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

                      微粒群算法参数
--------------------------------------------------------------
              种群大小(popsize)       =10
              染色体片断长度(chromosize)   =6
              GA进化周期数(GLs)          =20
              GA进化代数(GEG)            =2000
              PSO进化周期数(Numofpso)    =1000
              PSO进化代数(EG)            =1000
              PSO最大速度为(vmax)           =6.1
---------------------------------------------------------------
第0周期为:
染色体为:
ccuaguga*caauag**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagcggag*g*gg*aaacacccguucc*cau*cccgaacacggaaguu*aag
uuugguggcgau*agc**gaagaggucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcga*uag*c*gaagaggucacacccguuc*ucau*gccgaacacggaagu*uaag
ucugguggcga*ua*gcg*aagaggucacacccgu*ucccaua*ccgaacacggaaguuaag*
uguugug*augauggcau*ugag*gucacaccugu*uccc*auaccgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccug*accccau*gccgaac*ucagaagugaaa
ugucu*ggcggccauagcgcaguggucccaccug*aucccaug*ccgaacucagaag*ugaaa
ugcuugg*cgaccauagcguuauggacccaccuga*ucccuu*gccgaacucaguagu*gaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucc*a*guguc*uaugacuuagagguaacacuccuucc*cauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaac*accugaucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacaccc*gaucccau*cccgaacucggcc*gugaaa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacc*acaccaaucca*ucccgaac*uuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aac*acccguuccca*uuccgaacacgga*agugaaa
uua*ag*gcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3994.72

第1周期为:
染色体为:
ccuagugac*aauag**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguuc*ccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccu*gaccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacuccuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaac*accugaucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacaccc*gaucccau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaac*uuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aac*acccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3922.04

第2周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguuc*ccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccu*gaccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacaccc*gaucccau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aac*acccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3888.5

第3周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguuc*ccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccu*gaccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacaccc*gaucccau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aac*acccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3888.5

第4周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccuguuc*ccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccu*gaccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacaccc*gaucccau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aac*acccguuccca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3888.5

第5周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacacccgaucc*cau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacacccguuc*cca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3861.91

第6周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacacccgaucc*cau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacacccguuc*cca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3861.91

第7周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*uaccgaacacggaaguuaag*
uuugguggcgaua*gcgaag*a*ggucacacccguucu*cau*gccgaacacggaaguu*aag
ucugguggcga*uagcg*a*agaggucacacccgu*ucccau*accgaacacggaaguuaag*
uguugugauga*ugg*c*auugaggucacaccugu*ucccau*accgaacacagaaguu*aag
ug*ccuggcggccguagcgcgguggucccaccuga*ccccau*gccgaac*ucagaagugaaa
ugu*cuggcggccauagcgcaguggucccaccugauccc*au*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgguu*acauuccg*aacccggaagcua*ag
ucca*gug*uc*uaugacuuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccug*aucccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacacccgaucc*cau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacacccguuc*cca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3861.91

第8周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguu*ccc*aucccgaacacggaaguu*aag
uuugguggcgauagc*gaagag*g*ucacacccguuc*cca*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*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgg*uuacauuccg*aacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccugau*cccau*cccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaacacccgaucc*cau*cccgaacucggccguga*aa
uccuggug*ucuauggcgg*uauggaaccacucugaccccau*cccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaacca*caccaaucca*ucccgaacuuggugguua*aa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggugguuaaa*
aauccccgcccuuagcg*gcg*ugg*aacacccguuc*cca*uuccgaacacggaagugaaa*
uu*aa*ggcggccauagcggugggguuacu*cccguacccauccc*gaacacggaagaua*ag
guucacauccgccaggacgcggcgauuacacccgguauccag*cccgaac*ccggaagcgaaa
适应度为：3830.69

第9周期为:
染色体为:
ccuagugacaaua*g**cggagaggaaacacccg*uucccaucc*cgaacacggaaguuaag*
ccuaguggugauagc*ggaggg*gaaa*cacccguuc*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*gccgaacucagaagu*gaaa
ugcuu*ggcgaccauagcguuauggacccaccug*aucccuug*ccgaacucaguag*ugaaa
gu*uucgguggucauagcgugagggaaacgcccgg*uuacauuccg*aacccggaagcua*ag
uccagug*uc*uaugac*uuagagguaacacu*ccuucccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaacaccugau*cccau*cccgaacuc*agaggugaaa