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

uggcc*u*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
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaacccgg*aagcgaaa
适应度为：3454.22

第0次pso第274代最好的染色体为：
染色体为:
ccua*g*ugacaauagcg*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*ggucacaccug*u*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
uggcc*u*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
guucacauccgccaggacgcggcgauuacacccgg*uauccagcccgaacccgg*aagcgaaa
适应度为：3450.74

第0次pso第275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
ugucuggcggccauagcg*caguggucccaccuga**ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuauga*cuuagagguaacacuc*cuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgg*uauggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccg*guauccagcccgaacccgg*aagcgaaa
适应度为：3446.42

第0次pso第286代最好的染色体为：
染色体为:
ccu*a*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*uag*uggugauagcggaggg*gaaacacccgu**ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagcga*agaggucacacccg*u*ucucaugccgaacacggaa*guuaag
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguag*cgcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccuga**ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacu*uagagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua**gcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggcc*u*gguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgg*uauggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucc*ccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggu*gggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3430.99

第0次pso第289代最好的染色体为：
染色体为:
ccua**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
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccuga**ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugac*uuagagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgagu*agua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggc*c*ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgguau*ggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucccc*gcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3414.74

第0次pso第291代最好的染色体为：
染色体为:
ccua**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
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccuga**ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacu*uagagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgag*uagua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggc*c*ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgguau*ggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucccc*gcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3410.36

第0次pso第358代最好的染色体为：
染色体为:
ccua**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
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacu*uagagguaacacuccu*uccc*auuccgaac*aggcagguuaag
uguucuuugacgag*uagua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggc*c*ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgguau*ggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aauccc*cgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgguggg*guuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3402.39

第0次pso第360代最好的染色体为：
染色体为:
ccua**gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*u*aguggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagc*gaagaggucacacccg*u*ucucaugccgaacacggaa*guuaag
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacuuag*agguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugac*gaguagua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggc*c*ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggua*uggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aauccc*cgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggug*ggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3391.35

第0次pso第362代最好的染色体为：
染色体为:
ccua**gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*u*aguggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauag*cgaagaggucacacccg*u*ucucaugccgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacuu*agagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacga*guagua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggcc**ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcgguau*ggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aaucccc*gcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcgg*ugggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3388.68

第0次pso第363代最好的染色体为：
染色体为:
*ccua*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*u*aguggugauagcggagggg*aaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgauagc*gaagaggucacacccg*u*ucucaugccgaacacggaa*guuaag
ucug**guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccug*u*ucccauaccgaacacag*aaguuaag
ugccuggcggccguagc*gcgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*uac*auuccgaacccgg*aagcuaag
u**ccagugucuaugacuua*gagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgag*uagua*gcauuggaacaccugaucccaucccgaacucag*aggugaaa
uggcc**ugguggucauugcgggcucgaaacacccgaucccaucccgaacucgg*ccgugaaa
ucc*uggugucuauggcggua*uggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuugg*ugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuugg*ugguuaaa
aauccc*cgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
u*uaaggcggccauagcggu*gggguuacucccgua**cccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggu*auccagcccgaacccgg*aagcgaaa
适应度为：3378.55

第0次pso第364代最好的染色体为：
染色体为:
c*cua*gugacaauagcg*gagaggaaacacccguu*ccc*aucccgaacacgg*aaguuaag
cc*u*aguggugauagcggagg*ggaaacacccg*u*ucccaucccgaacacgg*aaguuaag
u**uugguggcgauagcg*aagaggucacacccg*u*ucccauaccgaacacgg*aaguuaag
u*uug*guggcgaua*gcgaagaggucacacccg*u*ucucaugccgaacacggaa*guuaag
ucu*g*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugugaug**auggcauuga*ggucacaccugu**ucccauaccgaacacag*aaguuaag
ugccuggcggccguagcg*cgguggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccaccug*a*ucccuugccgaacucag*uagugaaa
guuucgguggucauag*cgugagggaaacgcccggu*ua