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升级   89.25% TA的每日心情 | 开心 2013-11-20 13:38 |
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签到天数: 20 天 [LV.4]偶尔看看III
 群组: 数学建模培训课堂1 群组: C题讨论群 |
以下是遗传算法解决TSP问题的的代码,可是运行时报错了,请知道的大虾告诉以下报错的原因啊!!!1 y1 U2 J; J7 b8 X
distTSP.txt
2 g+ X4 r' z9 n' a/ z( P0 6 18 4 8
, Y9 u8 b3 u0 Y* @* O5 G7 0 17 3 7. z0 l' x" A; h) Z1 P" T
4 4 0 4 5
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%GATSP.m
! [$ r" e/ l- E/ A! I! Ufunction gatsp1()
n8 D* q' }, ~" @/ v( H2 r+ fclear;/ H) m! h; T- \: f/ F2 G
load distTSP.txt;
! U! m! P" P, ?) w* f5 G( J8 Xdistance=distTSP;! _+ c8 G% a9 _0 n9 l& ]" b
N=5;
' ]! e# m$ m2 O; sngen=100;1 o) o8 @! G/ Q( r+ D
ngpool=10;
; h" ?: I% c7 x%ngen=input('# of generations to evolve = ');
, G' x3 z: u; N( f- G; }1 X%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool+ o# c2 P* o; B r- x) B
gpool=zeros(ngpool,N+1); % gene pool9 U" Y9 C! C" _3 c' K0 v1 K# j
for i=1:ngpool, % intialize gene pool: F- S/ N* D6 D6 Q: X' P
gpool(i, =[1 randomize([2:N]')' 1];* J! s) o7 ^2 ]7 L: n* n# e
for j=1:i-1
" E% F- w+ W# q9 ^0 cwhile gpool(i, ==gpool(j,
/ \# L* v7 j1 [# |/ x gpool(i, =[1 randomize([2:N]')' 1];# @6 z: ]* q1 D. J
end
8 B9 P0 m/ Y, k% S# G end( A9 h& w0 q, l! z1 ]( U% w1 |" a
end! T8 W1 O* Y9 @' W3 ?, k
costmin=100000;
- l- g6 s; @; R6 d$ K tourmin=zeros(1,N);
7 y/ e2 W4 n0 l; K! Q2 U: E4 h" g cost=zeros(1,ngpool);
: j" D9 ~1 v$ m* i2 E3 \1 g0 }$ Kincrease=1;resultincrease=1;
- v/ \9 N; g+ Z' `4 \2 n2 U- ] for i=1:ngpool,
& B* r& U9 a3 G5 T cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
4 g. a" @6 [* _* s& J end ]5 R5 ~! i% D% x0 F0 Y
% record current best solution( q; O& b! I% d3 Z
[costmin,idx]=min(cost);
: x* ?$ v! @( _& w" r+ itourmin=gpool(idx, ;
- c! R% s2 f9 z' Idisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
7 u/ g* D- u B7 w L) X! }costminold2=200000;costminold1=150000;resultcost=100000;3 J) i; Q* |4 h( K& _/ y
tourminold2=zeros(1,N);5 k6 h, {( A0 r/ r& D
tourminold1=zeros(1,N);) l+ a+ A9 n# b) E
resulttour=zeros(1,N);
' O) O. L3 `$ w4 i5 t- e$ y) H' l, |while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
1 `% z+ g$ F2 N9 J- h% M" ocostminold2=costminold1; tourminold2=tourminold1; B! `( m: Q/ g: u
costminold1=costmin;tourminold1=tourmin;$ ?3 o" D: F" S5 e" _* V7 c( n+ p% @
increase=increase+1;
2 n) k" d, y4 _% }if resultcost>costmin
9 i# Y {/ o0 F+ f1 W1 O resultcost=costmin;
X/ w: Z( z) R4 e0 T resulttour=tourmin;* n9 V" H. ^) r% u) H: {8 d' k
resultincrease=increase-1;/ G: w& C5 P+ g9 v7 H
end
& j2 j5 S) |5 D& h! @+ F8 E# Q' gfor i=1:ngpool,' a: Y( y) t4 @# r0 Y7 ~
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
% G& F% Z! d# b1 X) y& _4 v" Wend
4 Z- h0 R( P& B) B) Q% record current best solution0 W4 h7 l- x7 T& d
[costmin,idx]=min(cost);7 r( z2 ?$ {5 B2 P% T! R) d
tourmin=gpool(idx, ;
. Z1 {1 w7 w' a: e7 B%==============0 L/ [0 c, a& v. }2 ^% m$ ]8 j
% copy gens in th gpool according to the probility ratio
9 i9 k( K5 n7 D! o. z& z; q2 A G0 C% >1.1 copy twice0 g. `. v" N3 V+ L8 v5 C1 M
% >=0.9 copy once
+ w. ~% r3 d5 H( G v, {8 Q% ;0.9 remove7 g1 j8 [. p4 n8 b( o7 z8 W1 D
[csort,ridx]=sort(cost);+ u0 _* i% d& J! f1 x0 D
% sort from small to big.0 q/ Y0 n) ], B# Y" n6 b
csum=sum(csort);
. O2 _; E( y: O- Zcaverage=csum/ngpool;
# u6 [7 n; M8 W9 f0 x+ Scprobilities=caverage./csort;
; h, H% j0 K5 D0 T0 C8 y7 f6 ocopynumbers=0;removenumbers=0;
9 Z \3 T" u6 m2 }" rfor i=1:ngpool,4 R, L4 ^6 ^) l
if cprobilities(i) >1.1
/ M& Y5 E& v* e" h: D0 w# u: Q copynumbers=copynumbers+1;. `4 l3 J: I; S8 e2 R
end
- C6 R" _% I/ u if cprobilities(i) <0.9
~* M' H5 ?4 t. g removenumbers=removenumbers+1;
