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

*uc*cuggugucuauggcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacggaa*gugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3673.39

最佳染色体为:
c*cu*agug*acaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcgaa*g*ag*g*ucacacccgu*ucccauaccgaacac*ggaaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacg*gaaguuaag
ucugguggcgauagc*gaagagg*u*c*aca*cccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucaga*agugaaa
ug*cuuggcgaccauagcguu*auggacccaccug*aucccuugccgaacuca*guagugaaa
guuucgguggucau*agcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugacu*uag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uc*cuggugucuauggcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacggaa*gugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3673.39

出现的周期为:16  出现在该周期的代数为:11
出现最佳的时间为:62450毫秒.
程序运行时间为:68490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67代最好的染色体为：
染色体为:
cc**uagu*gacaauag*cggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagugg**ug*auagcggagg*ggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcgaag**ag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a*gg*ucacac*ccguucucaugccgaacacg*gaaguuaag
ucugguggcgauagc*gaagagg*u*c*aca*cccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugagg**ucaca*ccuguucccauaccgaacacag*aaguuaag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucaga*agugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccg*gaagcuaag
uccagugucuaugacuu*agag*guaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucagag*gugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gug*gaacacc*cguucccauuccgaacacggaa*gugaaa
*u*uaaggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3670.81

第0次pso第73代最好的染色体为：
染色体为:
cc**u*agugacaauagcg*gagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccua*gugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcgaag**ag*g*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*uga*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugacu*uagag*guaacac*uccuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucagag*gugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccgu*ucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugg*gguuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3664.66

第0次pso第92代最好的染色体为：
染色体为:
cc**u*agugacaauagcgga*gaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcga*ag*ag*g*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uug*a*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugacuua*gag*guaacac*uccuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccgu*ucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcgguggg*guuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3658.75

第0次pso第93代最好的染色体为：
染色体为:
cc**u*agugacaauagcgg*agaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcga*ag*ag*g*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uuga**gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugacuua*gag*guaacac*uccuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccgu*ucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3652.16

第0次pso第100代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagcga*ag*ag*g*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uug*a*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugacuua*gag*guaacac*uccuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccgu*ucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3646.88

第0次pso第114代最好的染色体为：
染色体为:
cc***uagugacaauagcgg*agaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ug*gug*auagcgga*ggggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauag*cgaag*ag*g*ucacacccg*uucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacacc*cguucucaugccgaacacg*gaaguuaag
ucugguggcgauagc*gaagaggu*c**ac*acccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uug*a*g*gucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucaga*agugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugacu*uagag*guaacac*uc*cuucccauuc*cgaacaggc*agguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucuggugu*ccuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gugg*aacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagau*aag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3643.51

第0次pso第115代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgaua*gcgaag*ag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uug*a*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugac*uuagag*guaacac*uccuu*cccauuc*cgaacag*gcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccg*uucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagau*aag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3639.96

第0次pso第121代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcgga*ggggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaag*ag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uug*a*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuauga*cuuagag*guaacac*uccuu*cccauuc*cgaacag*gcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccgu*ucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagau*aag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3633.34

第0次pso第123代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaag*ag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*uga*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuucggugg*ucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgga*agcuaag
uccagugucuaugac*uuagag*guaacac*u*ccuucccauuc*cgaaca*ggcagguuaag