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

uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggc*cu*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
uc*cuggugucuauggcgg*uauggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugggg*uuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgguau*ccagcccgaacccg*gaagcgaaa
适应度为：3585.08

第0次pso第178代最好的染色体为：
染色体为:
cc*ua*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccgu**ucccauaccgaacacgga*aguuaag
u*uug*guggcgauagc*gaagaggucacacccgu**ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcagugguccc*accuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguua*uggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
u**ccagugucuaugacuu*agagguaacac*uccuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aauccc*cgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
*uuaaggcggccauagcggug*ggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccg*guauccagcccgaacccgg*aagcgaaa
适应度为：3554.49

第0次pso第212代最好的染色体为：
染色体为:
cc*ua*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccgu**ucccauaccgaacacgga*aguuaag
u*uug*guggcgauagcga*agaggucacacccgu**ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagc*gcagugguccca*ccuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguua*uggacccacc*uga*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
u**ccagugucuaugacuu*agagguaaca*cuccuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aauccc*cgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
*uuaaggcggccauagcggug*ggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccg*guauccagcccgaacccgg*aagcgaaa
适应度为：3550.21

第0次pso第213代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagg*ggaaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcgaa*gaggucacacccg*u*ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacacc*ugu*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcagugguccc*accuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccu*ga*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
u**ccagugucuaugacuu*agagguaacacuc*cuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugg*gguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgg*uauccagcccgaacc*cggaagcgaaa
适应度为：3542.24

第0次pso第215代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcgaa*gaggucacacccg*u*ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacacc*ugu*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagc*gcagugguccc*accuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccu*ga*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugg*gguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgg*uauccagcccgaacc*cggaagcgaaa
适应度为：3541.91

第0次pso第239代最好的染色体为：
染色体为:
ccua**gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagg*ggaaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccg*u*ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacacc*ugu*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*cagugguccc*accuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccu*ga*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccu**gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugg*gguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgg*uauccagcccgaacc*cggaagcgaaa
适应度为：3526.1

第0次pso第240代最好的染色体为：
染色体为:
ccua**gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagg*ggaaacaccc*gu*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccgu**ucucaugccgaacacggaa*guuaag
u*cug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacacc*ugu*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccac*cuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcgu*uauggacccaccuga**ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggua*uggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugg*gguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgg*uauccagcccgaaccc*ggaagcgaaa
适应度为：3507.24

第0次pso第245代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccg*u*ucucaugccgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagc*gcagugguccca*ccuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccuga*u*cccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccggaag*cuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccu**gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggugg*gguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3495.13

第0次pso第247代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggagggga*aacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccg*u*ucucaugccgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagc*gcaguggucccac*cuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccuga*u*cccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccggaag*cuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccu**gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3488.05

第0次pso第248代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggaggggaaa*cacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccgu**ucucaugccgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccacc*uga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccu*ga*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacu*uagagguaacacuccu*uccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucggc*cgugaaa
uc*cuggugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccg*gaagcgaaa
适应度为：3471.95

第0次pso第249代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggaggggaaac*acccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccg*u*ucucaugccgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccac*cuga*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacu*uagagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa