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

uccu**ggugucuauggcgguaugg*aaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccg*uacccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3657.52

最佳染色体为:
*ccu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacg*gaaguuaag
ccuaguggugauagc*ggagg*gga**aacacc*cguucccaucccgaacacgga*aguuaag
uuugguggcgauagc*g*aagag*gu*cacacccguu*cccauaccgaacacgga*aguuaag
uuuggugg*cg**aua*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu**ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*uuga*g*guc*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauag*cgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*guguc*u*auga*cuuagagguaacacuccuu*cccauuccgaacaggca*gguuaag
uguucuuugacgaguaguagcauugga*acaccugaucc*caucccgaacucagagg*ugaaa
uggccugguggucauugcgggcuc*gaaacacc*cgaucccaucccgaacucgg*ccgugaaa
uccu**ggugucuauggcgguaugg*aaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccg*uacccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3657.52

出现的周期为:19  出现在该周期的代数为:48
出现最佳的时间为:61030毫秒.
程序运行时间为:62450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24代最好的染色体为：
染色体为:
c*cu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacgg*aaguuaag
ccuaguggugauag*cggagg*gga**aacacc*cguucccaucccgaacacgga*aguuaag
uuugguggcgauagc*g*aagag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuuggugg*cg*a*ua*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu*g*gug*gcgauag*cgaagaggucacaccc*guucccauaccgaacacgga*aguuaag
uguugugaugauggca*uuga*g*guc*acacc*uguucccauaccgaacacaga*aguuaag
u*gccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaugg*acccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauag*cgugagggaaacgcccgguuac*auuccgaacc*cggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauuggaa*caccugauccc*aucccgaacucagagg*ugaaa
uggccugguggucauugcgggc*ucgaaacaccc*gaucccaucccgaacucggc*cgugaaa
ucc**uggugucuauggcgguaugg*aaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aaucccc*gcccuua*gcggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccg*uacccaucccgaacacggaaga*uaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3656.02

第0次pso第37代最好的染色体为：
染色体为:
c*cu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacgg*aaguuaag
ccuaguggugauag*cggagg*gga**aacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc**gaagag*g*ucacacccg*uucccauaccgaacacgga*aguuaag
uuuggugg*cg*au*a*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu*g*gug*gcgauag*cgaagaggucacaccc*guucccauaccgaacacgga*aguuaag
uguugugaugauggca*uuga*g*guc*acacc*uguucccauaccgaacacaga*aguuaag
u*gccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaugg*acccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauag*cgugagggaaacgcccgguuac*auuccgaac*ccggaagcuaag
uccag*ugu*c*uauga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauuggaac*accugauccc*aucccgaacucagagg*ugaaa
uggccugguggucauugcgggcucg*aaacaccc*gaucccaucccgaacucggc*cgugaaa
ucc**uggugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aaucccc*gcccuua*gcggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucc*cguacccaucccgaacacggaaga*uaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3655.64

第0次pso第38代最好的染色体为：
染色体为:
c*cu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacgg*aaguuaag
ccuaguggugauag*cggagg*gga**aacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc**gaagag*g*ucacacccg*uucccauaccgaacacgga*aguuaag
uuuggugg*cg*au*a*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu*g*gug*gcgauag*cgaagaggucacaccc*guucccauaccgaacacgga*aguuaag
uguugugaugauggca*uuga*g*guc*acacc*uguucccauaccgaacacaga*aguuaag
u*gccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaugg*acccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauag*cgugagggaaacgcccgguuac*auuccgaac*ccggaagcuaag
uccag*ug*uc*uauga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauuggaa*caccugauccc*aucccgaacucagagg*ugaaa
uggccugguggucauugcgggcucga*aacaccc*gaucccaucccgaacucggc*cgugaaa
ucc**uggugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aaucccc*gcccuua*gcggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucc*cguacccaucccgaacacggaaga*uaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3655.08

第0次pso第41代最好的染色体为：
染色体为:
c*cua**gugacaauagcggag*aggaaacacc*cguucccaucccgaacacgga*aguuaag
ccuaguggugauagc*ggagg*gga**aacaccc*guucccaucccgaacacgga*aguuaag
uuugguggcgaua*gc*gaagag*guca*cacccgu*ucccauaccgaacacgga*aguuaag
uuuggugg*cg*a*u*agcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu**ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*uuga*g*guc*acacc*uguucccauaccgaacacagaa*guuaag
u*gccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccuga*ucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaugg*acccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauag*cgugagggaaacgcccgguuac*auuccgaacc*cggaagcuaag
uccag*uguc**uauga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauugga*acaccugauccc*aucccgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacc*cgaucccaucccgaacucgg*ccgugaaa
ucc*u*ggugucuauggcgguauggaa*ccacucugaccccaucccgaacucag*uugugaaa
uauucugguguccua*ggcguagaggaaccacacc*aauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuugg*ugguuaaa
aauccccg*cccu*uagcggc*gugga*acacccgu*ucccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acuccc*guacccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3652.07

第0次pso第42代最好的染色体为：
染色体为:
c*cua*g*ugacaauagcggag*aggaaacacc*cguucccaucccgaacacgga*aguuaag
ccuaguggugauagc*ggagggga***aacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc**gaagag*gu*cacacccguuc*ccauaccgaacacgga*aguuaag
uuugguggc*g**aua*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
uc*u*ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggc*auuga*g*gu*cacacc*uguucccauaccgaacacagaa*guuaag
ug*ccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccacc*ugaucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauagc*gugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauugg*aacaccugaucc*caucccgaacucagag*gugaaa
uggccugguggucauugcgggcu*cgaaacaccc*gaucccaucccgaacucggc*cgugaaa
uccu**ggugucuauggcgguauggaa*ccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccuag*gcguagaggaaccacacc*aauccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuug*gugguuaaa
aauccccg*cccu*uagcggc*gugga*acacccgu*ucccauuccgaacacggaagugaa*a
uuaag**gcggccauagcggugggguu*acucccgua*cccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3620.36

第0次pso第49代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcgga*gaggaaacacc*cguucccaucccgaacacgga*aguuaag
ccuaguggugau*agcggagggga***aacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc**gaagag*g*ucacacccguucc*cauaccgaacacgga*aguuaag
uuuggugg*c*g*aua*gcgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu**ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggc*auuga*g*guc*acacc*uguucccauaccgaacacagaa*guuaag
ug*ccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauagc*gugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauugga*acaccugaucc*caucccgaacucaga*ggugaaa
uggccugguggucauugcgggcucg*aaacacc*cgaucccaucccgaacucggc*cgugaaa
uc*cu*ggugucuauggcgguauggaa*ccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccua*ggcguagaggaaccacacc*aauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aauccccg*cccuu*agcggc*gugga*acacccguuc*ccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccgua*cccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3585.74

第0次pso第88代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcgg*agaggaaacacc*cguucccaucccgaacacgga*aguuaag
ccuaguggugauag*cggagggg*a**aacacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc*g*aagag*g*ucacacccguucc*cauaccgaacacgga*aguuaag
uuuggugg*c*g*auag*cgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu**ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggc*auuga*g*guca*cacc*uguucccauaccgaacacag*aaguuaag
ug*ccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauagcg*ugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc**uauga*cuuagagguaacacuccuu*cccauuccgaacaggcag*guuaag
uguucuuugacgaguaguagcauuggaa*caccugaucc*caucccgaacucaga*ggugaaa
uggccugguggucauugcgggcucga*aacacccg*aucccaucccgaacucggc*cgugaaa
uc*cu*ggugucuauggcgguauggaa*ccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccua*ggcguagaggaaccacacc*aauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aauccccg*cccuu*agcggc*gugga*acacccguu*cccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccgua*cccaucccgaacacggaagau*aag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3573.97

第0次pso第93代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcgga*gaggaaacac*ccguucccaucccgaacacgga*aguuaag
ccuaguggugauag*cggagggg*a*a*acacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc*g*aagag*g*ucacacccguucc*cauaccgaacacgga*aguuaag
uuuggugg*c*g*auag*cgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
ucu**ggug*gcgauag*cgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggc*auuga*g*guca*cacc*uguucccauaccgaacacag*aaguuaag
ug*ccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucaga*agugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuau*ggacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauagcg*ugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaacaggcaggu*uaag
uguucuuugacgaguaguagcauuggaa*caccugaucc*caucccgaacucaga*ggugaaa
uggccugguggucauugcgggcucga*aacacccg*aucccaucccgaacucggc*cgugaaa
uc*cu*ggugucuauggcgguau*ggaaccacucugaccccaucccgaacucaguu*gugaaa
uauucugguguccu*aggcguagaggaaccacacc*aauccaucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauc*caucccgaacuuggu*gguuaaa
aauccccg*cccuu*agcggc*gugga*acacccguu*cccauuccgaacacggaagugaaa*
uuaag**gcggccauagcggugggguu*acucccgua*cccaucccgaacacgga*agauaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3521.39

第0次pso第140代最好的染色体为：
染色体为:
c*cua*gu*gacaauagcgg*agaggaaacac*ccguucccaucccgaacacgga*aguuaag
ccuaguggugaua*gcggagggg*a*a*acacccg*uucccaucccgaacacgga*aguuaag
uuugguggcgauagc*g*aagag*g*ucacacccgu*ucccauaccgaacacgga*aguuaag
uuuggugg*c*g*auag*cgaagaggucacaccc*guucucaugccgaacacgga*aguuaag
uc*u*ggug*gcgauag*cgaagaggucacaccc*guucccauaccgaacacgga*aguuaag
uguugugaugaugg*cauuga*g*gucac*acc*uguucccauaccgaacacaga*aguuaag
ug*ccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucaga*agugaaa
ug*ucuggcggccauagcgc*aguggucccaccug*aucccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccuga*ucccuugccgaacucagu*agugaaa
gu*uucgguggucauagcgu*gagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*ua*uga*cuuagagguaacacuccuu*cccauuccgaacaggcaggu*uaag