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

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*aucccgaacacg*gaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3628.71

第0次pso第126代最好的染色体为：
染色体为:
cc***uagugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagu*gg*ug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaa*gag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uu*ga*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguu*auggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagg*uaacac*uccu*ucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccguu*cccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguacc*caucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3626.78

第0次pso第127代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagcg*aag*ag*g*ucacac*ccguucccauaccgaacacgga*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
guuucgg*uggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagag*guaacac*uccu*ucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccg*uucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacgga*agauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3599.07

第0次pso第131代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ugg*ug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagcg*aag*ag*g*ucacac*ccguucccauaccgaacacgga*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
guuucg*guggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagag*guaacac*uccu*ucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacccg*uucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacgga*agauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3598.62

第0次pso第134代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagu*gg*ug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagcga*ag*ag*g*ucacacc*cguucccauaccgaacacgga*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*cuuggcgaccauagcguu*auggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagg*uaacac*uccu*ucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacacc*cguucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguacc*caucccgaacacgg*aagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3588.78

第0次pso第135代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagu*gg*ug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagcg*aag*ag*g*ucacac*ccguucccauaccgaacacgga*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*cuuggcgaccauagcguu*auggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagg*uaacac*uccu*ucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacgg*aagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3572.38

第0次pso第138代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuagu*gg*ug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaaga*g*g*ucacac*ccguucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagaggu**c*acac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uu*ga*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagaggu*aacac*uccuu*cccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*u*ccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3570.9

第0次pso第139代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacg*gaaguuaag
ccuagu*g*gug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaagag**g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u*ca*cac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uu*gag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
u*gucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacg*cccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagg*uaacac*uccu*ucccauu*ccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
**uccuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugug*aaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaa*gauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3552.92

第0次pso第179代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaag*uuaag
ccuagu*gg*ug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaagag*g**ucacac*ccguucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u**cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*uu*gag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ugu*cuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacuca*guagugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaac*ac*uccu*uccc*auuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguugug*aaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaag*auaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3543.43

第0次pso第183代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
cc*uag*uggug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauag*cgaag*ag*g*ucac*acccguucccauaccgaacacgg*aaguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u**cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugaugg*ca*u*ugagg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucag*uagugaaa
guuuc*gguggucauagcgugag*ggaaacgcc*cgguuacauuccgaacccgg*aagcuaag
uccagugucuauga*cuuagagguaaca*c*uccu*u*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaaga*uaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3539.83

第0次pso第216代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaag*uuaag
ccu*agug*gug*auagcggaggg*gaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauag*cgaa*gag*g*ucacaccc*guucccauaccgaacacggaa*guuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u**cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugagg**ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucag*uagugaaa
guuuc*gguggucauagcgugag*ggaaacgcc*cgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaac*ac*uccu*uc*ccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa