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:
c*c*uagugacaauagcggaga*ggaaacaccc*gu*ucccaucccgaacacgga*aguuaag
*cc*uaguggugauagcggagggg*aaacacc*cguu*cccaucccgaacacgga*aguuaag
uuug**guggcgauagcgaaga*ggucacacccguucccau*ac*cgaacacggaagu*uaag
uuu*gg*uggcga*uagcgaagaggucacaccc*gu*ucucaugccgaacacggaa*guuaag
ucu*g*guggcgauagcga*agaggucacacc*cguucc*cauaccgaacacggaaguuaag*
ugu*ugugau*g*auggcau*ugagg*ucacaccuguucccauaccgaaca*cagaaguuaag
ugccuggcggccgua*gcgcgguggucccac*cugacccc*augccgaacucag*aagugaaa
ugucuggcggccauag*cgcagugguccca*ccugau*cccaugccgaac*ucagaagugaaa
ugcuuggcgaccauagcg*uuauggacccaccug*a*ucccuugccgaacuc*aguagugaaa
guuucggugg*ucauagcg*ugaggga*aacgcccgguuacauuccgaacccggaag*cuaag
*uccag*ugucuaugacuua*gagguaaca*cuccuu*cccauuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugguggucauugcgggcu*cga*aacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcgguaug*gaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcgua*gaggaaccaaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcccu*uagcggcguggaa*cacccg*u*ucccauuccgaacacgga*agugaaa
uuaagg*cggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccgguaucca*gcccgaacccggaagc*gaaa
适应度为：4077.07

第1周期为:
染色体为:
ccu*ag*ugacaa*uagcggagaggaaacaccc*gu*ucccaucccgaacacggaa*guuaag
ccu*a*guggugauagcgg*aggggaaacacc*cguu*cccaucccgaacacggaa*guuaag
u*u*ugguggcgauagcgaaga*ggucacaccc*gu*ucccauaccgaacacggaaguu*aag
uuug**guggcgauagcgaaga*ggucacacccguucucau*gc*cgaacacggaagu*uaag
*uc*ugguggcgauagcgaagagg*ucacacc*cguucc*cauaccgaacacgga*aguuaag
ugu*ugug*aug*auggcauugagg**ucacaccuguucccauaccgaaca*cagaaguuaag
ugccuggcgg*ccguagcgcgguggu*cccaccugacccc*augccgaacucagaag*ugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauag*cguuauggacccaccugau*c*ccuugccgaac*ucaguagugaaa
guuucgguggucauagc*gugagggaaacgc*ccgguuac*auuccgaacccgg*aagcuaag
*uccag*ugucuaugacuua*gagguaaca*cuccuu*cccauuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugguggucauugcgggc*u*cgaaacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcgguauggaac*cacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcgua*gaggaaccaaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcccu*uagcggcguggaa*cacccg*u*ucccauuccgaacacgga*agugaaa
uuaagg*cggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：4009.04

第2周期为:
染色体为:
ccua*g*ugacaauagcggaga*ggaaacaccc*gu*ucccaucccgaacacggaagu*uaag
c*c*uaguggugauagcggagg*ggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
uuu*g*guggcgauagcga*agaggucacacc*cguu*cccauaccgaacacggaa*guuaag
uuu*g*guggcga*uagcgaagaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagcgaagagg*uca*cacc*cguucccauaccgaacacgga*aguuaag
uguugug*aug*auggc*auugagg**ucacaccuguucccauaccgaaca*cagaaguuaag
ugccuggcgg*ccguagcgcgguggucccaccugac*ccc*augccgaacucagaag*ugaaa
ugucuggcggccauagcg*caguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauag*cguuauggacccac*cugauccc*uugccgaacucag*uagugaaa
guuucgguggucauagc*gugagggaaacgcccggu*u*acauuccgaac*ccggaagcuaag
*uccag*ugucuaugacuua*gagguaaca*cuccuu*cccauuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugguggucauugcgggc*u*cgaaacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcgguauggaac*cacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcgua*gaggaaccaaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcc*cuuagcggcguggaa*cacccg*u*ucccauuccgaacacgga*agugaaa
uuaagg*cggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3970.62

第3周期为:
染色体为:
c*cuag*ugacaauagcggaga*ggaaacaccc*gu*ucccaucccgaacacggaagu*uaag
c*c*uaguggugauagcggagg*ggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
uuu*g*guggcgauagcga*agaggucacacc*cguu*cccauaccgaacacggaa*guuaag
uuu*g*guggcga*uagcgaagaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagcgaagagg*uca*cacc*cguucccauaccgaacacgga*aguuaag
uguugug*aug*auggc*auugagg**ucacaccuguucccauaccgaacac*agaaguuaag
ugccuggcgg*ccguagcgcgguggucccaccugac*ccc*augccgaacucagaag*ugaaa
ugucuggcggccauagcgca*guggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauag*cguuauggacccac*cugauccc*uugccgaacucag*uagugaaa
guuucgguggucauagc*gugagggaaacgcccggu*u*acauuccgaac*ccggaagcuaag
*uccag*ugucuaugacuua*gagguaaca*cuccuu*cccauuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugg*uggucauugcgggcu*cgaaacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcgguauggaac*cacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcgua*gaggaaccaaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcc*cuuagcggcguggaa*cacccg*u*ucccauuccgaacacgga*agugaaa
uuaagg*cggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3952.27

第4周期为:
染色体为:
c*c*uagugacaauagcggaga*ggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggagg*ggaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcgaagag*gucacacc*cguu*cccauaccgaacacggaa*guuaag
uuu*g*guggcga*uagcgaagaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagcgaagagg**u*cacacccguucccauaccgaacacgga*aguuaag
uguugug*aug*auggc*auugagg*uca*caccuguucccauaccgaacac*agaaguuaag
ugccuggcgg*ccguagcgcgguggucccaccugac*ccc*augccgaacucagaag*ugaaa
ugucuggcggccauag*cgcaguggucccaccug*a*ucccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cugauc*ccuugccgaacucag*uagugaaa
guuucgguggucauagc*gugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*uccag*ugucuaugacuua*gagguaacacuccuu*c*ccauuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugg*uggucauugcgggcu*cgaaacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcc*cuuagcggcguggaa*cacccg*u*ucccauuccgaacacgga*agugaaa
uu*aaggcggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3889.13

第5周期为:
染色体为:
c*c*uagugacaauagcggaga*ggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggagg*ggaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcgaagag*gucacacc*cguu*cccauaccgaacacggaa*guuaag
uuu*g*guggcga*uagcgaagaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagc*gaagaggu*ca*cacccguucccauaccgaacacgga*aguuaag
uguugug*aug*auggcauugagg***ucacaccuguucccauaccgaacac*agaaguuaag
ugccuggcggccguagcgcg*guggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcaguggucccaccugau*c*ccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cuga*ucccuugccgaacucaguag*ugaaa
guuucgguggucauagc*gugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*uccag*ugucuaugacuua*gagguaacacuccuuc*cc*auuccgaac*aggcagguuaag
ugu*uc*uuugacgaguaguagcauuggaacaccugaucccaucccgaacucagag*gugaaa
uggccugg*uggucauugcgggcu*cgaaacacccgaucccaucccgaacucggc*cgugaaa
uccugg*ugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcc*c*uuagcggcguggaacacccg*u*ucccauuccgaacacgga*agugaaa
uu*aaggcggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3875.27

第6周期为:
染色体为:
c*c*uagugacaauagcg*gagaggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggaggg*gaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcg*aagaggucacacc*cguu*cccauaccgaacacggaa*guuaag
uuu*g*guggcgauagcga*agaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagc*gaagagguca*cacccgu*ucccauaccgaacacgga*aguuaag
uguugug*aug*auggcauug*agg*ucacaccugu*ucccauaccgaacac*agaaguuaag
ugccuggcggccguagcgcg*guggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcaguggucccaccugau*c*ccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cuga*ucccuugccgaacucaguag*ugaaa
guuucgguggucauagc*gugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*ucc*agugucuaugacuua*gagguaacacucc*uuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguaguag*cau*uggaacaccugaucccaucccgaacucaga*ggugaaa
uggcc**ugguggucauugcgggcucgaaacacccgaucccaucccgaacucggcc*gugaaa
uccugg*ugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcccuuagcg*gcguggaaca*cccg*u*ucccauuccgaacacgga*agugaaa
uu*aaggcggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3780.17

第7周期为:
染色体为:
c*c*uagugacaauagcg*gagaggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggaggg*gaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcg*aagaggucacacccguu*ccc*auaccgaacacggaa*guuaag
uuu*g*guggcgauagcga*agaggucacacccguucucau*gc*cgaacacggaa*guuaag
*uc*ugguggcgauagc*gaagagguca*cacccgu*ucccauaccgaacacgga*aguuaag
uguugug*aug*auggcauug*aggucacaccugu*u*cccauaccgaacac*agaaguuaag
ugccuggcggccguagcgcg*guggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcaguggucccaccugau*c*ccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cuga*ucccuugccgaacucaguag*ugaaa
guuucgguggucauagc*gugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*ucc*agugucuaugacuua*gagguaaca*cuccuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguaguag*cau*uggaacaccugaucccaucccgaacucaga*ggugaaa
uggcc**ugguggucauugcgggcucgaaacacccgaucccaucccgaacucggcc*gugaaa
uccugg*ugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcccuuagcg*gcguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
uu*aaggcggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3746.1

第8周期为:
染色体为:
c*c*uagugacaauagcg*gagaggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggaggg*gaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcg*aagaggucacacccguu*ccc*auaccgaacacggaa*guuaag
*uuu*gguggcgauagcga*agaggucacacccgu*ucucaugc*cgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugug*aug*auggcauuga*ggucacaccug*u*ucccauaccgaacac*agaaguuaag
ugccuggcggccguagcgcg*guggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcaguggucccaccugau*c*ccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cuga*ucccuugccgaacucaguag*ugaaa
guuucgguggucauagcg*ugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*ucc*agugucuaugacuu*agagguaaca*cuccuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua*g*cauuggaacaccugaucccaucccgaacucaga*ggugaaa
uggcc**ugguggucauugcgggcucgaaacacccgaucccaucccgaacucggcc*gugaaa
uccugg*ugucuauggcggu*auggaaccacucuga*ccccaucccgaacuc*aguugugaaa
uauucugguguccuaggcguagaggaaccacaccaau*cc*aucccgaacuu*ggugguuaaa
uauucuggugcuccuaggcguagaggaac*caaaccaauccaucccgaacuuggugg*uuaaa
aau*ccccgcccuuagcgg*cguggaa*cacccg*u*ucccauuccgaacacggaag*ugaaa
uu*aaggcggccauagcggugg*gguuacucccgua*c*ccaucccgaacacggaag*auaag
guucacauccgccaggacgcggcgauuacacccggua*uccagcccgaaccc*ggaagcgaaa
适应度为：3681.01

第9周期为:
染色体为:
c*c*uagugacaauagcg*gagaggaaacaccc*gu*ucccaucccgaacacggaaguu*aag
c*cuag*uggugauagcggaggg*gaaacaccc*gu*ucccaucccgaacac*ggaaguuaag
uuu*g*guggcgauagcg*aagaggucacacccguu*ccc*auaccgaacacggaa*guuaag
*uuu*gguggcgauagcga*agaggucacacccgu*ucucaugc*cgaacacggaa*guuaag
uc*ug*guggcgauagcg*aagaggucacacccguu*c*ccauaccgaacacgga*aguuaag
uguugug*aug*auggcauuga*ggucacaccug*u*ucccauaccgaacac*agaaguuaag
ugccuggcggccguagcgcg*guggucccaccug*a*ccccaugccgaacucag*aagugaaa
ugucuggcggccauag*cgcaguggucccaccugau*c*ccaugccgaacuc*agaagugaaa
ugcuuggcgaccauagcguu*auggacccac*cuga*ucccuugccgaacucaguag*ugaaa
guuucgguggucauagcg*ugagggaaacgcccggu*uac*auuccgaac*ccggaagcuaag
*ucc*agugucuaugacuu*agagguaaca*cuccuuccc*auuccgaac*aggcagguuaag
uguucuuugacgaguagua*g*cauuggaacaccugaucccaucccgaacucaga*ggugaaa