: //Shifted Rosenbrock
return "Shifted Rosenbrock";
break;
case 28: //Shifted Rastrigin
return "Shifted Rastrigin";
break;
case 29: //Shifted Griewank
return "Shifted Griewank";
break;
case 30: //Shifted Ackley
return "Shifted Ackley";
break;
case 31: //Shifted Schwefel 2.22
return "Shifted Schwefel 2.22";
break;
case 32: //Shifted Schwefel 1.2
return "Shifted Schwefel 1.2";
break;
case 33: //Shifted Extended_f10
return "Shifted Extended_f10";
break;
case 34: //Shifted Bohachevsky
return "Shifted Bohachevsky";
break;
case 35: //Shifted schaffer
return "Shifted Schaffer";
break;
//Hybrid functions
case 36: //Hybrid 1
return "Hybrid 1";
break;
case 37: //Hybrid 2
return "Hybrid 2";
break;
case 38: //Hybrid 3
return "Hybrid 3";
break;
case 39: //Hybrid 4
return "Hybrid 4";
break;
case 40: //Hybrid 5
return "Hybrid 5";
break;
case 41: //Hybrid 6
return "Hybrid 6";
break;
case 42: //Hybrid 7
return "Hybrid 7";
break;
case 43: //Hybrid 8
return "Hybrid 8";
break;
default:
printf("Info: Invalid function.\n") ;
exit(0);
}
}/*}}}*/
double rastrigin( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int j;
double top = 0.00;
for(j=0;j<DIM;j++)
{
top=top+(pow(sol[j],(double)2)-10*cos(2*M_PI*sol[j])+10);
}
return top;
}/*}}}*/
double schaffer( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int j;
double top = 0.00 , top1 = 0.00;
for(j=0;j<DIM;j++)
{
top=top+(pow(sol[j],(double)2));
}
top = pow(top,(double)0.25);
for(j=0;j<DIM;j++)
{
top1=top1+(pow(sol[j],(double)2));
}
top1=pow(top1,(double)0.1);
top1 = pow(sin(50*top1),(double)2) +1.0;
return top*top1;
}/*}}}*/
double griewank( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int j;
double top = 0.00 , top1 = 0.00, top2 = 0.00;
for(j=0;j<DIM;j++)
{
top1=top1+pow((sol[j]),(double)2);
top2=top2*cos((((sol[j])/sqrt((double)(j+1)))*M_PI)/180);
}
top=(1/(double)4000)*top1-top2+1;
return top;
}/*}}}*/
double ackley( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int i;
double aux = 0.0;
double aux1 = 0.0;
for (i = 0; i < DIM; i++)
{
aux += sol[i]*sol[i];
}
for (i = 0; i < DIM; i++)
{
aux1 += cos(2.0*M_PI*sol[i]);
}
return (-20.0*(exp(-0.2*sqrt(1.0/(float)DIM*aux)))-exp(1.0/(float)DIM*aux1)+20.0+exp(1));
}/*}}}*/
double rosenbrock( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int i;
double top = 0.00;
for (i = 0; i < DIM-1; i++)
{
top=top+100.*pow((sol[i+1] - pow(sol[i],2.)),2) + pow((1. - sol[i]),2);
}
return top;
}/*}}}*/
double sphere( double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
int j;
double top = 0.00;
for(j=0;j<DIM;j++)
{
top=top+sol[j]*sol[j];
}
return top;
}/*}}}*/
double shubert(double sol[], int DIM){/*{{{*/
//sol[] -> the population set
//DIM the dimension of sol[]
//Shubert
/*
- Domain |x| <= 10.0
- Number of local minimum = 400
- Global minimum fmin = -24.062499 at the ff. points
- (-6.774576, -6.774576), ..., (5.791794, 5.791794)
*/
double sum = 0.0;
int i;
for (i = 0; i < DIM; i++) {
sum += -sin(2.0*sol[i]+1.0)
-2.0*sin(3.0*sol[i]+2.0)
-3.0*sin(4.0*sol[i]+3.0)
-4.0*sin(5.0*sol[i]+4.0)
-5.0*sin(6.0*sol[i]+5.0);
}
return sum/(DIM/2.0);
}/*}}}*/
double schaffer_f6( double sol[], int DIM){/*{{{*/
double top=0;
double top1=0;
double top2=0;
int j;
for(j=0;j<DIM-1;j++)
{
top1 = pow( sin( sqrt( pow(sol[j],(double)2) + pow(sol[j+1],(double)2) ) ), (double)2) - 0.5;
top2 = pow( 1.0 + 0.001* ( pow(sol[j],(double)2) + pow(sol[j+1],(double)2) ), (double)2);
top = top + (0.5 + top1/top2);
}
return top;
}/*}}}*/
double g_schwefels( double sol[], int DIM){/*{{{*/
//known_optimal = -418.982887272433 at sol(i)=420.9687
int i;
double aux = 0.0;
for (i=0;i<DIM;i++)
{
aux += (-1 * sol[i]) * sin(sqrt(fabs(sol[i])));
}
return(aux);
}/*}}}*/
double mpe( double sol[], int DIM){/*{{{*/
//[0,5] fmin=-0.411183034 * n
int i;
double aux1=0.0,aux2=0.0;
for (i=0;i<DIM;i++)
{
aux1 += 1 + cos(3*sol[i]);
aux2 += (pow(-1,i) / (sqrt(fabs(10.60099896-4.141720682 * cos(sol[i])))));
}
return aux1 + aux2;
}/*}}}*/
double michalewitz( double sol[], int DIM){/*{{{*/
int i;
double aux;
//Michalewitz
/*
Dimension: n
Domain: 0< | x[i] | <= PI
Global minimum: x[] = -0.966*n
*/
aux=0;
for (i=0;i<DIM;i++) {
aux = aux + sin(sol[i]) * pow(sin((i+1)*sol[i]*sol[i]/(float)PI), 2.0 * 10.0);
}
return(-1*aux);
}/*}}}*/
double powell( double sol[], int DIM){/*{{{*/
int j;
double aux; //Powell
/*
Dimension: n > 4
Domain: -4<= x[i] <= 5
Global minimum: at (3, -1, 0, 1, ..., 3, -1, 0, 1) with fmin = 0
*/
aux = 0.0;
for (j = 1; j <= (int)DIM/4; j++) {
aux += pow(sol[4*j-4] + 10 * sol[4*j-3],2.0)
+ 5 * pow(sol[4*j-2] - sol[4*j-1],2.0)
+ pow(sol[4*j-3] - 2 * sol[4*j-2], 4.0)
+ 10 * pow(sol[4*j - 4] - sol[4*j-1], 4.0);
}
return aux;
}/*}}}*/
double levy( double sol[], int DIM)/*{{{*/
{
//Levy Function
double aux,*y;
int i;
//x[i] = 1 f(x[i])=0
y = (double*) malloc (DIM * sizeof(double));
for (i = 0; i< DIM; i++)
y[i] = 1+(sol[i]-1)/4.0;
aux = pow(sin(PI*y[0]),2.0);
for (i = 0; i<DIM-1;i++)
aux = aux + pow(y[i]-1,2.0)*(1+10*pow(sin(PI*y[i]+1),2.0));
aux = aux+pow(y[DIM-1]-1,2.0)*(1+pow(sin(2*PI*y[DIM-1]),2.0) );
free (y);
return ( aux );
}/*}}}*/
double zakharov( double sol[], int DIM)/*{{{*/
{
// Zakharov function //x[i] = 0 f(x[i])=0
//
double aux,aux1;
int j;
aux = aux1 = 0.0;
for (j = 0; j< DIM; j++)
{
aux = aux + pow(sol[j],2.0);
aux1 = aux1+0.5*j*sol[j];
}
return ( aux+pow(aux1,2.0)+pow(aux1,4.0) );
}/*}}}*/
double egg_holder( double sol[], int DIM)/*{{{*/
{
//Egg holder
/*
- Dimension: n
- Domain: -512 < | x_i | < 512
- Minimum for n=2 fmin(512, 404.2319) = -959.641
*/
double aux;
int i;
aux = 0.0;
for (i = 0; i < DIM-1; i++)
{
aux += -(sol[i+1] + 47.0) * sin(sqrt(fabs(sol[i+1] + sol[i] * 0.5 + 47.0))) + sin(sqrt(fabs(sol[i] - (sol[i+1] + 47.0)))) * (-sol[i]);
}
return (aux);
}/*}}}*/
double rana( double sol[], int DIM)/*{{{*/
{
//Rana
/*
Dimension: n
Domain: -520<= x[i] <= 520
Global minimum: ???
*/
double sum,t1,t2;
int i;
sum = 0.0;
for (i = 0; i < DIM-1; i++) {
/* if(sol[i] < -520.00f || sol[i] > 520.00f) */
/* printf("rana %f\n",sol[i]); */
t1 = sqrt(fabsf(sol[i+1] + sol[i] + 1.0));
t2 = sqrt(fabsf(sol[i+1] - sol[i] + 1.0));
sum += (sol[i+1] + 1.0) * cos(t2) * sin(t1) + cos(t1) * sin(t2) * sol[i];
}
return sum/(double)(DIM-1);
}/*}}}*/
double holzman( double sol[], int DIM){/*{{{*/
//Generalized Holzman
/*
Dimension: n
Domain: | x[i] | <= 10
Global minimum: 0 at x[i] = 0
*/
int i;
double aux = 0.0;
for (i = 0; i < DIM; i++)
{
aux += i * pow(sol[i] , 4);
}
return aux;
}/*}}}*/
double schwefels222( double sol[], int DIM){/*{{{*/
// Schwefel's function 2.22
/*
- Domain: | x_i | <= 10.0
Global minimum is 0.0 at x_i = 0.00
*/
int i;
double aux = 0.0,aux1=0.0;
for (i=0;i<DIM;i++)
{
aux += fabs(sol[i]);
aux1 *= fabs(sol[i]);
}
return (aux+aux1);
}/*}}}*/
double stretchedV( double sol[], int DIM){/*{{{*/
//StretchedV
/*
- Domain: | x_i | <= 10.0
Global minimum is 0.0 at x_i = 0.00
*/
double sum = 0.0;
double aux;
int i;
for (i = 0; i < DIM-1; i++) {
aux = sol[i+1]*sol[i+1] + sol[i]*sol[i];
sum += pow(aux, 0.25) * (pow(sin(50.0 * pow(aux, 0.1)), 2.0)+1.0);
}
return sum;
}/*}}}*/
double step(double sol[], int DIM){/*{{{*/
// Step function
/*
- Domain: | x_i | < 100.0
- Global minimum is 0.0 at x_i = 0.5
*/
double aux,aux1=0.0;
int i;
for (i=0;i<DIM;i++)
{
aux = (sol[i]+0.5);
aux1 += aux*aux;
}
return (aux1);
}/*}}}*/
double tempValue(double x,int a,int k,int m)/*{{{*/
{
double temp = 0.0;
if( x > a)
{
temp = k*pow(x-a,m);
}
else if( x <= a && x >= -a)
{
temp = 0.0;
}
else
{
temp = k*pow(-x-a,m);
}
return temp;
}/*}}}*/
double penalized1(double sol[], int DIM){/*{{{*/
//Generalized Penalized function #1
// -500 <= xi <= 500
//known_optimal = 1.57044103551786e-032;
double aux=0.0;
double aux1=0.0;
int i;
double *y = (double*) malloc (DIM * sizeof(double));
for (i=0;i<DIM;i++)
{
y[i]=0.0;
}
for (i=0;i<DIM;i++)
{
y[i]=1+(sol[i]+1)/4.0;
}
for (i=0;i<DIM-1;i++)
{
aux += pow(y[i]-1,2.0)*(1.0+10.0*pow(sin(PI*y[i+1]),2.0));
}
for (i=0;i<DIM;i++)
{
aux1 += tempValue(sol[i],10,100,4);
}
aux = (10.0*pow(sin(PI*y[0]),2.0)+aux+pow(y[DIM-1]-1,2))*PI/DIM+aux1;
free(y);
return ( aux );
}/*}}}*/
double penalized2(double sol[], int DIM){/*{{{*/
//Generalized Penalized function #2
//known_optimal = 1.34969464963992e-032;
double aux= 0.0;
double aux1=0.0;
int i;
for (i=0;i<DIM-1;i++)
{
aux += pow(sol[i]-1,2.0)*(1.0+10.0*pow(sin(3*PI*sol[i+1]),2.0));
}
for (i=0;i<DIM;i++)
{
aux1 += tempValue(sol[i],5,100,4);
}
return ( (pow(sin(3.0*PI*sol[0]),2.0)+aux+pow(sol[DIM-1]-1,2.0)
*(1.0+pow(sin(2.0*PI*sol[DIM-1]),2.0)))/10.0+aux1 );
}/*}}}*/
double multimod(double sol[], int DIM){/*{{{*/
//Multimod
/*
Dimension: n
Domain: -10<= x[i] <= 10
Global minimum: x[0] = 0
*/
double s,p,t;
int i;
s = p = fabs(sol[0]);
for (i = 1; i < DIM; i++) {
t = fabs(sol[i]);
s += t;
p *= t;
}
return s + p;
}/*}}}*/
//=== Shifted Functions
double shifted_sphere( double sol[], int DIM){/*{{{*/
// x* = o , F(x*) = f_bias1 = - 450
int i;
double Fx = 0.0;
double z = 0.0;
for(i=0;i<DIM;i++){
z = sol[i] - sphere_data[i];
Fx += z*z;
}
return Fx + f_bias[0];
}/*}}}*/
double shifted_schwefel_221( double sol[], int DIM){/*{{{*/
//Shifted Schwefel Problem 2.21
// x* = o , F(x*) = f_bias1 = - 450
int i;
double Fx = 0.0;
double z = 0.0;
Fx = abss(sol[0]);
for(i=1;i<DIM;i++){
z = sol[i] - schwefel_data[i];
Fx = max(Fx , abss(z));
}
return Fx + f_bias[1];
}/*}}}*/
double shifted_rosenbrock( double sol[], int DIM){/*{{{*/
int i;
double Fx = 0.0;
double zx[DIM];
//Shifted_Rosenbrock
// x* = o , F(x* ) = f_bias3 = 390
for(i=0;i<DIM;i++) zx[i] = sol[i] - rosenbrock_data[i] + 1;
for(i=0;i<DIM-1;i++){
Fx = Fx + 100*( pow((pow(zx[i],2)-zx[i+1]) , 2) ) + pow((zx[i]-1) , 2);
}
return Fx + f_bias[2];
}/*}}}*/
double shifted_rastrigin( double sol[], int DIM){/*{{{*/
int i;
double Fx = 0.0;
double z = 0.0;
double pi = acos(-1.0);
//Shifted Rastrigin
//x* = o , F( x * ) = f_bias4 = - 330
for(i=0;i<DIM;i++){
z = sol[i] - rastrigin_data[i];
Fx = Fx + ( pow(z,2) - 10*cos(2*pi*z) + 10);
}
return Fx + f_bias[3];
}/*}}}*/
double shifted_griewank( double sol[], int DIM){/*{{{*/
int i;
double z = 0.0;
double top1 = 0.00, top2 = 0.00;
//Shifted Griewank
//x* = o , F(x* ) = f_bias5 = -180
top1 = 0;
top2 = 1;
for(i=0;i<DIM;i++){
z = sol[i] - griewank_data[i];
top1 = top1 + ( pow(z,2) / 4000 );
top2 = top2 * ( cos(z/sqrt(i+1)));
}
return (top1 - top2 + 1 + f_bias[4]);
}/*}}}*/
double shifted_ackley( double sol[], int DIM){/*{{{*/
int i;
double Fx = 0.0;
double z = 0.0;
double top1 = 0.00, top2 = 0.00;
double pi = acos(-1.0);
double e = exp(1.0);
//Shifted Ackley
// x* = o , F(x* ) = f_bias6 = - 140
top1 = 0;
top2 = 0;
Fx = 0;
for(i=0;i<DIM;i++){
z = sol[i] - ackley_data[i];
top1 = top1 + pow(z , 2 );
top2 = top2 + cos(2*pi*z);
}
Fx = -20*exp(-0.2*sqrt(top1/DIM)) -exp(top2/DIM) + 20 + e + f_bias[5];
return Fx;
}/*}}}*/
double shifted_schwefel_222(double sol[], int DIM) /*{{{*/
{
double sum, currentGen, prod;