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

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：3446.65

第0次pso第234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*gcg*auagcgaagag*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*ggaaacgcccggu*uacauuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucc*caucccgaacucggccg*ugaaa
uccugguguc*u*auggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaa*uccaucccgaacuuggugg*uuaaa
a**auccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3442.95

第0次pso第235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**gcg*auagcgaagag*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*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：3427.29

第0次pso第241代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugaua*gcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug**gcg*auagcgaagag*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*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：3417.18

第0次pso第243代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugauagc*gga*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
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*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3408.77

第0次pso第244代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*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
ugucu*ggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccggu*uacauuccgaacccgg*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*u*ccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3400.23

第0次pso第256代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugau*agcgga*ggggaaaca**ccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcgaagag*gucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggu*g*g*cgauagcgaagag*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*ggaaacgcccggu*uacauuccgaacccgg*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**auccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3393.83

第0次pso第283代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugauagc*gga*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
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccggu*uacauuccgaacccgg*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**auccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3389.1

第0次pso第291代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agg*aaacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugauagcgg*a*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
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccggu*uacauuccgaacccgg*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**auccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3383.92

第0次pso第311代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugauagcgg*a*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
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccggu*uacauuccgaacccgg*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**auccccgcccuuagcggcguggaac**acccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugg*gguuacucccgua*cccaucccgaacacgg*aagauaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3378.04

第0次pso第317代最好的染色体为：
染色体为:
ccuagugacaauagcggag*agga*aacac*c*c*guucccaucccgaacacggaa*guuaag
ccuaguggugauagcgg*a*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
uguc*uggcggccauagcgcagug*gucccaccugau*cccaugccgaacucag*aagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccggu*uacau