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

uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaauc*caucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*auccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaaga*uaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3601.36

最佳染色体为:
ccuagugacaauagcggag**aggaaacac*c*c*guucccaucccgaacacg*gaaguuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cga*uagcga*agaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*a**gagg*ucacaccc*guucccauaccgaacacgg*aaguuaag
uguugu*ga*ug*auggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugu*cuggcggccauagcgcagug*gucccaccugau*cccaugccgaacuca*gaagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaauc*caucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*auccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaaga*uaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3601.36

出现的周期为:19  出现在该周期的代数为:27
出现最佳的时间为:68930毫秒.
程序运行时间为:70460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65代最好的染色体为：
染色体为:
ccuagugacaauagcggag**aggaaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaa*ca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cga*uagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cgaa*g*agg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*ga**ugauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
ug*ccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacuca*gaagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
*aauccccgc*ccuuagcggcguggaac*a*cccgu*ucccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccggaa*gcgaaa
适应度为：3600.39

第0次pso第69代最好的染色体为：
染色体为:
ccuagugacaauagcggag**aggaaacac*c*c*guucccaucccgaacacgg*aaguuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cg*auagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagcg*aa**gagg*ucacacc*cguucccauaccgaacacgg*aaguuaag
uguugu*ga*ug*auggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugu*cuggcggccauagcgcagug*gucccaccugau*cccaugccgaacuca*gaagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccuu*gccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
*aauccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaagau*aag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3590.04

第0次pso第71代最好的染色体为：
染色体为:
ccuagugacaauagcggag*a*ggaaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cg*auagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgaua*gcgaa**gagg*ucacacccg*uucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggaccc*accugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucagu*ugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
*aauccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3568.56

第0次pso第95代最好的染色体为：
染色体为:
ccuagugacaauagcggag*a*ggaaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cg*auagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa**gagg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggaccc*accugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucagu*ugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
*aauccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3568.27

第0次pso第102代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g**cgauagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa**gagg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggaccc*accugaucccuu*gccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucaguu*gugaaa
uauucugguguccuaggcguagaggaa*ccacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
*aauccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3566.26

第0次pso第103代最好的染色体为：
染色体为:
ccuagugacaauagcggag*aggaaa*cac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaa*ca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g**cgauagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa**gagg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu**gau*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc**agugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucagu*ugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*auccccgc*ccuuagcggcguggaac*a*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3548.45

第0次pso第124代最好的染色体为：
染色体为:
ccuagugacaauagcggag*aggaa*acac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaac*a*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggugg**cg*auagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*ga*gg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*gau**gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc**agugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaauc*caucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa*uccccgc*ccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3547.64

第0次pso第125代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaa*ca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*gag*g*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu**gau*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc**agugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucagu*ugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*auccccgc*ccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaa*gauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3540.61

第0次pso第130代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaa*ca*ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcg*aagaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*gagg**ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu**gau*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc**agugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag