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:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccauccc*gaacacggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u**cacacc*uguucccauaccgaacacagaaguuaa*g
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccugguguc*uauggcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccguac*ccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3861.08

第1周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccauccc*gaacacggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u**cacacc*uguucccauaccgaacacagaaguuaa*g
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccugguguc*uauggcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccguac*ccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3861.08

第2周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u**cacacc*uguucccauaccgaacacagaaguuaa*g
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguccu*aggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccguac*ccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3826.15

第3周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u**cacacc*uguucccauaccgaacacagaaguu*aag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccguac*ccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3817.25

第4周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u**cacacc*uguucccauaccgaacacagaaguu*aag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccguac*ccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3817.25

第5周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u*c*acacc*uguucccauaccgaacacagaaguu*aag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3816.21

第6周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u*c*acacc*uguucccauaccgaacacagaaguu*aag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3816.21

第7周期为:
染色体为:
ccuagugacaauagcgga*ga*g*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucacacc*cguucccauaccgaacacgg*aaguuaag
u*uu*ggug*gcgauagc*gaagaggucacac*ccguucucaugccgaacacgg*aaguuaag
ucugguggcgauag*cga*ag*a*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugauggcauuga*gg*u*c*acacc*uguucccauaccgaacacagaaguu*aag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccaua*gcgcaguggucccaccug*aucccaugccgaacuca*gaagugaaa
ug*cuuggcgaccauagc*guuauggacccaccuga*ucccuugccgaacucagu*agugaaa
guuucggug*gucauagcgu*gagggaaacgcccgg*uuacauuccgaacccggaa*gcuaag
uccagugucuauga*cuuag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacuca*gaggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uccuggugucuaug*gcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacgga*agugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguaucc*agcccgaacccggaagcgaaa
适应度为：3816.21

第8周期为:
染色体为:
ccuagugacaauagcgga*g*ag*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucaca*cccguucccauaccgaacacgg*aaguuaag
uuugguggcgauagc*gaagagg**uc*acacc*cguucucaugccgaacacggaaguu*aag
ucugguggcgauag*cgaag*a**ggucacac*ccguucccauaccgaacacg*gaaguuaag
u*gu*ugug*augauggc*auugaggucacac*cuguucccauaccgaacacag*aaguuaag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccug*aucccaugccgaacucaga*agugaaa
ugc*uuggcgaccauagcguu*auggacccaccuga*ucccuugccgaacuca*guagugaaa
guuucgguggucau*agc*gu*gagggaaacgcccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugacu*uag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa
uggccugguggucauugcg*ggcucgaaacaccc*gaucccaucccgaacucggcc*gugaaa
*uc*cuggugucuauggcggu*auggaaccacucugaccccaucccgaacucaguugu*gaaa
uauucugguguc*cuaggcguagaggaaccac*accaauccaucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuuggu*gguuaaa
aauccccgcccu**uagcggc*gugg*aaca*cccguucccauuccgaacacggaa*gugaaa
*u*uaaggcggccauagcggugg*gguuacucccgu*acccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaacccg*gaagcgaaa
适应度为：3724.43

第9周期为:
染色体为:
ccuagugacaauagcgga*g*ag*g*aaacacccgu*ucccaucccgaacac*ggaaguuaag
ccuagugg*ug*au*agcggagg*ggaaacacccg*uucccaucccgaacacggaaguu*aag
uuugguggcgauagcg*a*agag*g*ucaca*cccguucccauaccgaacacgg*aaguuaag
uuugguggcgauagc*gaagagg**uc*acacc*cguucucaugccgaacacggaaguu*aag
ucugguggcgauag*cgaag*a**ggucacac*ccguucccauaccgaacacg*gaaguuaag
u*gu*ugug*augauggc*auugaggucacac*cuguucccauaccgaacacag*aaguuaag
ug*ccuggcggccguagc*gcgguggucccacc*ugaccccaugccgaacucagaag*ugaaa
ug*ucuggcggccauagc*gcaguggucccaccug*aucccaugccgaacucaga*agugaaa
ugc*uuggcgaccauagcguu*auggacccaccuga*ucccuugccgaacuca*guagugaaa
guuucgguggucau*agc*gu*gagggaaacgcccgguuacauuccgaacccgg*aagcuaag
uccagugucuaugacu*uag*agguaacacuc*cuuc*ccauuc*cgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacac*cugaucccaucccgaacucaga*ggugaaa