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

uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*gug*ucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3459.24

第0次pso第198代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagg*ucacac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*ccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3453.88

第0次pso第208代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggu*cacac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugguc*ccaccu*gaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggucc*caccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3452.47

第0次pso第209代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagg*ucacac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugguc*ccaccu*gaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3439.4

第0次pso第218代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagg*ucacac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3436.82

第0次pso第229代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggucac*ac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*ccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3429.92

第0次pso第250代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagguca*cac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccgguuac*auuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3429.91

第0次pso第251代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggucac*ac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccgguua*cauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3428.85

第0次pso第262代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggu*cacac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgccc*gguuacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*ccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aac*ac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggugggg*uuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3411.17

第0次pso第268代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgccc*gguuacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*gu*gucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*ccaucccgaacuugg*ugguuaaa
aau*cc*ccgcccuuagcggcgugg*aac*ac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggugggg*uuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3410.56

第0次pso第269代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacgg*aaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagagguca*cac*ccguucucaugccgaacacggaag*uuaag
ucugguggc*g**auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgccc*gguu