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

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：3534.28

第0次pso第151代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugaua*gcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcgaa*gaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*ga*gg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuacauu*ccgaacccgga*agcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccc*aucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa*uccccg*cccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3509.52

第0次pso第158代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggu*gauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*ga*gg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuacauu*ccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccc*aucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa*ucc*ccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaag*auaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3494.67

第0次pso第186代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggu*gauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*ga*gg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugu*cuggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuacauu*ccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccc*aucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa*uccc*cgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaag*auaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3491.41

第0次pso第188代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggu*gauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*ga*gg*ucacacccgu*ucccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuacauu*ccgaacccgg*aagcuaag
u*cc*a*gugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauccc*aucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa*uccc*cgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaag*auaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3485.47

第0次pso第198代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagugg*ugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**g*cgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucuggc*ggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuacauu*ccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*a*uccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaag*auaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3483.79

第0次pso第211代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagugg*ugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug***gcgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuac*auuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
aa**uccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaag*auaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3477.13

第0次pso第215代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagugg*ugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggu*g**gcgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuac*auuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgauc*ccaucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*a*uccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacggaaga*uaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3474.37

第0次pso第227代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagug*gugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug***gcgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguua*cauuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*au*ccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgga*agauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3466.15

第0次pso第228代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagug*gugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug***gcgauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguua*cauuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgau*cccaucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a*au*ccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3454.3

第0次pso第232代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuagug*gugauagcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**gc*gauagcgaagag*gucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagc*gaa*g*agg*ucacacccguu*cccauaccgaacacgg*aaguuaag
uguugu*g*au*gauggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
u*gccuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucagaa*gugaaa
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguua*cauuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa