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

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：3329.33

第0次pso第179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
aauccc*cg*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3325.47

第0次pso第186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
aaucccc*g*cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3325.02

第0次pso第191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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3323.75

第0次pso第194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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugggguu*acucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3317.46

第0次pso第232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
uguugugaugau*g**gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ug*ccuggcggccguagcgc*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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggugg*gguuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3317.45

第0次pso第233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
ug*ccuggcggccguagcgc*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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggug*ggguuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3305.5

第0次pso第249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
ug*ccuggcggccguagcgc*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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcgguggg*guuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3304.7

第0次pso第253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**uggcgauagcgaagag*gucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau*g**gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ug*ccuggcggccguagcgc*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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcgguggg*guuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3304.3

第0次pso第276代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacaccc*guucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaagag*gucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau*g**gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ug*ccuggcggccguagcgc*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
aauccccg**cccuuagcggcg*ugga*acac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg**gccauagcggug*ggguuacucccgu*acccaucccgaacac*ggaagauaag
guucacauccgccaggacgcggcg*auuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3303.88

第0次pso第288代最好的染色体为：
染色体为:
ccuagu*g**acaauagcggagag*gaaacac*ccguucccaucccgaaca*cggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacaccc*guucccaucccgaac*acggaaguuaag
uuugguggc*gaua**gcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaagag*gucacac*ccguucucaugccgaac*acggaaguuaag
ucugguggc**g*auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugau*g**gcau*ugaggucacac*cuguucccauaccgaac*acagaaguuaag
ug*ccuggcggccguagcgc*gguggucccac*cugaccccaugccgaac*ucagaagugaaa
uguc*uggcggccauagcgcagug*guccca*ccugaucccaugccgaac*ucagaagugaaa
ug*cuuggcgaccauagcguuaug*gacccacc*ugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgg*