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

ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccgau*cccaucccgaacucggccgug*aaa
ucc*u*gguguc*uauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacacca*auccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3494.09

第0次pso第142代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggugau*agcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaaga*g**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugauga*ugg*c*auugaggucacaccuguucc*cauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccgug*aaa
uccu**gguguc*uauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3476.59

第0次pso第143代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*ggaa*acacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*c*gaaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugaug**gc*auugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccgau*cccaucccgaacucggccgug*aaa
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccg*ccaggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3454.65

第0次pso第144代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaaga*g**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*c*gaaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug**g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccgug*aaa
ucc*u*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3453.09

第0次pso第153代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggug*auagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaa*gag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcg*auag*c*gaaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugaug**g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucga*aacacccgau*cccaucccgaacucggccgug*aaa
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccg*ccaggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3447

第0次pso第162代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gg*aaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggug*auagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaag*ag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaag*a*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccug*uucccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**aa*cacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccgau*cccaucccgaacucggccgug*aaa
uccu**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3443.68

第0次pso第173代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*ag*a*ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaag*ag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaaga**ggucacacccguucc*cauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcgg*ccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucga*aacacccgau*cccaucccgaacucggccgug*aaa
uccu**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3435.39

第0次pso第183代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaaga**ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccug*uucccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccgau*cccaucccgaacucggccgug*aaa
uccu*gg*ugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3432.72

第0次pso第217代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaaga**ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccgau*cccaucccgaacucggccgug*aaa
uccu*gg*ugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3420.3

第0次pso第222代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauag*cg*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaaga**ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccgu*agcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggc*ucgaaacacccgau*cccaucccgaacucggccgug*aaa
uccu*ggu*gucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3420.21

第0次pso第227代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauag*cg*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaaga**ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccgu*agcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa