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

uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg*g*ccauagcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcgauuac*acccgguauccagcccgaa*cccggaagcgaaa
适应度为：3511.99

最佳染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuuggugg*cgaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaacac*ggaaguuaag
ucugguggc*g**auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucac*accuguucccauaccgaac*acagaaguuaag
ugccuggcg*gccguagcgc*gguggucccac*cugaccccaugccgaacu*cagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu*cuaug*acuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg*g*ccauagcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcgauuac*acccgguauccagcccgaa*cccggaagcgaaa
适应度为：3511.99

出现的周期为:19  出现在该周期的代数为:117
出现最佳的时间为:69370毫秒.
程序运行时间为:70740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54代最好的染色体为：
染色体为:
ccuagug***acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuuggug*gcgaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uuug*g**uggcgauagcgaa*gaggucacacc*cguucucaugccgaaca*cggaaguuaag
ucugguggc**ga*uagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccuggcgg*ccguagcgc*gguggucccac*cugaccccaugccgaacu*cagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuua*gagguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaaca*cccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg*g*ccauagcggugggguuacu*cccg*uacccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcgauuac*acccgguauccagcccgaac*ccggaagcgaaa
适应度为：3483.88

第0次pso第61代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc**gga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
u*uugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga**ug*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccuggcggcc*guagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaugg*acccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu*c*uaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaacac*ccgaucccaucccgaacuc*ggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggg*uuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3475.15

第0次pso第128代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
u*uugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga**ug*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccuggcgg*ccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaugg*acccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu*c*uaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaacac*ccgaucccaucccgaacuc*ggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggg*uuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaacc*cggaagcgaaa
适应度为：3463.37

第0次pso第129代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc**gga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
u*uugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga**ug*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccuggc*ggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu*c*uaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaacac*ccgaucccaucccgaacuc*ggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggg*uuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaacc*cggaagcgaaa
适应度为：3461.33

第0次pso第130代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauag*c*gga*g*gggaaacacccg*uucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
u*uugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga**ug*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccug*gcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu*c*uaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcg*ggcucgaaacac*ccgaucccaucccgaacuc*ggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcg*uagaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggg*uuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaacc*cggaagcgaaa
适应度为：3456.17

第0次pso第136代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauag*c*gga*g*gggaaacac*ccguucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uuu*gg**uggcgauagcgaag*aggucacacccg*uucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugccu*ggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaugg*acccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu**gu*cuaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgggc*ucgaaacac*ccgaucccaucccgaac*ucggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcgguggg*guuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggc*gauuacacccgguauccagcccgaacc*cggaagcgaaa
适应度为：3455.02

第0次pso第137代最好的染色体为：
染色体为:
ccuagug***acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaaca*cccguucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaa*gaggucacaccc*guucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga**ug*gcau*ugaggucacacc*uguucccauaccgaac*acagaaguuaag
ugccug*gcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcg*ugagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*g*u*cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuugg*ugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcgguggggu*uacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3447.11

第0次pso第140代最好的染色体为：
染色体为:
ccuagug***acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacaccc*guucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaa*gaggucacacc*cguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacaccugu*ucccauaccgaac*acagaaguuaag
ugccu*ggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuau*ggacccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3430.86

第0次pso第141代最好的染色体为：
染色体为:
ccuagug***acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacc*cguucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaa*gaggucacaccc*guucucaugccgaacac*ggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacacc*uguucccauaccgaac*acagaaguuaag
ugccu*ggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*g*u*cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag