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

uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaauc*cau*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacac*ccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagc*gaaa
适应度为：3757.63

最佳染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguuc*cc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguu*ccca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaag*ugaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguagu*gaaa
gu*uucgguggucauagcgugagggaaacgcccgg*uuacauuccg*aacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccugau*cccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaauc*cau*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacac*ccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagc*gaaa
适应度为：3757.63

出现的周期为:18  出现在该周期的代数为:100
出现最佳的时间为:65360毫秒.
程序运行时间为:68380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56代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccauc*ccgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccauc*ccgaacacggaaguu*aag
uuugguggcgauagc*ga*agagg*ucacacccguu*ccca*uaccgaacacggaaguuaag*
uuugguggcgauag*cgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg**aagaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguuc*ccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*a*ugccgaacucagaag*ugaaa
ugcu*uggcgaccauagcguuauggacccaccug*aucccu*ugccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgg*uuacauu*ccgaacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacuccuuc*ccau*uccgaacagg*cagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgugaa*a
uccuggugu*cuauggcg*guauggaaccacucugacccca*ucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaauc*cau*cccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccauc*ccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccauc*ccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3733.75

第0次pso第58代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgauag*c*gaagagg*ucacacccguu*ccca*uaccgaacacggaaguuaag*
uuugguggcgauag*cgaag*a*ggucacacccguucu*cau*gccgaacacggaaguua*ag
ucugguggcga*uagcg*aa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaug*augg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*a*ugccgaacucagaag*ugaaa
ugcu*uggcgaccauagcguuauggacccaccug*aucccu*ugccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccggu*uacauu*ccgaacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacuccuuc*ccau*uccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccauc*ccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccguga*aa
uccuggugu*cuauggcgg*uauggaaccacucugacccca*ucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaauc*cau*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3730.28

第0次pso第60代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccauc*ccgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgauagc**gaagagg*ucacacccguu*ccca*uaccgaacacggaaguuaag*
uuugguggcgauag*cgaag*a*ggucacacccguucu*cau*gccgaacacggaaguuaag*
ucugguggcg*auagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaug*augg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*a*ugccgaacucagaag*ugaaa
ugcu*uggcgaccauagcguuauggacccaccug*aucccuu*gccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauu*ccgaacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacuccuuc*ccau*uccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccaucc*cgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccguga*aa
uccugguguc*uauggcggu*auggaaccacucugacccca*ucccgaacucaguu*gugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuugguggu*uaaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagau*aag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3729.38

第0次pso第64代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgauagc**gaagaggu*cacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgauagc*gaag*ag*gucacacccguucu*cau*gccgaacacggaagu*uaag
ucugguggcg*auagcg**aagaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguu*cccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaag*ugaaa
ugc*uuggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacaggca*gguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgugaa*a
uccugguguc*uauggcggu*auggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuugguggu*uaaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccauuc*cgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagau*aag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagcg*aaa
适应度为：3701.59

第0次pso第90代最好的染色体为：
染色体为:
ccuagugacaauagcggag*ag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgauagc**gaaga*ggucacacccguucc*cau*accgaacacggaaguuaag*
uuugguggcga*uagcgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcg*auagc*g*aagaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*au*ugaggucacaccuguu*cccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugaucc*cau*gccgaacucagaag*ugaaa
ugc*uuggcgaccauagcguuauggacccaccug*aucccuu*gccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacagg*cagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgugaaa*
uccugguguc*uauggcgguau*ggaaccacucugacccca*ucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguuaa*a
uauucuggugcuccuaggcguagaggaaccaaaccaauccauc*ccgaacuuggugguuaaa*
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccau*cccgaacacggaagauaag*
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaaccc*ggaagcgaaa
适应度为：3701.26

第0次pso第136代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgauagc**g*aagaggucacacccgu*ucc*cauaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*ag*gucacacccguucu*cau*gccgaacacgg*aaguuaag
ucugguggcg*auagcg*aa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*auug*aggucacaccuguu*cccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugau*cccau*gccgaacucagaag*ugaaa
ugc*uuggcgaccauagcguuauggacccaccug*aucccuu*gccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacagg*cagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgugaaa*
uccugguguc*uauggcggu*auggaaccacucugacccca*ucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguuaaa*
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccauu*ccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccg*uacccau*cccgaacacggaagauaag*
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagc*gaaa
适应度为：3700.13

第0次pso第139代最好的染色体为：
染色体为:
ccuagugacaauagcg*gagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgga*ggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*g*aagaggucacacccgu*uccc*auaccgaacacggaaguuaag*
uuugguggcgau*agcgaag*ag*gucacacccguucu*cau*gccgaacacggaagu*uaag
ucugguggc*gauagcg*aa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaug*g*c*auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugau*cccau*gccgaacucagaag*ugaaa
ugc*uuggcgaccauagcguuauggacccaccug*aucccuu*gccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacagg*cagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgug*aaa
uccugguguc*uauggcggu*auggaaccacucugacccca*ucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguuaaa*
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccauu*ccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccguac*ccau*cccgaacacggaagauaag*
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagc*gaaa
适应度为：3685.23

第0次pso第141代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcggag*gg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaag*aggucaca*cccguucccau*accgaacacggaaguuaag*
uuugguggcgaua*gcgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcg*auagcg*aa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugau*cccau*gccgaacucagaag*ugaaa
u*gcuuggcgaccauagcguuauggacccaccug*aucccu*ugccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacagg*cagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccguga*aa
uccugguguc*uauggc*gguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguuaaa*
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccauu*ccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccg*uacccau*cccgaacacggaagauaa*g
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3649.64

第0次pso第143代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcggag*gg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaag*aggucacac*ccguucccau*accgaacacggaaguuaag*
uuugguggcgaua*gcgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcgau*agcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugaucc*cau*gccgaacucagaag*ugaaa
u*gcuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacag*gcagguuaag