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*aacaccugauc*ccaucccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguccu*aggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*cc*gcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3559.66

第0次pso第128代最好的染色体为：
染色体为:
ccu*a*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacg*gaaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgga*aguuaag
uguugugaugau*ggcauuga*g*gucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauugga*acaccugauc*ccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aauccc**cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3545.09

第0次pso第130代最好的染色体为：
染色体为:
ccu*a*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauugga*acaccugauc*ccaucccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*cc*gcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3544.1

第0次pso第131代最好的染色体为：
染色体为:
ccua**gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgga*aguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacg*gaaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugauc*ccaucccgaacuca*gaggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*cc*gcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3534.06

第0次pso第135代最好的染色体为：
染色体为:
cc*ua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguccc*accu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccgguu*acauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccugauc*ccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuugg*ugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3514.77

第0次pso第140代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accugauc*ccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuugg*ugguuaaa
aaucc**ccgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3500.66

第0次pso第149代最好的染色体为：
染色体为:
*ccua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaa*guuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccu*gaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accuga*ucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaa*acaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aauc**cccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3495.73

第0次pso第152代最好的染色体为：
染色体为:
*ccua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggu*cacac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucga*aacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*gu*gucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuugg*ugguuaaa
aauc*c*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3487.65

第0次pso第156代最好的染色体为：
染色体为:
*ccua*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg**c*gauagcgaagaggu*cacac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaac*accu*gaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*gu*gucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aauc*c*ccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3486.33

第0次pso第157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
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcg*ugagggaaacgcccggu*uacauuccgaacccggaagcuaag*
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*c*cccgcccuuagcggcgugg*aa*cac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3481.98

第0次pso第163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*ucccaccuga*ccccaugccgaacucag*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