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:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguucccau*cccgaaca*cggaaguuaag
uuuggugg*c*g*auagcgaagagg*ucacaccc*guucccauaccgaac*acggaaguuaag
u*uugguggcgau*a*gcga*agaggucacacccguucuc*augccgaac*acggaaguuaag
ucuggugg*cg**auagcgaa*gaggucacacccguucc*cauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ug*ccuggcggccguagcgcggugguccc*accu*gaccccaugcc*gaacucagaagugaaa
uguc*uggcggccauagcgcaguggucc*ca*ccugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuauggac*ccaccuga*ucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgguuaca*uuccgaacc*cggaagcuaag
uccagug*uc*uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccuggugucuaug*g*cg*guauggaaccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aa*uccc*cgcccuuagcggcguggaac**acccguucccauu*cc*gaacacggaagugaaa
uuaaggcggcca*ua*gcggugggguuac*ucccg*uacccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：4006.11

第1周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguucccau*cccgaaca*cggaaguuaag
uuuggugg*c*g*auagcgaagagg*ucacaccc*guucccauaccgaac*acggaaguuaag
u*uugguggcgau*a*gcga*agaggucacacccguucuc*augccgaac*acggaaguuaag
ucuggugg*cg**auagcgaa*gaggucacacccguucc*cauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ug*ccuggcggccguagcgcggugguccc*accu*gaccccaugcc*gaacucagaagugaaa
uguc*uggcggccauagcgcaguggucc*ca*ccugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuauggac*ccaccuga*ucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgguuaca*uuccgaacc*cggaagcuaag
uccagug*uc*uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aa*uccc*cgcccuuagcggcguggaac**acccguucccauu*cc*gaacacggaagugaaa
uuaaggcggc*caua*gcggugggguuac*ucccg*uacccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：4000.48

第2周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguucccau*cccgaaca*cggaaguuaag
uuuggugg*c*g*auagcgaagagg*ucacaccc*guucccauaccgaac*acggaaguuaag
u*uugguggcgau*a*gcga*agaggucacacccguucuc*augccgaac*acggaaguuaag
ucuggugg*cg**auagcgaa*gaggucacacccguucc*cauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ug*ccuggcggccguagcgcggugguccc*accu*gaccccaugcc*gaacucagaagugaaa
uguc*uggcggccauagcgcaguggucc*ca*ccugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuauggac*ccaccuga*ucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgguuaca*uuccgaacc*cggaagcuaag
uccagug*uc*uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aa*uccc*cgcccuuagcggcguggaac**acccguucccauu*cc*gaacacggaagugaaa
uuaaggcggc*caua*gcggugggguuac*ucccg*uacccaucccgaacacggaagauaag*
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：4000.48

第3周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguuc*ccaucccgaaca*cggaaguuaag
uuugguggcg*au*a*gcga*agaggucacacccguuccc*auaccgaac*acggaaguuaag
u*uugguggc*g*auagcgaa*gaggucacaccc*guucucaugccgaac*acggaaguuaag
ucuggugg**cg*auagcgaagagg*ucacacccguucc*cauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ug*ccuggcggccguagcgcggugguccc**accugaccccaugcc*gaacucagaagugaaa
uguc*uggcggccauagcgcaguggucc*ca*ccugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuauggac*ccaccuga*ucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgguuaca*uuccgaacc*cggaagcuaag
uccagug*uc*uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aa*uccc*cgcccuuagcggcguggaac**ac*ccguucccauucc*gaacacggaagugaaa
uuaaggcggc*caua*gcggugggguua*c*ucccg*uacccaucccgaacacggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：3954.13

第4周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguuc*ccaucccgaaca*cggaaguuaag
uuugguggcg*au*a*gcgaa*gaggucacacccguuccc*auaccgaac*acggaaguuaag
u*uugguggc*g*auagcgaa*gaggucacaccc*guucucaugccgaac*acggaaguuaag
ucuggu*gg**cgauagcgaagaggucac*acccguucc*cauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ug*ccuggcggccguagcgcggugguccc**accugaccccaugcc*gaacucagaagugaaa
uguc*uggcggccauagcgcaguggucc*ca*ccugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuauggac*ccaccuga*ucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacgcccgguuaca*uuccgaacc*cggaagcuaag
uccagug*uc*uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaa*cucaguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aa*uccc*cgcccuuagcggcg*uggaac*ac*ccguucccauucc*gaacacggaagugaaa
uuaaggcggc*caua*gcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：3933.09

第5周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguuc*ccaucccgaaca*cggaaguuaag
u*uugguggc*g*auagcgaa*gaggucacaccc*guucccauaccgaac*acggaaguuaag
uuugguggcg*au*a*gcgaa*gaggucacacccguucuc*augccgaac*acggaaguuaag
ucuggu*gg**cgauagcgaagaggucac*accc*guucccauaccgaac*acggaaguuaag
ug*uug**ugaugauggcauugaggu*cacac*cuguucccauac*cgaacacagaaguuaag
ugcc*uggcggccguagcg*cgguggucccaccuga*ccccaugcc*gaacucagaagugaaa
ug*ucuggcggccauagcgcagug*guccc*accugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuaugg*accca*ccugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacg*cccgguuacauuccgaacc*cggaagcuaag
uccaguguc**uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcucg*aaacacccgaucc*cauccc*gaacucggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcguaga*ggaaccacacca*auccaucccgaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cgc*ccuuagcggcg*uggaac*ac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcggc*caua*gcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：3883.1

第6周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccguuc*ccaucccgaaca*cggaaguuaag
u*uugguggc*g*auagcgaa*gaggucacaccc*guucccauaccgaac*acggaaguuaag
uuugguggcg*au*a*gcgaa*gaggucacacccguucuc*augccgaac*acggaaguuaag
uc*ugg**uggcgauagcgaagaggu*cacac*ccguucccauac*cgaacacggaaguuaag
uguugu*ga**ugauggcauugaggucac*accu*guucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcg*cgguggucccaccuga*ccccaugcc*gaacucagaagugaaa
ug*ucuggcggccauagcgcagug*guccc*accugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuaugg*accca*ccugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacg*cccgguuacauuccgaacc*cggaagcuaag
uccaguguc**uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccauc*ccgaacucagaggugaaa
uggccugguggucauugcgggcu*cgaaacacccga*ucccaucccgaacu*cggccgugaaa
uccugg*ugucuaug*gcg*guauggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaauc*cauccc*gaacuuggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cgc*ccuuagcggcg*uggaac*ac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcggc*caua*gcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagc*ccgaacccggaagcgaaa
适应度为：3875.72

第7周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccg*uucccaucccgaaca*cggaaguuaag
uuugguggc*g*a*uagcgaagag*gucacaccc*guucccauaccgaac*acggaaguuaag
uuuggu*gg**cgauagcg*aagaggucacaccc*guucucaugccgaac*acggaaguuaag
uc*ugg**uggcgauagcgaagagg*ucacac*ccguucccauaccgaa*cacggaaguuaag
uguugugaug*au*g*gcauugaggucac*accuguuccc*auaccgaac*acagaaguuaag
ugcc*uggcggccguagcg*cgguggucccaccuga*ccccaugccgaac*ucagaagugaaa
ug*ucuggcggccauagcgcagug*guccc*accugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuaugg*accca*ccugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacg*cccgguuacauuccgaacc*cggaagcuaag
uccaguguc**uauga*cuuaga*gguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaa*cacccga*ucccaucccgaacu*cggccgugaaa
uccugg**ugucuaug*gcgguauggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaauccauccc*gaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*uggaac*ac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg*g*ccauagcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccga*acccggaagcgaaa
适应度为：3726.84

第8周期为:
染色体为:
ccuagu*g**acaauagcggagagg*aaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacacccg*uucccaucccgaaca*cggaaguuaag
uuugguggc*g*a*uagcgaagag*gucacaccc*guucccauaccgaac*acggaaguuaag
uuuggu*gg**cgauagcg*aagaggucacaccc*guucucaugccgaac*acggaaguuaag
uc*ugg**uggcgauagcgaagagg*ucacac*ccguucccauaccgaa*cacggaaguuaag
uguugugaug*au*g*gcau*ugaggucac*accuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcg*cgguggucccaccuga*ccccaugccgaac*ucagaagugaaa
ug*ucuggcggccauagcgcagug*guccc*accugaucccaugcc*gaacucagaagugaaa
ugcu*uggcgaccauagcguuaugg*accca*ccugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacg*cccgguuacauuccgaacc*cggaagcuaag
uccaguguc**uauga*cuuag*agguaacacucc*uucccauuccgaacaggc*agguuaag
uguucuuugacgaguaguagcauuggaaca*c*cugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugcgggcucgaaa*cacccga*ucccaucccgaacu*cggccgugaaa
uccugg**ugucuaug*gcgguauggaaccacucugaccccaucccgaacu*caguugugaaa
uauucugguguccuaggcguagagg*aaccacaccaauccauccc*gaacu*uggugguuaaa
uauucuggugcuccuaggcguagaggaaccaaaccaaucc*aucccgaacuu*ggugguuaaa
aauccc*cg*cccuuagcggcg*uggaac*ac*ccguucccauuccgaaca*cggaagugaaa
uuaaggcg*g*ccauagcggugggguua*cucccg*uacccaucccgaacac*ggaagauaag
guucacauccgcca*ggacgcggcgauuacacccgguauccagcccga*acccggaagcgaaa
适应度为：3705.67

第9周期为:
染色体为:
ccuagu*g**acaauagcggagag*gaaacacccg*uucccauccc*gaacacggaaguuaag
ccuaguggugauagc*g*ga*g*gggaaacaccc*guucccaucccgaaca*cggaaguuaag
uuugguggc*g**auagcgaagag*gucacacccg*uucccauaccgaac*acggaaguuaag
uu*ugg**uggcgauagcgaa*gaggucacacccg*uucucaugccgaacac*ggaaguuaag
ucuggu*gg**cgauagcg*aagaggucacaccc*guucccauaccgaac*acggaaguuaag
uguugugauga*u*g*gcau*ugaggucac*accuguucccauaccgaac*acagaaguuaag
ugcc*uggcggccguagcg*cgguggucccaccuga*ccccaugccgaac*ucagaagugaaa
ug*ucuggcggccauagcgcagug*guccc*accugaucccaugccgaac*ucagaagugaaa
ugcu*uggcgaccauagcguuaugg*accca*ccugaucccuugccgaacu*caguagugaaa
*guuucgguggucauagcgu*gagggaaacg*cccgguuacauuccgaacc*cggaagcuaag
uccagugu*c**uaugacuuag*agguaacacucc*uucccauuccgaacaggca*gguuaag
uguucuuugacgaguaguagcauuggaac*ac*cugaucccaucccgaacuc*agaggugaaa