- j+ a* {# O) i end
0 F: e$ l8 A# L( b end7 [8 D' Y, c) f v/ h
copygpool=min(copynumbers,removenumbers);1 ^3 _- x- {/ r" @* P4 K
for i=1:copygpool
3 S- l# B+ T# ` \& z7 f, e! s for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
4 r3 u# _2 B; i0 F1 { end
( h) L0 I3 u+ O2 G N0 T gpool(2*i+1, =gpool(i, ;
9 p0 t* o5 Q3 l8 r# p; Q end
1 W. f$ x, I' m# w5 I if copygpool==0
& P. k0 G6 c+ o: P9 e gpool(ngpool, =gpool(1, ;9 t& p |' U4 t9 N% w
end9 f; _( z- u7 ^9 j) \
%=========
: `4 F( t) C5 ]+ T$ s/ T%when genaration is more than 50,or the patterns in a couple are too close,do mutation/ i+ `+ H: z% R: I' M* T
for i=1:ngpool/24 v D% K0 y7 j- `
%7 Z3 R# b( E7 O: s
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
$ E5 {( ]: M3 |+ `4 P& jdiffidx=find(sameidx==0);! X& j* }2 d9 `3 `$ O3 X& n
if length(diffidx)<=2& w3 t4 Y5 @2 U$ A" F! H
gpool(2*i, =[1 randomize([2:12]')' 1];% z: T Z& C& k" Y# ~ K
end9 R7 U+ j, ?8 w- L: r
end
5 [0 k) o& d. \2 I/ ?%===========
5 E" `6 b E5 u! D) Y4 W%cross gens in couples0 Y# \ G7 V) E$ q. b; V
for i=1:ngpool/2( T6 b; {5 c% |& X: A L: l
[gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );
9 W4 m& n7 T8 n6 J; c end$ T) r6 p& @! o* P8 \
for i=1:ngpool,5 \+ ~4 [: a1 D, z9 ^& l1 x
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
" a$ h3 G0 `4 r) ^1 a; C/ Z8 [ end8 h1 F2 c, A# g
% record current best solution. r4 F# Y8 f1 N: R( M5 l8 x
[costmin,idx]=min(cost);
. b0 n) x Y9 B2 V" Ltourmin=gpool(idx, ;& L+ {1 g- `0 T
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])4 x7 E( K+ r( e- |
end
( Z& N' Z# h; pdisp(['cost function evaluation: ' int2str(increase) ' times!'])
) ^& C; K+ l: V: t: l2 edisp(['n:' int2str(resultincrease)])# ]) v9 `# `4 g* h$ w# o
disp(['minmum trip length = ' num2str(resultcost)])
( Z2 P: ^. a4 [' z& q& P. p# k6 H5 n1 Tdisp('optimum tour = ')
$ X: i F. e& }: w, idisp(num2str(resulttour))
7 L- D4 z' v( e0 O' B% U* D%====================================================
+ d# x) F5 ^/ |8 h) }function B=randomize(A,rowcol)0 C$ ?( N! z u6 U9 g S
% Usage: B=randomize(A,rowcol)9 w; n5 F* x- p# X5 g5 l0 M
% randomize row orders or column orders of A matrix- W) e( e5 G# t; b% E
% rowcol: if =0 or omitted, row order (default)
5 s& S+ e+ O& u7 n2 @- G% if = 1, column order+ |% H1 K% u/ `7 `
rand('state',sum(100*clock))
2 U, Q% q4 ^% [9 _4 @if nargin == 1,( m& I8 R+ d- u* W
rowcol=0;" ^+ f$ }& @" T+ \
end. i9 {: t: c/ o. S5 L* J. W
if rowcol==0,
0 _. w/ i' B% L/ f [m,n]=size(A);, B9 }% M# h- s0 y
p=rand(m,1);
' j( B$ A1 |. M& S- [ [p1,I]=sort(p);$ A, A0 k7 f6 U9 E) N
B=A(I, ;3 U+ V5 g; Z/ [
elseif rowcol==1,5 a& ~# n0 S) f' u# l& {% `1 x0 g. q
Ap=A';+ r% |' l- C3 o; \9 L' o0 Q
[m,n]=size(Ap);
C, B8 d. H$ R0 z p=rand(m,1);
( l' a$ `6 S$ Q: H7 L [p1,I]=sort(p); j/ N6 F. N9 L- e$ f
B=Ap(I, ';1 Z3 p& F9 B" _& _7 z2 V
end3 r! Q) f/ L/ t0 I6 x
%=====================================================
/ p8 Z. I% x# Z G3 {- ]: Mfunction y=rshift(x,dir)0 W( T# z8 P2 e! D5 z p# {
% Usage: y=rshift(x,dir)4 y2 e$ f( `8 Q1 i! r
% rotate x vector to right (down) by 1 if dir = 0 (default)% Y) I; n5 n6 v' ^
% or rotate x to left (up) by 1 if dir = 1
7 C6 m* H+ U. c% r3 ~: Cif nargin ;2, dir=0; end# w0 Y4 l k: P6 \
[m,n]=size(x);# l# H' i5 f+ d5 l% W, E6 o
if m>1,% }+ p+ r1 r" a6 A s; l0 a B
if n == 1,5 S: z2 N/ U* e# v. m/ v( v
col=1;
! ^, B4 O2 [- z8 t/ ~0 Uelseif n>1,
; D1 B( J6 b3 c% t& X0 N error('x must be a vector! break');
( P" ^5 ]0 b; \: m. i8 vend % x is a column vectorelseif m == 1,
, h6 q2 y" ]8 ]; O$ z% f7 |: Cif n == 1, y=x;6 x/ _0 G4 t, v0 d5 d1 V
return! r: `0 F- W# b& v
elseif n>1,1 b- b7 S, T. T: V) ?
col=0; % x is a row vector endend9 U8 s6 G1 c& `3 q: I( c7 F
if dir==1, % rotate left or up; J! i* u$ B+ m% ?' R
if col==0, % row vector, rotate left
. M* D4 M) m3 b5 F( _' ~# p y = [x(2:n) x(1)];
0 b( g, g. H* Z8 g: B, n elseif col==1,3 N2 [; S' z( d0 X' E3 F
y = [x(2:n); x(1)]; % rotate up
' Q4 e0 z4 o! d+ |end
9 v( k# ?. ~+ h7 u5 k' H1 y2 i8 {7 }( Z elseif dir==0, % default rotate right or down
3 j2 a% O& _/ P if col==0,
P* t( C+ z# x) X. p% ]' j7 i2 @ y = [x(n) x(1:n-1)];
& H4 c6 d, k' I elseif col==1 % column vector
# Q# e: ]5 X7 y, c R- V3 { y = [x(n); x(1:n-1)];* D% z: y. c5 N/ }! Y# p F# _$ V
end/ G0 e1 ^0 ]9 k1 w: d; [7 L6 B
end( ]& _$ Z7 z5 J' w- N
%==================================================
2 F+ {" I# L6 rfunction [L1,L2]=crossgens(X1,X2), V3 B5 L+ u/ o- c) u
% Usage:[L1,L2]=crossgens(X1,X2)
; W6 h( L( k5 {+ h0 ks=randomize([2:12]')';: ^7 T9 M* }$ z" T. _! J- c
n1=min(s(1),s(11));n2=max(s(1),s(11));
* ^( O: {' ^2 X: R$ d/ Y) G4 vX3=X1;X4=X2;" R' d7 q" I1 v; y5 ^/ K( R- a/ `
for i=n1:n2,
+ G1 t" L! C- L1 O1 ?' e8 q for j=1:13,
/ h. L1 I# b3 y+ z; R7 } if X2(i)==X3(j),$ P v) v; ~1 Z9 V1 p: H
X3(j)=0;
6 e* H7 V* {# E$ \ end) L+ m0 z. x% S- G7 y
if X1(i)==X4(j), X4(j)=0;- d& Q1 Y7 Q& E5 X# o
end
, r) E9 ^' w' t# { end
4 |3 E- D& X, k" U( ?- ] end" I) U: L4 M3 x1 |1 S$ u; m
j=13;k=13;+ Z8 d/ x9 f' n& y, r
for i=12:-1:2,/ W: U7 \8 n' K, R) n
if X3(i)~=0,2 n' Q+ E0 F% E# B( v. z% i$ u
j=j-1;
. B4 t+ N! h7 O7 U) r! _0 v& c: p t=X3(j);X3(j)=X3(i);X3(i)=t;
( M$ ]& X# ]- B% w3 J% W end. M: V. q+ ]: N8 a. l
if X4(i)~=0,5 N. k4 s1 s8 ~+ J6 i( F; t5 f1 Y3 k8 P
k=k-1;
! G% g( f- j# i) Q5 @9 } t=X4(k);X4(k)=X4(i);X4(i)=t;7 B' b+ f) p- p
end
8 `+ ^; l+ b/ a X$ j end$ N6 X; [1 |1 z& N+ L
for i=n1:n2
8 x _2 {, j2 J, W: E. j X3(2+i-n1)=X2(i);0 W/ C6 H+ e! g9 l3 c' ]
X4(2+i-n1)=X1(i);
+ M: p- V# J% |/ P end S& K+ L% N8 Q! @+ b9 b5 {! Y5 H
L1=X3;L2=X4;
; r8 F7 R2 ~! O" ?4 f4 T. ~* s%======================= |
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