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:
ccuag*ug*a*caauagcggagaggaaacacc*c*guucccaucccgaacacggaagu*uaag
ccuaguggugauagcgg*a*gggg*aaacacc*c*guucccaucccgaacacg*gaaguuaag
uuugguggcgau*agcgaagag*gu*caca*ccc*guucccauaccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cucaugccgaacacgg*aaguuaag
ucuggu*g*gcg*auagcgaagag*gucacacccguucccauaccga*acacgg*aaguuaag
uguugugaugauggcau*u**gaggucacac*cu*guucccauaccgaacacag*aaguuaag
ugc*cuggcggccguagcgcgg*uggucccaccugac*cccaugccgaacucaga*agugaaa
ugucuggcggcc*auagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
guuuc*gguggucauagcguga*gggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u**cc*agugucuaugacuuagagguaac*acuccuucccauucc*gaaca*ggcagguuaag
uguucuuugacgaguaguagcauuggaaca*ccugauccca*ucccgaacucagagg*ugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugucuauggcggu*auggaa*ccacuc*ugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguag*aggaaccacaccaa*uccaucccgaacuugg*ugguuaaa
uauucuggugcuccuag*gcguagaggaaccaaaccaauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcguggaa*ca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguac*ccaucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：4011.18

第1周期为:
染色体为:
ccuagu*g*a*caauagcggagaggaaacacc*c*guucccaucccgaacacggaaguuaag*
ccuaguggugauagcgg*aggg*g*aaacacc*c*guucccaucccgaacacg*gaaguuaag
uuugguggcgau*agcg*aa*gaggucaca*ccc*guucccauaccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*a**gaggucacac*cc*guucccauaccgaacacgg*aaguuaag
uguu*gugaug**auggcau*ugag*gucacaccuguucccauaccgaacacag*aaguuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcguga*gggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagagguaac*acuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagca*uuggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugucua*uggcggu*auggaaccacucug*accccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaaucca*ucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3879.67

第2周期为:
染色体为:
ccuagu*g*a*caauagcggagaggaaacacc*c*guucccaucccgaacacggaaguuaag*
ccuaguggugauagcgg*aggg*g*aaacacc*c*guucccaucccgaacacg*gaaguuaag
uuugguggcgau*agcg*aa*gaggucaca*ccc*guucccauaccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*a**gaggucacac*cc*guucccauaccgaacacgg*aaguuaag
uguu*gugaug**auggcau*ugag*gucacaccuguucccauaccgaacacag*aaguuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcguga*gggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagagguaac*acuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagca*uuggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugucua*uggcggu*auggaaccacucug*accccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaaucca*ucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3879.67

第3周期为:
染色体为:
ccua*gu*gaca*auagcgg*agaggaaacacc*cguucccaucccgaacacgg*aaguuaag
ccuaguggugauagcgg*a**ggggaaacac*cc*guucccaucccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cccauaccgaacacgg*aaguuaag
uuugguggcgau*agcg*aa*gaggucaca*ccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*agag*g*ucacacc*c*guucccauaccgaacacg*gaaguuaag
uguugug*a*ug*auggcauugag*gucacaccu*guucccauaccgaacacagaaguuaag*
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcguga*gggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagagguaac*acuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagca*uuggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccuggugucua*uggcggu*auggaaccacucug*accccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaaucca*ucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3865.09

第4周期为:
染色体为:
ccuagugacaauagcgg*a**gaggaaacacc*c*guucccaucccgaacacgg*aaguuaag
c*cu*agugguga*uagcgg*aggggaaacacccguu*cccaucccgaacacgg*aaguuaag
uuugguggcgau*agcgaa*gagguc*aca*ccc*guucccauaccgaacacgg*aaguuaag
uuugguggcgauagcga*agag*g*ucacacc*c*guucucaugccgaacacg*gaaguuaag
ucug*gu*ggcg*auagcga*agaggucacacccguuccc*auaccgaacacgg*aaguuaag
uguugug*a*ug*auggcauugag*gucacaccu*guucccauaccgaacacagaaguuaag*
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcguga*gggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagagguaac*acuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagca*uuggaacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccu*gg*ugucuauggcgguauggaaccacucug*accccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaaucca*ucccgaacuuggugg*uuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3816.09

