pso_output.txt

粒子群算法与遗传算法用于优化的问题求解,可以解决一些

                      微粒群算法参数
--------------------------------------------------------------
              种群大小(popsize)       =10
              染色体片断长度(chromosize)   =6
              GA进化周期数(GLs)          =20
              GA进化代数(GEG)            =2000
              PSO进化周期数(Numofpso)    =1000
              PSO进化代数(EG)            =1000
              PSO最大速度为(vmax)           =6.1
---------------------------------------------------------------
第0周期为:
染色体为:
*cc*u*agugacaauagcgg*agaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuagugguga*uag*c*gg*agggg*aaacacccgu*ucccaucccgaacacggaaguuaag
u*uug*gug*gcgauagcga*agaggu*cacacccguu*cccauaccgaacacggaaguuaag
uuu**gguggcga*uagc**gaagaggucacacccguucuca*ugccgaacacggaaguuaag
ucugguggcgaua*gcgaag*agguc***acacccguucccau*accgaacacggaaguuaag
uguug**ugau*gaugg*cauugagg*ucacaccuguu*cccauaccgaacacagaaguuaag
u*gccuggcggccgua*gcgcggugg*ucccaccugacccc*augccgaacucagaagugaaa
u*gucuggcg*gccauagcgcagugguccc*accugau*cccaugccgaacucagaagugaaa
ugc*uuggcgaccauagcguuaug*gacc*caccugaucc*cuugccgaacucaguagugaaa
gu*uucgguggucauagc*gug*agggaaacgcccgguuacauuccgaa*cccggaagcuaag
*uccagugucuau**gacuu*agaggua*acacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauuggaa*c*accugaucccaucc*cgaacucagaggugaaa
uggccugguggucauugcgggcuc*gaaac*acccgaucccauccc*gaacucggccgugaaa
uccug*g*ugucuauggcggua*uggaaccacucugacc*ccaucccgaacucaguugugaaa
uauucugguguccuaggcg*uagagga*accacaccaauccauccc*gaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*a*ucccgaacuuggugguuaaa
aaucc*ccgcccu*uagcgg*cgu*ggaac*acccguuccc*auuccgaacacggaagugaaa
uuaa*ggcgg*ccauagcggugggguuacucc*cgu*a*cccaucccgaacacggaagauaag
guucaca*ucc*gccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3908.04

第1周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
c*cuag*uggu*gauagc*ggaggggaa*acacccguuccc*aucccgaacacggaaguuaag
u*uu**gguggcgauagcga*agaggu*cacacccguuccca*uaccgaacacggaaguuaag
u*uuggug*gcga*uagc*gaagagguc*acacccguu*cucaugccgaacacggaaguuaag
ucugguggcga*uag**c*gaagagguc*acacccgu*ucccauaccgaacacggaaguuaag
uguugugau*gaug**gc*auugagguc*acaccuguuccca*uaccgaacacagaaguuaag
ugc*cuggcggccgua*gcgcggugguccc*accug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*ga*cccaccugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccgguuacau*uccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagagguaac*acucc*uucccauuccgaacaggcagguuaag
uguucu*uugacgaguaguagcauuggaac*accugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*gaaac*acccgauccca*ucccgaacucggccgugaaa
uccug*g*ugucuauggcgguaugg*aaccacucug*accccaucccgaacucaguugugaaa
uauucugguguccua*ggcguagagga*accacacca*auccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggu*gggg*uuacucccgua*cccaucccgaacacggaagauaag
guucaca*uccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3603.15

第2周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
c*cuag*uggu*gauagc*ggaggggaa*acacccguuccc*aucccgaacacggaaguuaag
u*uu**gguggcgauagcga*agaggu*cacacccguuccca*uaccgaacacggaaguuaag
u*uuggug*gcga*uagc*gaagagguc*acacccguu*cucaugccgaacacggaaguuaag
ucugguggcga*uag**c*gaagagguc*acacccgu*ucccauaccgaacacggaaguuaag
uguugugau*gaug**gc*auugagguc*acaccuguuccca*uaccgaacacagaaguuaag
ugc*cuggcggccgua*gcgcggugguccc*accug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*ga*cccaccugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccgguuacau*uccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagagguaac*acucc*uucccauuccgaacaggcagguuaag
uguucu*uugacgaguaguagcauuggaac*accugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*gaaac*acccgauccca*ucccgaacucggccgugaaa
uccug*g*ugucuauggcgguaugg*aaccacucug*accccaucccgaacucaguugugaaa
uauucugguguccua*ggcguagagga*accacacca*auccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggu*gggg*uuacucccgua*cccaucccgaacacggaagauaag
guucaca*uccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3603.15

第3周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcgg*aggggaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu*gguggcga*uagc*gaagagguc*acacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccguuccca*uaccgaacacggaaguuaag
uguugugauga*ugg**c*auugaggu*cacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccgguuacau*uccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagagguaac*acucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*ggaa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggu*gggg*uuacucccgua*cccaucccgaacacggaagauaag
guucaca*uccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3547.37

第4周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcgg*aggggaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcga*uagc*gaagaggucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugauga*ugg**c*auugaggu*cacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccgguuacau*uccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagagguaac*acucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*ggaa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggcgu*gg*aac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggu*g*ggguuacucccgua*cccaucccgaacacggaagauaag
guucaca*uccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3539.29

第5周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcga*uagc*gaagaggucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugauga*ugg**c*auugaggu*cacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccgguuacau*uccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagaggua*acacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauugg*aa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggcgu*gg*aac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggu*g*ggguuacucccgua*cccaucccgaacacggaagauaag
guuca*ca*uccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3522.99

第6周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaagag*gucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg**c*auu*ga*ggucacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccg*guuacauuccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagaggua*acacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauugg*aa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggc*gu*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaag*gcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*ca*uccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3477.5

第7周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaagag*gucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg**c*auu*ga*ggucacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccg*guuacauuccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagaggua*acacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauugg*aa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggc*gu*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaag*gcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*ca*uccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3477.5

第8周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaagag*gucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg**c*auu*ga*ggucacaccugu*ucccauaccgaacacagaaguuaag
u*gccuggcggccguagc*gcggugg*ucccaccugaccc*caugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccg*guuacauuccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuagaggua*acacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauugg*aa*caccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcu*cga*aacacccga*ucccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucug*accccaucccgaacucaguugugaaa
uauucugguguccuaggcguagag*gaacc*acaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*aucc*aucccgaacuuggugguuaaa
aaucc*cc*gcccuuagcggc*gu*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaag*gcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*ca*uccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3477.5

第9周期为:
染色体为:
*cc*u*agugacaauagcg*gagaggaaac*acccguucc*caucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaagag*gucacacccguucuc*augccgaacacggaaguuaag
ucugguggc*gaua**gc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg**c*auu*ga*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggugg*ucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagc*gca*guggucccaccugaucc*caugccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
g*uuucgguggucauagcgu*gag*ggaaacgcccgguuac*auuccgaacccggaagcuaag
uccag*uguc*ua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauugg*aa*caccugauccc*aucccgaacucagaggugaaa