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:
ccua**gu*gacaauagcggagaggaa*acacc*cguucccaucccgaacacggaaguu*aag
*ccuag*uggug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuugg*uggc**gauagc*gaagaggucacacccg*uucccauaccgaacacgg*aaguuaag
uuugguggcgauagcgaa*g*aggu*c*acaccc*guucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacac*ggaaguuaag
ugu*u*gu*gaugauggcauugagguc*acac*cuguucccauaccgaacacaga*aguuaag
ugc*cuggcggccguagcgcggugguccc*ac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccacc*ugaucccaugccgaacu*cagaagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
guuucgguggucau*agcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccagugu*cu*a*ugac*uuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*ccgcccuuag*cggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3774.43

第1周期为:
染色体为:
ccua**gu*gacaauagcggagaggaa*acacc*cguucccaucccgaacacggaaguu*aag
*ccuag*uggug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuugg*uggc**gauagc*gaagaggucacacccg*uucccauaccgaacacgg*aaguuaag
uuugguggcgauagcgaa*g*aggu*c*acaccc*guucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacac*ggaaguuaag
ugu*u*gu*gaugauggcauugagguc*acac*cuguucccauaccgaacacaga*aguuaag
ugc*cuggcggccguagcgcggugguccc*ac*cugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccacc*ugaucccaugccgaacu*cagaagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
guuucgguggucau*agcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccagugu*cu*a*ugac*uuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*ccgcccuuag*cggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3774.43

第2周期为:
染色体为:
ccua**gu*gacaauagcggagaggaa*acacc*cguucccaucccgaacacggaaguu*aag
ccuaguggug**a*uagcggaggggaaac*accc*guucccaucccgaacacggaaguua*ag
uuuggu*gg*c*gauagcgaagagguc*acac*ccguucccauaccgaacacggaaguu*aag
uuu*gg*uggc*gauagcgaagagguc*acaccc*guucucaugccgaacacgg*aaguuaag
ucugg*ug*gcg*auagcgaagagg*ucacaccc*guucccauaccgaacacgg*aaguuaag
uguugugaugauggcauug*aggu*c*ac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
guuucgguggucau*agcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3713.02

第3周期为:
染色体为:
ccua**gu*gacaauagcggagag*gaaacacc*cguucccaucccgaacacggaaguu*aag
ccuaguggug**a*uagcggaggggaaac*accc*guucccaucccgaacacggaaguua*ag
uuuggu*gg*c*gauagcgaagagguc*acac*ccguucccauaccgaacacggaaguu*aag
uuu*gg*uggc*gauagcgaagagguc*acaccc*guucucaugccgaacacgg*aaguuaag
ucugg*ug*gcg*auagcgaagagg*ucacaccc*guucccauaccgaacacgg*aaguuaag
uguugugaugauggcauug*aggu*c*ac*accu*guucccauaccgaacacagaaguu*aag
ugc*cuggcggccguagcgcggugg*ucccacc*ugaccccaugccgaacucag*aagugaaa
ugucuggcggcc*auagcgcagugg*ucccac*cugaucccaugccgaacuc*agaagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccagu*gu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3706.3

第4周期为:
染色体为:
ccua**gu*gacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuag*ug*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3670.63

第5周期为:
染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3666.26

第6周期为:
染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3666.26

第7周期为:
染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3666.26

第8周期为:
染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa
uggccugguggucauugcgggcuc*gaaacacccg*aucccaucccgaacucggccg*ugaaa
uccug*g*ugucuauggcgguaugg*aaccacucugaccccaucccgaacuc*aguugugaaa
uauucugguguc*cuaggcguagaggaaccacaccaau*ccaucccgaacuug*gugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacuu*ggugguuaaa
aaucc*c*cgcccuuagcggcgugg*a*acac*ccguucccauuccgaacacgg*aagugaaa
*uuaaggcggcca*uagcggu*gggguuac*ucccguacccaucccgaacacggaagauaag*
guucacauccgccaggac*gcggcgauuacacccgguauccagcccgaaccc*ggaagcgaaa
适应度为：3666.26

第9周期为:
染色体为:
ccua**g*ugacaauagcggagaggaaac*accc*guucccaucccgaacacggaaguu*aag
ccuagu*g*gug*auagcggagggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
uuu*g*g*uggcgauagcgaagagguc*acaccc*guucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaagagguc*acac*ccguucucaugccgaacacggaaguu*aag
ucugguggcg**a*uagcgaagaggucac*accc*guucccauaccgaacacggaaguua*ag
uguugugaugau*ggcauug*ag*gucac*accu*guucccauaccgaacacagaaguu*aag
ugccuggcggcc*guagcgcggugg*ucccacc*ugaccccaugccgaacuc*agaagugaaa
ugu*cuggcggccauagcgcagugg*ucccac*cugaucccaugccgaacucag*aagugaaa
ugcuu*ggcgaccauagcguuaugg*acccaccu*gaucccuugccgaacucaguag*ugaaa
gu*uucgguggucauagcgug*agggaaacgcccggu*uacauuccgaacccggaagcuaa*g
uccag*ugu*cu*augacuuagagguaac*acuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauug*gaacaccugaucccaucc*cgaacucaga*ggugaaa