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*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcgguggggu*uacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3424.32

第0次pso第142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*cguucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugccu*ggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*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：3406.12

第0次pso第143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**uggcgauagcga*agaggucacac*ccguucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacuccu*ucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3404.24

第0次pso第145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*gaggucacac*ccguucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
gu*uucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacuc*cuucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3393.96

第0次pso第146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*gaggucacac*ccguucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3378.9

第0次pso第149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**uggcgauagcga*agaggucacac*ccguucucaugccgaaca*cggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcgug*agggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaacu*cggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3370.65

第0次pso第154代最好的染色体为：
染色体为:
ccuagug**a*caauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*gg*a*g*gggaaacaccc*guucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcga*agaggucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagagg*ucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau**g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaac*ucggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3360.27

第0次pso第155代最好的染色体为：
染色体为:
ccuagug**a*caauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacaccc*guucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcg*aagaggucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau**g*gcau*ugaggucaca*ccuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
g*uuucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaac*ucggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3357.95

第0次pso第156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**uggcgauagcg*aagaggucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaac*ucggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aaucc*ccg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3348.14

第0次pso第160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**uggcgauagcga*agaggucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau**g*gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgg*gcucgaaacac*ccgaucccaucccgaac*ucggccgugaaa
uccugg**ugucuauggcgguauggaa*ccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgu*agaggaaccacaccaaucc*aucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaac*uuggugguuaaa
aauc*cccg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3335.62

第0次pso第164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**uggcgauagcga*agaggucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau*g**gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgg*uuacauuccgaac*ccggaagcuaag
uccagu*gu**cuaugacuuag*agguaacacucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauu*ggaacac*cugaucccaucccgaacuc*agaggugaaa