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

ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugguu*aaa
*aau*cc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3570.43

最佳染色体为:
ccuagugacaa*uagcgg*aga*gga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcgg*ccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
ugu*cuggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccagu*gucuaugacuuagaggu**aac*acuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugguu*aaa
*aau*cc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3570.43

出现的周期为:19  出现在该周期的代数为:60
出现最佳的时间为:67230毫秒.
程序运行时间为:68720毫秒.
遗传算法结束,生成最佳染色体。。继续pso算法。。
第0次pso第59代最好的染色体为：
染色体为:
ccuagugacaa*uagcgg*aga*gga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau**gg*cauugaggucacaccug*uucccauaccgaacacagaaguuaag*
ug*ccuggcgg*ccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagu*gaaa
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccag*ugucuaugacuuagaggu**aac*acuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucc*caucccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaacc*aauccaucccgaacuuggugguu*aaa
*aau*ccccg*cccuuagcggcguggaa*cac*ccguucccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3564.77

第0次pso第65代最好的染色体为：
染色体为:
ccuagugacaa*uagcgg*aga*gga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg*ga*gg*ggaaacacccg*uucccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcga*uag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccg*uagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
ugu*cuggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccagug*ucuaugacuuagaggu**aa*cacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucc*caucccgaacucggccgug*aaa
uccu**ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aau*ccccgc*ccuuagcggcguggaa*caccc*guucccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3533.7

第0次pso第73代最好的染色体为：
染色体为:
ccuagugacaa*uagcggaga**gga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagc*g*gagg*ggaaacacccguuccc*aucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*ag*gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*cga*aga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugaug*g**cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccg*uagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
ugu*cuggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**a*acacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacacccgau*cccaucccgaacucggccgug*aaa
uccu**ggug*ucuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aau*ccccg*cccuuagcggcguggaa*cac*ccguucccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3532.65

第0次pso第91代最好的染色体为：
染色体为:
ccuagugacaa*uagcg*gaga*gga*aacacccg*uucccaucccgaacacggaaguuaag*
ccuagugguga*uagcg*gag*g*ggaaacacccg*uucccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aa*gag*gucacacccgu*ucucaugccgaacacggaaguuaag*
ucugguggcgau*agc**gaaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*gca*uugaggucacaccuguuc*ccauaccgaacacagaaguuaag*
ug*ccuggcggccg*uagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccg*aucccaucccgaacucggccgug*aaa
uccu**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacacca*auccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacc*cguucccauuccgaacacggaagugaaa*
u*uaa*ggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3532.08

第0次pso第92代最好的染色体为：
染色体为:
ccuagugac*aauagcgga*ga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggug*auagcg**gagg*ggaaacacccguuc*ccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*ag*gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgaua*g*c*gaaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaug*aug*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggccg*uagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**aa*cacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccg*aucccaucccgaacucggccgug*aaa
ucc*u*ggugucuau*ggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccgc*ccuuagcggcguggaa*cacccg*uucccauuccgaacacggaagugaaa*
u*u*aaggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3513.76

第0次pso第105代最好的染色体为：
染色体为:
ccuagugac*aauagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuaguggug*auagcg**gaggg*gaaacacccguuc*ccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacaccc*guucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aag*a*ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgaua*g*cg*aaga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugaug*aug*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**aa*cacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccgug*aaa
ucc*u*ggugucuau*ggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaacc*aauccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacccgu*ucccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3511.45

第0次pso第106代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacacccgu*ucccaucccgaacacggaaguuaag*
uuugguggc*gauagcga*agag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga*g*gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*cga*aga*ggucacacccguu*cccauaccgaacacggaaguuaag*
uguug*ugau*gaug**gcauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcgac*cauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu**aa*cacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggc*ucgaaacacccga*ucccaucccgaacucggccgug*aaa
ucc*u*ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacaccaa*uccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccgc*ccuuagcggcguggaa*cacccgu*ucccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3510.42

第0次pso第108代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaa*gag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*cgaa*ga*ggucacacccgu*ucccauaccgaacacggaaguuaag*
uguug*ugau*gaug*gcau*ugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcga*ccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggc*ucgaaacacccgau*cccaucccgaacucggccgug*aaa
uccu**ggugucu*auggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uauucugguguccuag*gcguagaggaaccacacca*auccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugguu*aaa
*aauc*cccg*cccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacucccg*uacccaucccgaacacggaagauaag*
guucacauccgcc*aggacgcggcgauuacacccgguauccagcccgaacccggaagcg*aaa
适应度为：3495

第0次pso第115代最好的染色体为：
染色体为:
ccuagugaca*auagcgg*aga*gga*aacacccguu*cccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagcgaag*ag**gucacacccg*uucccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aaga**ggucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggcgau*ag*cg*aaga*ggucacacccgu*ucccauaccgaacacggaaguuaag*
uguug*ugauga*ug*gc*auugaggucacaccuguuc*ccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
uguc*uggc*ggccauagcgcaguggucccaccugau*cccaugccgaacucagaagugaaa*
ug*cuuggcg*accauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguu*acauuccgaacccggaagcuaag*
uccaguguc*uaugacuuagaggu***aacacuccuu*cccauuccgaacaggcagguuaag*