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

uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3636.01

最佳染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacac*ggaaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauuga*g*gucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccacc*ugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccaccu*gaucccaugccgaacuc*agaagugaaa
ug*cuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagc*uaag
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3636.01

出现的周期为:17  出现在该周期的代数为:27
出现最佳的时间为:69970毫秒.
程序运行时间为:74310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66代最好的染色体为：
染色体为:
ccua*g*u*gacaauagcggagaggaaac*accc*guucccaucccgaacac*ggaaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacg*gaaguuaag
uuuggugg*c*g*auagcgaagaggucac*ac*ccguucucaugccgaacacggaaguua*ag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaag*uuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagc*uaag
uccagu*gu*c*uaugacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccauc*ccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacacc*cgaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggug*uccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*c*cgcccuuagcggcgugga**acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcc*auagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3627.13

第0次pso第76代最好的染色体为：
染色体为:
ccua*g*u*gacaauagcggagaggaaac*accc*guucccaucccgaacac*ggaaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacg*gaaguuaag
uuuggugg*c*g*auagcgaagaggucac*ac*ccguucucaugccgaacacggaaguua*ag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaa*guuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugcu*uggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagc*uaag
uccagu*gu*c*uaugacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccauc*ccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacacc*cgaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggug*uccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*c*cgcccuuagcggcgugga**acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcc*auagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3624.06

第0次pso第77代最好的染色体为：
染色体为:
ccua*g*u*gacaauagcggagaggaaac*accc*guucccaucccgaacac*ggaaguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacg*gaaguuaag
uuuggugg*c*g*auagcgaagaggucac*ac*ccguucucaugccgaacacggaaguua*ag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugcu*uggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagc*uaag
uccagu*gu*c*uaugacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccauc*ccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacacc*cgaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggug*uccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc*c*cgcccuuagcggcgugga**acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcc*auagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3615.87

第0次pso第81代最好的染色体为：
染色体为:
ccua*g*u*gacaauagcggagaggaaac*accc*guucccaucccgaacacgga*aguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacg*gaaguuaag
uuuggugg**c*gauagcgaagaggucac*ac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacgga*aguuaag
uguugugaugaug*gcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccaccu*gaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagc*uaag
uccagu*gu*c*uaugacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucccau*cccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugu*ccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc**ccgcccuuagcggcgugga**acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3613.08

第0次pso第82代最好的染色体为：
染色体为:
ccua**gug*acaauagcggagaggaaac*accc*guucccaucccgaacacgga*aguuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggug*g**cgauagcgaagagg*ucacac*ccguucucaugccgaacacggaagu*uaag
ucugguggcg**au*agcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga**ggucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccacc*ugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaag*cuaag
uccagu*gu*c*uaugacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccau*cccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug**gugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugu*ccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aauccc**cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcc*auagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3594.31

第0次pso第83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
uuuggug*g*c*gauagcgaagaggu*cacac*ccguucucaugccgaacacggaagu*uaag
ucugguggcg**au*agcgaagaggucac*accc*guucccauaccgaacacgga*aguuaag
uguugugauga*uggcauuga*gg*ucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcgguggu*cccaccug*accccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugguc*ccaccu*gaucccaugccgaacuca*gaagugaaa
ugc*uuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaag*cuaag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagc*auuggaacaccugauccc*aucccgaacucag*aggugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggug*uccuaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aaucc**ccgcccuuagcggcgug*ga*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3587.83

第0次pso第121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**a*uagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*g*gucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggu*ggucccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagu*ggucccaccu*gaucccaugccgaacuca*gaagugaaa
*ugcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugauc*ccaucccgaacuc*agaggugaaa
uggccugguggucauugcgggcuc*gaaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguccu*aggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aauccc*c*gcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3565.58

第0次pso第123代最好的染色体为：
染色体为:
ccu*a*gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaa*guuaag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacac*ggaaguuaag
uguugugaugau*ggcauuga*g*gucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggu*ggucccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagug*gucccaccu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugauc*ccaucccgaacuca*gaggugaaa
uggccugguggucauugcgggcuc*gaaacaccc*gaucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucuggugucc*uaggcguagaggaaccacaccaaucc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuugg*ugguuaaa
aauccc*c*gcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
u*uaaggcggcca*uagcggug*ggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3565.55

第0次pso第125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*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaag*uuaag
ucugguggcg***auagcgaagaggucac*accc*guucccauaccgaacacgg*aaguuaag
uguugugaugau*ggcauuga*g*gucac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggug*gucccaccuga*ccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcaguggu*cccaccu*gaucccaugccgaacuca*gaagugaaa
u*gcuuggcgaccauagcguuaugg*acccac*cugaucccuugccgaacucaguag*ugaaa
guuuc*gguggucauagcgu*gagggaaacgcccggu*uacauuccgaacccggaagcu*aag
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaac*aggcagguuaag