第5周期为:
染色体为:
ccuagugacaauagcggag*aggaaacacc**c*guu*cccaucccgaacacg*gaaguuaag
ccu*a*gu*ggugauagcgg*aggggaaacacccguuccc*aucccgaacacgg*aaguuaag
uuugguggcgau*agcgaa*gagguc*aca*ccc*guucccauaccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*a**gagg*ucacaccc*guucccauaccgaacacgg*aaguuaag
uguugug*a*ug*auggcauugag*gucacaccu*guucccauaccgaacacagaa*guuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccu*gg*ugucuauggcgguauggaaccacucug*accccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cca*ucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3758.2

第6周期为:
染色体为:
ccuagugacaauagcggag*aggaaacacc**c*guu*cccaucccgaacacg*gaaguuaag
ccuaguggugauagcgg*a**gggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
u*uu*gguggcga*uagcga*agaggucacacccguu*cccauaccgaacacgg*aaguuaag
uuu*g*gu*ggcgauagcga*agaggucacacccguucuc*augccgaacacgg*aaguuaag
ucugguggcgau*agcgaa*gagguc*aca*ccc*guucccauaccgaacacgg*aaguuaag
uguugug*a*ug*auggcauugag*gucacaccu*guucccauaccgaacacagaa*guuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccu*gguguc*uauggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cca*ucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3731.73

第7周期为:
染色体为:
ccuagugacaauagcggag*aggaaacacc**c*guu*cccaucccgaacacg*gaaguuaag
ccuaguggugauagcgg*a**gggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcga*agaggucacacccguu*cccauaccgaacacgg*aaguuaag
uuug*gu*ggcga*uagcga*agaggucacacccguucuc*augccgaacacgg*aaguuaag
ucugguggcgau*agcgaa*gagguc*aca*ccc*guucccauaccgaacacgg*aaguuaag
uguugug*a*ug*auggcauugag*gucacaccu*guucccauaccgaacacagaa*guuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguua*uggacccaccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccu*gguguc*uauggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cca*ucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3727.18

第8周期为:
染色体为:
ccuagugacaauagcggag*aggaaacacc**c*guu*cccaucccgaacacg*gaaguuaag
ccuaguggugauagcgg*a**gggg*aaacaccc*guucccaucccgaacacgg*aaguuaag
u*uu**gguggcgauagcga*agaggucacacccguu*cccauaccgaacacgg*aaguuaag
uuuggug*g*cga*uagcga*agaggucacaccc*guucucaugccgaacacgg*aaguuaag
ucugguggcgau*agcgaa*gagguc*aca*ccc*guucccauaccgaacacgg*aaguuaag
uguugu*ga*ug*auggcauugag*gucacaccuguuccc*auaccgaacacagaa*guuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugau*cccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcucgaaaca*cccgauccca*ucccgaacucggccg*ugaaa
uccu*gguguc*uauggcgguauggaaccacucug*accccaucccgaacucag*uugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cca*ucccgaacuuggu*gguuaaa
uauucuggugcuccuaggcguagaggaaccaaac*caauccaucccgaacuuggugg*uuaaa
a*auccccgcccuua*gcggcgug*gaaca*cccguu*cccauuccgaacac*ggaagugaaa
u*ua*aggcggccauagcggugggguua*cucccguaccc*aucccgaacacggaaga*uaag
guucacauccgccaggacgcggcgau*uacacccgguauccagcccgaacccgg*aagcgaaa
适应度为：3725.06

第9周期为:
染色体为:
ccuagugacaauagcggag**aggaaacac*c*c*guucccaucccgaacacg*gaaguuaag
ccuaguggugau*agcgga*ggggaa*aca*ccc*guucccaucccgaacacgg*aaguuaag
uuuggug*g*cga*uagcga*agaggucacaccc*guucccauaccgaacacgg*aaguuaag
u*uu**gguggcgauagcga*agaggucacacccguu*cucaugccgaacacgg*aaguuaag
ucugguggcgauagcga*a**gagg*ucacaccc*guucccauaccgaacacgg*aaguuaag
uguugu*ga*ug*auggcauugag*gucacaccuguu*cccauaccgaacacagaa*guuaag
ugc*cuggcggccguagcgcggug*gucccaccugac*cccaugccgaacucaga*agugaaa
ugucug*gcggccauagcgcagug*gucccaccugau*cccaugccgaacuc*agaagugaaa
ugcu*uggcgaccauagcguuauggacc*caccugaucccu*ugccgaacucaguag*ugaaa
g*uuucgguggucauagcgugag*ggaaacgcccgguuaca*uuccgaacccgg*aagcuaag
u*cc*ag*ugucuaugacuuagag*guaacacuc*cuucccauuccgaaca*ggcagguuaag
uguucuuugacgaguaguagcauugg*aacaccugau*cccaucccgaacucag*aggugaaa