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

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：3416.9

第0次pso第256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*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccg*uagcgcgguggucccaccuga*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：3415.41

第0次pso第269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*cga*aga*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
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccgug*aaa
uccu**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3406.16

第0次pso第270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*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggc*cguagcgcgguggucccaccuga*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
ucc*u*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3398.31

第0次pso第277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*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggc*cguagcgcgguggucccaccuga*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**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3398

第0次pso第281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*aa*ga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgg*gcucgaaacacccgau*cccaucccgaacucggccgug*aaa
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3389.29

第0次pso第288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*aa*ga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauug*cgggcucgaaacacccgau*cccaucccgaacucggccgug*aaa
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*uaag*gcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3384.94

第0次pso第292代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagc*g*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauag*cg*aaga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cgaa*ga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*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
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3382.65

第0次pso第339代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauagc*g*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagc*g*aaga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*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
u*ccu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugga*acacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3379.12

第0次pso第342代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauag*cg*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauag*cg*aaga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*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
uc*cu*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*ccc*gcccuuagcggcgugg*aacacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgccag*gacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3371.02

第0次pso第387代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga**ggaaacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggu*gauag*cg*gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauag*cg*aaga*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaugaug***gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccg