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*agu*gaca*aua*gcggagaggaaacacccg*uucccaucccgaacacggaa*guuaag
ccuaguggug*auagc**ggagggga*aacacc*cguucccaucccgaaca*cggaaguuaag
*uuu*g*guggcgauagc*gaagaggucacacc*cguucccauaccgaacacgga*aguuaag
uuugguggcg*auagcgaaga*ggu**cacacc*cguucucaugccgaac*acggaaguuaag
ucu*ggug*g*cgaua*gcgaagaggucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaaguua*ag
ug*ccuggcggccguagcgc*gguggucccaccugac*cccaugccga*acucagaagugaaa
ugucu*ggcggccauagcgcagu*ggucccaccu*gaucccaugccgaacucagaa*gugaaa
ug*cuuggcgaccauagcguuaug*gaccca*ccugaucccuugccgaacuc*aguagugaaa
guuu*cgguggucaua*gcgugagggaaacgcccgguuacauu*ccgaacccggaagcua*ag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcau*uggaacaccugaucc*cau*cccgaacucagaggugaaa
uggccugguggucauu*gcgggcucgaaacacccgaucc*caucccgaacucggccg*ugaaa
*uccugg*ugucuauggcggua*uggaaccacucugaccccaucccgaacucagu*ugugaaa
uauucugg*uguccuaggcguagaggaaccacaccaaucca*ucccgaa*cuuggugguuaaa
uauucuggugcuccuaggcguaga*ggaaccaaaccaauccaucccgaacuug*gugguuaaa
aauccccgcccuuagc**ggcgug*ga*acacccguuccca*uuccgaacac*ggaagugaaa
uuaag*gcggccauag*cggu*gggguuacucccgua*cccaucccga*acacggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：4056.4

第1周期为:
染色体为:
ccu*agu*gaca*aua*gcggagaggaaacacccg*uucccaucccgaacacgga*aguuaag
ccuaguggug*auagc**ggagggga*aacacc*cguucccaucccgaaca*cggaaguuaag
*uuu*g*guggcgauagc*gaagaggucacacc*cguucccauaccgaacacgga*aguuaag
uuugguggcg*auagcgaaga*ggu**cacacc*cguucucaugccgaac*acggaaguuaag
ucu*ggug*g*cgaua*gcgaagaggucacacccg*uucccauaccgaac*acggaaguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaaguua*ag
ugccu*ggcggccguagcgcggu*ggucccaccu*gaccccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ug*cuuggcgaccauagcguuaug*gaccca*ccugaucccuugccgaacuc*aguagugaaa
guuu*cgguggucaua*gcgugagggaaacgcccgguuacauu*ccgaacccggaagcua*ag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcau*uggaacaccugaucc*cau*cccgaacucagaggugaaa
uggccugguggucauu*gcgggcucgaaacacccgauccc*aucccgaacucggccg*ugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugg*uguccuaggcguagag*gaaccacaccaauccaucccgaa*cuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuug*gugguuaaa
aauccccgcccuuagc**ggcgug*ga*acacccguuccca*uuccgaacac*ggaagugaaa
uuaag*gcggccauag*cggu*gggguuacucccgua*cccaucccga*acacggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：4017.4

第2周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaac*acggaaguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagc*gaagaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc***gaagaggu*cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcggu*ggucccaccugaccccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccug*aucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugauc*ccaucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3830.66

第3周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaac*acggaaguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagc*gaagaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc***gaagaggu*cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcggu*ggucccaccugaccccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*gacccaccug*aucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugauc*ccaucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3830.66

第4周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaac*acggaaguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagc*gaagaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc***gaagaggu*cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
uguc*uggcggccauagcgc*agug*gucccaccugaucccaugccgaacucaga*agugaaa
ug*cuuggcgaccauagcguuau*ggacccaccugau*cccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugauc*ccaucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3829.07

第5周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaacacgga*aguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagcgaa*gaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc**gaagaggu**cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuau*g*gacccaccugaucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucc*caucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3820.68

第6周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaacacgga*aguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagcgaa*gaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc**gaagaggu**cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuau*g*gacccaccugaucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucc*caucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3820.68

第7周期为:
染色体为:
ccu*agug*a*caaua*gcggagaggaaacacccg*uucccaucccgaacacgga*aguuaag
ccuaguggugauagc*ggagggga**a*acacc*cguucccaucccgaac*acggaaguuaag
*uuu*g*guggcgauagcgaa*gaggucacacccgu*ucccauaccgaacacggaa*guuaag
uuugguggcgauagc**gaagaggu**cacacc*cguucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u*ugaggu*c*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuau*g*gacccaccugaucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucc*caucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccau*cccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagc*ggugggguuacucccg*uacccaucccgaaca*cggaagauaag
guucacauccgccaggacgcggcgauu*acacccgguauccagcccgaacccgga*agcgaaa
适应度为：3820.68

第8周期为:
染色体为:
*ccu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacggaa*guuaag
ccuaguggugauagc**ggaggg*ga*aacacccguu*cccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaagaggu**c*acacc*cguucccauaccgaac*acggaaguuaag
uuu*ggug*g*cgaua*gcgaagaggucacacccg*uucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u**ugagguc*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*g*acccaccugaucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucc*caucccgaacucagagg*ugaaa
uggccugguggucauugcgggcu*cgaaaca*cccgaucccaucccgaacucgg*ccgugaaa
*uccugg*ugucuauggcgguaugga*accacucugaccccaucccgaacucagu*ugugaaa
uauucugguguccuag*gcguagaggaaccacaccaau*ccaucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccccg*cccuuag*cggc*gugga*acacccguuc*ccauuccgaa*cacggaagugaaa
uuaag**gcggccauagcggugggguu*acucccg*uacccaucccgaaca*cggaagauaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccgga*agcgaaa
适应度为：3760.6

第9周期为:
染色体为:
*ccu*a*gugacaauagcgga*gaggaaacacc*cguucccaucccgaacacggaa*guuaag
ccuaguggugauagc**ggaggg*ga*aacacccguu*cccaucccgaacacgga*aguuaag
uuugguggcgauagc*gaagaggu**c*acacc*cguucccauaccgaac*acggaaguuaag
uuu*ggug*g*cgaua*gcgaagaggucacacccg*uucucaugccgaacacgga*aguuaag
ucu*ggu*ggcg*aua*gcgaagaggucacacccg*uucccauaccgaacacgga*aguuaag
uguugugaugauggca*u**ugagguc*acacc*uguucccauaccgaacacagaa*guuaag
*ugccuggcggccgua*gcgcgguggucccaccug*accccaugccgaacucagaa*gugaaa
ug*ucuggcggccauagcgc*aguggucccaccugau*cccaugccgaacucaga*agugaaa
ugcu*uggcgaccauagcguuaug*g*acccaccugaucccuugccgaacucagu*agugaaa
gu*uucgguggucaua*gcgugagggaaacgcccgguuac*auuccgaaccc*ggaagcuaag
uccag*uguc*u*auga*cuuagagguaacacuccuu*cccauuccgaa*caggcagguuaag
uguucuuugacgaguaguagcauu*ggaacaccugaucc*caucccgaacucagagg*ugaaa