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:
ccu*agugacaauagc*g*gag*aggaaac*acccguucccaucccgaacacggaag*uuaag
c*cuaguggug*aua*gcggaggggaaa*ca*cccguucccaucccgaaca*cggaaguuaag
uuuggugg*c*g*auagcgaag*aggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*ggu*ggcgauagcgaagagguca*ca*cccguucucaugccga*acacggaaguuaag
u*cu*gguggcgau*agcgaaga*ggucaca*cccguucccauaccgaac*acggaaguuaag
uguugugau*g*augg*cauugagguca*cac*cuguucccauaccgaacacag*aaguuaag
u*gccuggcggccguagcgcggugguc*ccaccuga*ccccaugccgaacu*cagaagugaaa
ugucu*ggcggccauagc*gcagugguc*ccaccugaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagcguuaugga*cccacc*ugaucccuugccgaacu*caguagugaaa
guuucggu*ggucaua*gcgugagggaaacgcccgguuac*auuccgaac*ccggaagcuaag
uccagugucuauga*cuuagagguaac*ac*uc*cuuccca*uuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaa*caccuga*ucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacucggccg*ugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaacucaguug*ugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaa*cuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaa*accaauccaucccgaacu*uggugguuaaa
aauccccgccc*u*uagcggcg*uggaaca*cc*cguucccauuccgaac*acggaagugaaa
uuaa*ggc*ggccauagcggu*gggguuacucc*cguacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3884.2

第1周期为:
染色体为:
ccu*agugacaauagc*g*gag*aggaaac*acccguucccaucccgaacacggaag*uuaag
ccuagu*g*gug*auagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
u*uu*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacgg*aaguuaag
uuuggugg*c**gauagcgaag*aggucacaccc*guucucaugccgaacac*ggaaguuaag
u*cugguggcg*aua*gcgaagagguca*ca*cccguucccauaccgaaca*cggaaguuaag
u*gu*ugu*gaugauggcauugagguca*ca*ccuguucccauaccga*acacagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcca*uagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagcguuauggac*ccaccugaucc*cuugccgaacu*caguagugaaa
guuucggu*ggucaua*gcgugagggaaacgcccgguuac*auuccgaac*ccggaagcuaag
uccagugucua*ugacuuagagguaa*cac*ucc*uu*cccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaa*caccuga*ucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacucggccg*ugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*auccaucccgaacuuggu*gguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggc*ggccauagcggu*gggguuac*ucccguacccaucccgaacacggaaga*uaag
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3764.67

第2周期为:
染色体为:
c*cuagugaca*aua*gcggagaggaaa*ca*cccguucccaucccgaaca*cggaaguuaag
ccuagugg*u**gauagcggag*gggaaacaccc*guucccaucccgaacac*ggaaguuaag
u*uu*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacgg*aaguuaag
uuu*gguggcgauagc*g*aag*aggucac*acccguucucaugccgaacac*ggaaguuaag
*ucuggu*ggcg*auagcgaagagguca*caccc*guucccauaccgaac*acggaaguuaag
u*gu*ugu*gaugauggcauugagguca*ca*ccuguucccauaccga*acacagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggcca*uagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagcguuauggac*ccaccugaucc*cuugccgaacu*caguagugaaa
guuucggu*ggucaua*gcgugagggaaacgcccgguuac*auuccgaac*ccggaagcuaag
uccagugucua*ugacuuagagguaa*cac**ucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaa*caccuga*ucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacucg*gccgugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*auccaucccgaacuuggu*gguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggc*ggccauagcggu*gggguuac*ucccguacccaucccgaacacggaaga*uaag
guucacauccgccaggacg*cggcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3745.93

第3周期为:
染色体为:
c*cu*agu*gacaauagcggagaggaaa*ca*cccguucccaucccga*acacggaaguuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuuggugg*c*gauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacgg*aaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggc*cauagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagcgu*uauggacccaccugaucc*cuugccgaacu*caguagugaaa
guuucggu*ggucauagcgugagggaa*acgcccgguuac*auuccgaacccgg*aagcuaag
ucca*gugucua*ugacuuagagguaacac**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucg*aaacac*ccgaucccaucccgaacu*cggccgugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*auccaucccgaacu*uggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggcggc*cauagcggu*gggguu*acucccguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3656.75

第4周期为:
染色体为:
c*cu*agu*gacaauagcggagaggaaa*ca*cccguucccaucccga*acacggaaguuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacgg*aaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggc*cauagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagc*gu*uauggacccaccugaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgugagggaa*acgcccgguuac*auuccgaacccgg*aagcuaag
ucca*gugucua*ugacuuagagguaacac**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucg*aaacac*ccgaucccaucccgaacucggcc*gugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaacca*auccaucccgaacuu*ggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggcggc*cauagcggu*gggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3634.65

第5周期为:
染色体为:
c*cu*agu*gacaauagcggagaggaaa*ca*cccguucccaucccga*acacggaaguuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacgg*aaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggc*cauagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagc*gu*uauggacccaccugaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgugagggaa*acgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*gugucua*ugacuuagagguaacac**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucg*aaacac*ccgaucccaucccgaacucggcc*gugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuu*ggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggcggc*cauagcggu*gggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3626.77

第6周期为:
染色体为:
c*cu*agugac*aauagcggagaggaaa*ca*cccguucccaucccga*acacggaaguuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggcc*guagc*gcgguggucccaccu*gaccccaugccgaacu*cagaagugaaa
ugucuggcggc*cauagc*gcaguggucccaccu*gaucccaugccgaacuc*agaagugaaa
ugcuuggc*gaccauagc*gu*uauggacccaccugaucccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgugagggaa*acgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*gugucuaugacuuagagguaaca*c**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcggg*cucgaaacac*ccgaucccaucccgaacucggcc*gugaaa
u*ccuggugucu*auggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcguagaggaac*cacaccaa*uccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuu*ggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
uuaa*ggcggc*cauagcggu*gggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3612.13

第7周期为:
染色体为:
c*cu*agugac*aauagcggagaggaaa*ca*cccguucccaucccgaacacggaa*guuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacuc*agaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggc*gaccauagcguuauggac*ccaccugauc*ccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgu*gagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*gugucuaugacuuagagguaaca*c**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*cac*ccgaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgua*gaggaaccacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuu*ggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
u*uaa*ggcggccauagcggu*gggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3597.55

第8周期为:
染色体为:
c*cu*agugac*aauagcggagaggaaa*ca*cccguucccaucccgaacacggaa*guuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugaug*gcau*ug*agguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacuc*agaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggc*gaccauagcguuauggac*ccaccugauc*ccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgu*gagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*gugucuaugacuuagagguaaca*c**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*cac*cugaucccaucccgaacu*cagaggugaaa
uggccugguggucauugcgggcucgaaa*caccc*gaucccaucccgaacu*cggccgugaaa
u*ccuggu*gucuauggcgguau*ggaaccacucugaccccaucccgaac*ucaguugugaaa
uauucugguguccuaggcgua*gaggaaccacaccaa*uccaucccgaacuuggug*guuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucca*ucccgaacuu*ggugguuaaa
aauccccgccc*u*uagcggcg*uggaa*caccc*guucccauuccgaac*acggaagugaaa
u*uaa*ggcggccauagcggu*gggguuacucc*cguacccaucccgaacacggaaga*uaag
guucacauccgccaggacgcg*gcgauuacacccgguauccagcccgaac*ccggaagcgaaa
适应度为：3596.2

第9周期为:
染色体为:
c*cu*agugac*aauagcggagaggaaa*ca*cccguucccaucccgaacacggaa*guuaag
cc*uagu*ggu*gauagcggaggggaaa*caccc*guucccaucccgaac*acggaaguuaag
*uuu*ggugg*cgauagc*gaagaggucacaccc*guucccauaccgaacac*ggaaguuaag
u*uu*gguggcg*auagcgaag*aggucac*acccguucucaugccgaacac*ggaaguuaag
uc*u*gguggc*gauagcgaaga*ggucacac*ccguucccauaccgaacacg*gaaguuaag
uguugugaugaug*gcau*u*gagguca*caccu*guucccauaccgaaca*cagaaguuaag
ugccuggcggc*cguagc*gcgguggucccaccu*gaccccaugccgaacuc*agaagugaaa
ugucuggcggcc*auagc*gcaguggucccaccu*gaucccaugccgaacu*cagaagugaaa
ugcuuggc*gaccauagcguuauggac*ccaccugauc*ccuugccgaacu*caguagugaaa
guuucggu*ggucauagcgu*gagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
ucca*gugucuaugacuuagagguaaca*c**ucc*uucccauuccgaacag*gcagguuaag
uguucuuugacgaguaguagcauuggaa*caccu*gaucccaucccgaacu*cagaggugaaa