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

uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*ucc*uggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaa*gauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3536.17

第0次pso第217代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacgg*aaguuaag
ccuag*ug*gug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaagag**g*ucacaccc*guucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u**cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca**uuga*gg*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucag*uagugaaa
guuuc*gguggucauagcgugag*ggaaacg*cccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugacuu*agagg*uaacac*ucc*uucc*cauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*ucc*uggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccca*ucccgaacacggaaga*uaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3528.54

第0次pso第218代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuag*ug*gug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgauag*cgaaga*g*g*ucacaccc*guucccauaccgaacacggaa*guuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagagg*u**cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucag*uagugaaa
guuuc*gguggucauagcgugag*ggaaacgcc*cgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagag*guaacac*uccu*uc*ccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*ucc*uggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccca*ucccgaacacggaa*gauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3506.88

第0次pso第261代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggagg*ggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgaua*gcgaag*ag*g*ucacaccc*guucccauaccgaacacggaa*guuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagaggu***cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagg*uaacac*uc*cuuc*ccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*ucc*uggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaaga*uaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3501.84

第0次pso第265代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggag*gggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgaua*gcgaag*ag*g*ucac*acccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagaggu***cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaa*cac*u*ccuu*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*ucc*uggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagau*aag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3499.21

第0次pso第273代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcgg*aggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcga*uagcgaagag**g*ucacaccc*guucccauaccgaacacggaa*guuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaagaggu***cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuau*ggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagag*guaacac*u*ccu*ucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucuggugucc*uaggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagau*aag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3489.66

第0次pso第274代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagug**gug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgau*agcgaaga*g*g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaaga*g*gu*cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
*ugucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaa*cac*u*ccuu*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3486.47

第0次pso第276代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagug**gug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgau*agcgaaga*g*g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaag*ag*gu*cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
u*gucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaa*cac*u*ccuu*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3478.47

第0次pso第277代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgau*agcgaaga*g*g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaaga*g*gu*cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaa*cac*u*ccuu*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaagaua*ag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3475.54

第0次pso第323代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgau*agcgaag*ag*g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaaga**ggu*cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugac*uuagagguaa*cac*u*ccuu*cccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggccg*ugaaa
*uc*cuggugucuauggcggua*uggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccuaggc*guagaggaaccac*accaauccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu*u*agcggc*gug*gaacaccc*guucccauuccgaacacggaa*gugaaa
u**uaaggcggccauagcggugggg*uuacucccguaccc*aucccgaacacggaaga*uaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3473.19

第0次pso第326代最好的染色体为：
染色体为:
cc**u*agugacaauagc*ggagaggaaacac*ccguucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcgga*ggggaaacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgau*agcgaag*ag*g*ucacac*ccguucccauaccgaacacgga*aguuaag
uuugguggcgauag*cgaag*a**ggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaaga*g*gu*cacac*ccguucccauaccgaacacggaaguu*aag
uguugugaugauggca*u*ugag*g*ucaca*ccuguucccauaccgaacacag*aaguuaag
ugccu*ggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccuga*ucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguua*uggacccac*cugaucccuugccgaacucagua*gugaaa
guuuc*gguggucauagcgugag*ggaaacgc*ccg