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

uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguua*aa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagauaa*g
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagc*gaaa
适应度为：3608.58

第0次pso第167代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacaccc*guucccau*accgaacacggaaguuaag*
uuugguggcgauagcga*ag*ag*gucacacccguucu*cau*gccgaacacggaa*guuaag
ucugguggcgau*agcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgug*aaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguuaa*a
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguua*aa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3595.11

第0次pso第183代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcg*gaggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacaccc*guucccau*accgaacacggaaguuaag*
uuugguggcgauag*cgaag*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
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguua*aa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagauaa*g
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3592.74

第0次pso第184代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcg*gaggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccg*uucccau*accgaacacggaaguuaag*
uuugguggcgauag*cgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcgau*agcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugauc*ccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguua*aa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagauaa*g
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3580.81

第0次pso第185代最好的染色体为：
染色体为:
ccuagugacaauagcgg*agag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccguu*cccau*accgaacacggaaguuaag*
uuugguggcgauag*cgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcgau*agcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguua*aa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagauaa*g
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3570.73

第0次pso第187代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uuugguggcgauag*cgaag*ag*gucacacccguucu*cau*gccgaacacggaagu*uaag
ucugguggcgauag*cg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c**auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccuggugu*cuauggc*gguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguu*aaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagauaag*
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3560.45

第0次pso第189代最好的染色体为：
染色体为:
ccuagugacaauagcgga*gag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uuugguggcgauag*cgaag*ag*gucacacccguucu*cau*gccgaacacggaag*uuaag
ucugguggcgaua*gcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaugg*c*a*uugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3555.57

第0次pso第217代最好的染色体为：
染色体为:
ccuagugacaauagcgga*gag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uuugguggcgauagc*gaag*ag*gucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcgauagc*g*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugaug*g*c*auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccugau*cccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccugguguc*uaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3555.05

第0次pso第234代最好的染色体为：
染色体为:
ccuagugacaauagcgga*gag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uuugguggcgauagcgaa*g*ag*gucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcgauagc*g*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugau*gg*c*auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccgu*gaaa
uccuggugu*cuaugg*cgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaag*cgaaa
适应度为：3551.01

第0次pso第252代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccgu*ucccau*accgaacacggaaguuaag*
uuugguggcgauagcga*ag*ag*gucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcgau*agcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugau*gg*c*auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccugguguc*ua*uggcgguauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaaccacaccaaucc*au*cccgaacuugguggu*uaaa
uauucuggugcuccuaggcguagaggaaccaaaccaauccau*cccgaacuuggugguu*aaa
aauccccgcccuuagcg*gc*gugg*aacac*ccguucccau*uccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacucccgua*cccau*cccgaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaacccggaagcga*aa
适应度为：3541.77

第0次pso第256代最好的染色体为：
染色体为:
ccuagugacaauagc*ggagag*gaaa*cacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcgg*aggg**gaaacacccguu*cccau*cccgaacacggaaguu*aag
uuugguggcgau*agc*gaa*gaggucacacccg*uucccau*accgaacacggaaguuaag*
uuugguggcgauagc*gaag*ag*gucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcgauagcg**a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugaugau*gg*c*auugaggucacaccug*uucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaacucagaagugaa*a
ugu*cuggcggccauagcgcaguggucccaccuga*ucccau*gccgaacucagaag*ugaaa
ug*cuuggcgaccauagcguuauggacccaccug*aucccuugc*cgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acau*uccgaacccggaagcua*ag
uccaguguc**uaugac*uuagagguaacacuccuuc*ccau*uccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa