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*ugacaauagcggagagga*aacacccguu*c*c*caucccgaacacggaaguua*ag
ccuagugguga*uagcgg*aggg**gaaacacc*cguucccaucccgaacacggaaguuaag*
uuugguggc*gauagc*g*aagag*gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggcgau*ag*cg*aaga*ggucacacccguucucaugccgaacacggaag*uua*ag
ucugguggc*gauagcg**aagag*gucacacccguucccauaccg*aacacggaaguuaag*
uguugugau*gauggcauugagguca*cac*cu*guu*cccauaccgaacacagaaguua*ag
ugccuggcg*g*ccguagcgcgguggucccaccugac*cccaugccgaacucagaaguga*aa
ug*ucuggcggcc*auagcgcaguggucccaccugau*cccaugccgaacucagaag*ugaaa
ugcuugg*c*gaccauagcguuauggacccaccugaucccu*ugccgaac*ucaguagugaaa
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauuccg*aacccggaagcuaag*
u*ccagugucuaugacuu*agagguaacacuccu*ucccau*ucc*gaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaa*caccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaa*cucggccgugaaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaaucc*aucccgaacuuggugguua*aa
uauucuggugcucc*uaggcguagaggaaccaaaccaauccaucccgaacuuggugguuaa*a
**aaucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*u*aaggcggccauagcggug*ggguuacuc*ccguacccaucccgaacacggaag*auaag
guucacauccgc*caggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：4203.08

第1周期为:
染色体为:
ccuag*ugacaauagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuaguggu*ga*ua*g*cggaggggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gau*agcg*aagag*gucacacccguu*cucaugccgaacacggaaguua*ag
ucugguggcga*uag*cg*aa*gaggucacac*ccguucccauaccgaacacggaag*uuaag
ugu*ugugaugauggca**uuga*ggucacaccug*uucccauaccgaacacagaaguuaag*
ugccuggcg*g*ccguagcgcgguggucccaccugac*cccaugccgaacucagaaguga*aa
ug*ucuggcggcc*auagcgcaguggucccaccugau*cccaugccgaacucagaag*ugaaa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaac*ccggaagcuaag
ucc*agugucuaugacuuagagguaac*ac*u*ccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauccau*cccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggug*ggguuacucccguacccaucccgaacacggaag*auaag
g*uucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3911.35

第2周期为:
染色体为:
ccuag*ugacaauagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*ua*g*cggagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gau*agcg*aagag*gucacacccguu*cucaugccgaacacggaaguua*ag
ucugguggcga*uag*cg*aa*gaggucacac*ccguucccauaccgaacacggaag*uuaag
ugu*ugugaugauggca**uuga*ggucacaccug*uucccauaccgaacacagaaguuaag*
ugccuggcg*g*ccguagcgcgguggucccaccugac*cccaugccgaacucagaaguga*aa
ug*ucuggcggcc*auagcgcaguggucccaccugau*cccaugccgaacucagaag*ugaaa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaac*ccggaagcuaag
ucc*agugucuaugacuuagagguaac*ac*u*ccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauccau*cccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
g*uucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3909.95

第3周期为:
染色体为:
ccuag*ugacaauagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*ua*g*cggagg*ggaaacacccguu*cccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gau*agcg*aagag*gucacacccguu*cucaugccgaacacggaaguua*ag
ucugguggcga*uag*cg*aa*gaggucacac*ccguucccauaccgaacacggaag*uuaag
uguugugau*gauggca**uuga*ggucacaccug*uucccauaccgaacacagaaguuaag*
ugc*cuggcgg*ccguagcgcgguggucccaccugac*cccaugccgaacucagaaguga*aa
ug*ucuggcggcc*auagcgcaguggucccaccugau*cccaugccgaacucagaag*ugaaa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaac*ccggaagcuaag
ucc*agugucuaugacuuagagguaac*ac*u*ccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauccau*cccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
g*uucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3871.34

第4周期为:
染色体为:
ccuag*ugacaauagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccg*uucccaucccgaacacggaaguuaag*
uuugguggcga*uag*cg*aa*gaggucacac*ccguucccauaccgaacacggaag*uuaag
uuugguggc*gau*agcg*aagag*gucacacccguu*cucaugccgaacacggaaguua*ag
ucugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uguugugauga*ug*g*cauuga*ggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccugac*cccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaac*ccggaagcuaag
ucc*agugucuaugacuuagagguaac*ac*u*ccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauccau*cccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
g*uucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3867.74

第5周期为:
染色体为:
ccuag*ugacaauagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuaguggu*gauagcg**gagg*ggaaacacccg*uucccaucccgaacacggaaguuaag*
uuugguggcga*uag*cg*aa*gaggucacac*ccguucccauaccgaacacggaag*uuaag
uuugguggc*gau*agcg*aagag*gucacacccguu*cucaugccgaacacggaaguua*ag
ucugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uguugugauga*ug*g*cauuga*ggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccugac*cccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaac*ccggaagcuaag
ucc*agugucuaugacuuagagguaac*ac*u*ccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacuc*agaggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauccau*cccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
g*uucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3867.74

第6周期为:
染色体为:
ccuagugacaa*uagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cccauaccgaacacggaaguua*ag
uuugguggc*gauagc*gaagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccugac*cccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaacccggaagc*uaag
uccagugucuauga*cuuagaggu*aac*ac*uccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
gu*ucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3776.11

第7周期为:
染色体为:
ccuagugacaa*uagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cccauaccgaacacggaaguua*ag
uuugguggc*gauagc*gaagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccugac*cccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
guu*ucggu*ggucauagcgugagggaaacgcccgguuacauucc*gaacccggaagc*uaag
uccagugucuauga*cuuagaggu*aac*ac*uccuu*cccauuccgaa*caggcagguuaag
u*guucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugc*gggcucgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguuguga*aa
uau*ucugguguccuaggcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
gu*ucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3776.11

第8周期为:
染色体为:
ccuagugacaa*uagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggcggcc*guagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguuac*auuccgaacccggaagcuaag*
u*ccagugucuauga*cuuagaggu*aac*acuccuu*cccauuccgaacaggcagguua*ag
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa
uggccugguggucauugcgggcu*cgaaacacccgaucccauc*ccgaacucggccgug*aaa
ucc*u*ggugu*cuauggcgguauggaaccacucugaccccaucccgaacucaguugugaaa*
uau*ucugguguccuaggcguagaggaaccacaccaauc*caucccgaacuuggugguuaaa*
uauucuggugcuccuaggcguagaggaaccaaaccaauccauccc*gaacuuggugguu*aaa
*aa*ucc*ccgcccuuagcggcguggaa*cacccguu*cccauuccgaacacggaagugaaa*
u*ua*aggcggccau*agcggugggguuacu*cccguacccaucccgaacacggaag*auaag
gu*ucacauccgccaggacgcggcgauuacacccgguauccagcccgaacccggaagc*gaaa
适应度为：3687.17

第9周期为:
染色体为:
ccuagugacaa*uagcgg*agag*ga*aacacccguuc*ccaucccgaacacggaaguuaag*
ccuagugguga*uagcg**gagg*ggaaacac*ccguucccaucccgaacacggaaguuaag*
uuugguggc*gauagc*gaagag**gucacacccguu*cccauaccgaacacggaaguuaag*
uuugguggc*gauagcg*aagag**gucacacccguu*cucaugccgaacacggaaguuaag*
ucugguggc*gauag*cg*aaga*ggucacacccg*uucccauaccgaacacggaaguuaag*
uguug*ugaugau*g*g*cauugaggucacaccuguu*cccauaccgaacacagaaguuaag*
ug*ccuggc*ggccguagcgcgguggucccaccuga*ccccaugccgaacucagaag*ugaaa
ugu*cuggcgg*ccauagcgcaguggucccaccugau*cccaugccgaacucagaaguga*aa
ug*cuuggc*gaccauagcguuauggacccaccugaucccu*ugccgaacucaguagugaaa*
g*uuucggu*ggucauagcgugagggaaacgcccgguuac*auuccgaacccggaagcuaag*
u*ccagugucuauga*cuuagaggu*aac*acuccuu*cccauuccgaacaggcagguuaag*
ugu*ucuuugacgaguaguagcauuggaaca*ccugaucccaucccgaacucag*aggugaaa