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

uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaaucc*aucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*caucc*gccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3297.94

第0次pso第164代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*ga*gaggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaaucc*aucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3276.77

第0次pso第183代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*u*u*gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccaguguc*ua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaauc*caucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3274.75

第0次pso第184代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccaguguc*ua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaaucc*aucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3260.32

第0次pso第199代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*cca*gugucua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaaucc*aucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3256.55

第0次pso第202代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaaucc*aucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3256.28

第0次pso第239代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugaucccu*ugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3254.66

第1次pso第49代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugauccc*uugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*ga*aacacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3252.67

第1次pso第52代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugauccc*uugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*gaa*acacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3252.21

第1次pso第69代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccug*accccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuccgaacccggaagcuaag
u*ccagugu*cua*u*gacuuaga*gguaacacucc*uucccauuccgaacaggcagguuaag
uguucuuugacgaguaguagcauu*gg*aacaccugauccc*aucccgaacucagaggugaaa
uggccugguggucauugcgggcuc*gaa*acacccgau*cccaucccgaacucggccgugaaa
uccug*g*ugucuauggcgguauggaaccac*ucugac*cccaucccgaacucaguugugaaa
uauucugguguccuag*gcguaga*ggaaccacaccaa*uccaucccgaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaau*cc*aucccgaacuuggugguuaaa
aaucc*c*cgcccuuagcggcg*u*ggaac*acccguuccc*auuccgaacacggaagugaaa
u*uaa*ggcggccauagcggug*ggg*uuacucccgua*cccaucccgaacacggaagauaag
guuca*cau*ccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagcgaaa
适应度为：3243.64

第1次pso第81代最好的染色体为：
染色体为:
c*c*u*agugacaauagcg*gaga*ggaaacacccg*uucccaucccgaacacggaaguuaag
ccuag*ug*gu*gauagcggaggg*gaa*acacccguu*cccaucccgaacacggaaguuaag
u*uu**gguggcgauagc*gaagagguca*cacccguu*cccauaccgaacacggaaguuaag
u*uu**gguggcgauagc*gaaga*ggucacacccguucuc*augccgaacacggaaguuaag
u*cuggug*g*cgauagc*gaagagguc*acacccg*uucccauaccgaacacggaaguuaag
uguugugaugaugg***cauug*a*ggucacaccugu*ucccauaccgaacacagaaguuaag
ugccu*ggcggccguagc*gcggu*ggucccaccugac*cccaugccgaacucagaagugaaa
u*gucuggcggccauagcgc*agu*ggucccaccugauccc*augccgaacucagaagugaaa
ugcuu*ggcgaccauagcguuaug*gaccc*accugau*cccuugccgaacucaguagugaaa
guuuc*gguggucauagc*gug*agggaaacgcccggu*uacauuc