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

uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacucggcc*gugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacacc*aauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggug*ggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3413.7

第0次pso第147代最好的染色体为：
染色体为:
c*cu*agu*gacaauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*uag*uggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaaca*cggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaacacgg*aaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggcau***ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggcgacc*auagcguuaugga*cccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgcccggu*uacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcggc*guggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugg*gguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcgg*cgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3385.73

第0次pso第178代最好的染色体为：
染色体为:
c*cu*agugac*aauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*uag*uggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaa*cacggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaaca*cggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaa*cucagaagugaaa
ugcuuggc*gaccauagcguuaug*gacccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggguu*acucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3383.57

第0次pso第179代最好的染色体为：
染色体为:
c*cu*agugac*aauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*uag*ugg*ugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaa*cacggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaaca*cggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaa*cucagaagugaaa
ugcuuggc*gaccauagcguuau*ggacccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaac*aggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggguua*cucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3359.75

第0次pso第188代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*uag*u*ggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaac*ucagaagugaaa
ugcuuggcgac*cauagcguuaugga*cccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugg*gguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3324.82

第0次pso第208代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*ua*g*uggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaac*ucagaagugaaa
ugcuuggcgac*cauagcguuaugg*acccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggg*uuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3319.53

第0次pso第213代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*u*ag*uggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaac*ucagaagugaaa
ugcuuggcgac*cauagcguuaugg*acccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggg*uuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3314.37

第0次pso第214代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
c*c*uag*uggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggcgac*cauagcguuaugg*acccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcgguggg*guuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3310.7

第0次pso第239代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
c*c*uag*uggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaac*ucagaagugaaa
ugcuuggcgac*cauagcguuaugg*acccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggguuacu*cc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3310.09

第0次pso第244代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
c*c*uag*uggugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggcgac*cauagcguuaugg*acccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*uc*c*uucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcgua*gaggaaccacac*caauccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacu*uggugguuaaa
aauccccgccc*u*uagcgg*cguggaa*caccc*guucccauuccgaaca*cggaagugaaa
u*uaaggcgg*ccauagcggugggguuacu*cc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgc*ggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3301.33

第0次pso第260代最好的染色体为：
染色体为:
c*cu*aguga*caauagc*ggagaggaaacaccc*guucccaucccgaac*acggaaguuaag
cc*uag*ug*gugauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaagagguca*cac*ccguucccauaccgaac*acggaaguuaag
u*uu*ggugg*cgauagcgaagagguca*caccc*guucucaugccgaac*acggaaguuaag
uc*ug*guggc*gauagcgaaga*ggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugaugauggca*u**ugagguca*caccu*guucccauaccgaac*acagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggcgac*cauagcguuaug*gacccaccu*gaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcg*ugagggaaacgccc*gguuacauuccgaacc*cggaagcuaag
ucca*gugucuaugacuuagagguaaca*c*ucc*u*ucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa