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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!!!+ ]* Y& V' T2 p3 h: c
distTSP.txt
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8 8 16 6 0
( h5 [% X1 ?7 D/ f f%GATSP.m
5 M5 W" B8 e2 W1 [function gatsp1() E; T) \# Z& K+ p0 ^/ g
clear;1 A. Y* E/ E1 q" L/ E: X
load distTSP.txt;: n: e8 G8 V5 P& M( ^
distance=distTSP;
5 N7 t. C* h X, _; CN=5;
/ S4 W6 B1 b2 t B/ x7 bngen=100;7 y7 x$ N& j7 y
ngpool=10;; D" E- N6 _5 f; x& }$ l/ u6 r
%ngen=input('# of generations to evolve = ');. r, N0 E# N+ g- h. I4 Y
%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool
* B: Y* ?( C x. s5 pgpool=zeros(ngpool,N+1); % gene pool, W O9 m* i! {$ `! k5 {, O. G# U
for i=1:ngpool, % intialize gene pool
# M S# a0 k- w3 Ggpool(i, =[1 randomize([2:N]')' 1];
0 ~% q! I- t$ Q8 o9 @. C9 o) I. ifor j=1:i-1
* W; |6 B0 `; o( Q6 G/ V! Vwhile gpool(i, ==gpool(j,
2 V9 T+ ?, |2 q1 C gpool(i, =[1 randomize([2:N]')' 1];
1 t/ K8 ^% A6 k/ r. W% L7 [. u end* R& x; ^' _( P0 a
end
) k* Y% u% o: H end
8 l# ]0 |: [9 P* s# I. M* |; ucostmin=100000;, e3 H( Q8 t3 R2 Y& o9 b* U" O
tourmin=zeros(1,N);
& q J. a" z# z: C2 z g cost=zeros(1,ngpool);1 f6 b3 y4 m, W! q5 m
increase=1;resultincrease=1;
" }; F0 i2 d; y, Y for i=1:ngpool,
* S S5 g4 f3 U2 R cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
2 V. S5 l1 g; [ end
9 s8 O( @+ q5 ^1 t# D% record current best solution' ]. }+ P7 ]% G7 P' `0 h& w
[costmin,idx]=min(cost);6 r1 w# d1 P2 p3 i9 _5 h, I" }3 ?
tourmin=gpool(idx, ;
" R. N5 a2 p( P7 o# Edisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])3 n' ]. z' [2 f6 j6 ~8 L
costminold2=200000;costminold1=150000;resultcost=100000;$ d2 G. N* q! U+ i0 d5 l) B4 z
tourminold2=zeros(1,N);
4 O8 X N7 n" m5 y5 z; [tourminold1=zeros(1,N);
1 r" P4 ?9 V4 j+ O' k% dresulttour=zeros(1,N);9 C. A' Z" b; @# d0 P+ z& B
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
; I. j; [ `8 g u3 Wcostminold2=costminold1; tourminold2=tourminold1;) ]8 [% i+ i8 i% M3 t/ u& B
costminold1=costmin;tourminold1=tourmin;
/ k2 F% U; @% s" iincrease=increase+1;- J7 U; _/ E1 k$ ~3 [
if resultcost>costmin
6 P3 @+ T( v: `6 ~% t/ y resultcost=costmin;
- t# [4 b3 W+ U& _! V; M resulttour=tourmin;
3 b8 n# d9 d# i" E9 N resultincrease=increase-1;
g; T# @% U. l' B# T4 H; W4 y end
: W; D4 v$ y9 Q! {4 sfor i=1:ngpool, T s" j) G1 t: N1 ]+ {2 S
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));9 i) M: j: r! P5 \& Y/ a" R
end5 _- t2 g! Q$ H; E9 r
% record current best solution
' I" ?7 Y- ?8 Z[costmin,idx]=min(cost);/ R' @* k" O9 m
tourmin=gpool(idx, ;
7 `* f2 F- V# }%==============
& A7 u6 a) a6 M4 ~% copy gens in th gpool according to the probility ratio
2 q6 l. H$ a7 ~4 L5 n S f% >1.1 copy twice* Q, \7 j4 j; x3 w6 ^. E
% >=0.9 copy once
7 {+ Y# u" ]! r8 ^) z% ;0.9 remove6 Z: D" q" s* X
[csort,ridx]=sort(cost);
! \6 [. ~/ i: P. M! r$ b% sort from small to big.
! W; s2 S1 t- s2 @/ bcsum=sum(csort);3 g* B+ e! q/ B* u
caverage=csum/ngpool;
: n( A: Z9 c: t" ]$ r0 mcprobilities=caverage./csort;
; P' q9 Y" T# r, W2 E! {1 v# wcopynumbers=0;removenumbers=0;
' P6 D/ N$ V" M6 r% b# afor i=1:ngpool,0 j4 D( e2 z% W- M4 j2 O/ I
if cprobilities(i) >1.1
" B3 N8 v& X( o. e copynumbers=copynumbers+1;
& M: |- A+ R8 w7 Z0 p$ P/ a; H end
- q" k! p4 }! V if cprobilities(i) <0.9% g Z0 U2 G: w8 V+ a9 m2 n& `
removenumbers=removenumbers+1;8 b1 i0 r/ V3 _: O$ J0 e
end. X: j8 h/ h; ?, h. W
end. n- f; Q' s1 F6 w
copygpool=min(copynumbers,removenumbers);
( i0 [8 B+ }3 }4 y6 H' }9 D" t4 o for i=1:copygpool' m+ B6 ?6 c# v$ M
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;9 v N2 c) J5 \2 L, w7 J. A
end
. j6 f7 k# a+ ~3 C/ G/ c gpool(2*i+1, =gpool(i, ;( {5 @) v1 y* }) J( C5 H% t
end1 j8 J% v$ W5 {! b8 s
if copygpool==0
0 p+ A. Y3 d9 M! F0 h) e gpool(ngpool, =gpool(1, ;
8 A% p! u9 Y! f end! n8 y& G7 ]2 m, [4 |9 x, q# l( J
%=========& e4 Y/ p/ w2 U% h
%when genaration is more than 50,or the patterns in a couple are too close,do mutation" b+ d* f3 d2 O& W+ y+ G
for i=1:ngpool/29 @, c# P* \0 h% I* t& T4 d
%* Z/ ?8 \& L3 f) R
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
$ ]* s+ T2 X4 I9 Xdiffidx=find(sameidx==0);2 v8 |1 d' e& A& p: U b
if length(diffidx)<=22 U; S q$ D! M2 {4 b( B% V# k
gpool(2*i, =[1 randomize([2:12]')' 1];
' t' {, |9 M; j end
( j% t0 }9 k* e) Z- J9 J end" C' F5 G$ U" u A* ?
%===========) s- K! [0 w6 ?5 B. i
%cross gens in couples2 M5 a% |9 l+ z; J
for i=1:ngpool/2# @6 o1 A) O7 n5 r6 ? Y
[gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );
2 L1 G, B2 r1 a: ] end/ o+ W1 x( K/ t3 R
for i=1:ngpool,
' N! i8 R( w$ y9 D cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
- N- i+ L4 i8 }4 n2 P. t0 R end
3 i+ X3 j5 ? n0 L+ u/ J% S2 \) X6 [% record current best solution' e ?: \' q- ]2 |, l1 C: H
[costmin,idx]=min(cost);# }. x" ?0 q2 x/ e$ j) v4 z0 Y
tourmin=gpool(idx, ;
: f4 J0 R; {+ N9 R& K8 cdisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
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disp(['cost function evaluation: ' int2str(increase) ' times!'])) z. t6 C, p( s( I r, e
disp(['n:' int2str(resultincrease)])7 p1 d; |" c; H/ }( V9 k7 X1 y/ `( R* r
disp(['minmum trip length = ' num2str(resultcost)]), I2 A) v5 A) X2 ~3 d
disp('optimum tour = ')
9 c! `- {6 C3 v& [5 d+ x Y+ Ldisp(num2str(resulttour))
+ t% ~2 t1 u- A' v: Y0 E. Z8 z$ r%====================================================/ ?* d2 v% @/ p% O# x0 a( S t% e1 A
function B=randomize(A,rowcol)
+ F% @' p" b# O" y6 i1 c% Usage: B=randomize(A,rowcol)
4 I1 ^/ T; _- R/ ?8 s% randomize row orders or column orders of A matrix
1 ^1 V' t* }- q6 ?1 L" g% rowcol: if =0 or omitted, row order (default)
' n7 ]- T% k+ f O% if = 1, column order
* o7 b( M! c1 b; W6 f/ Brand('state',sum(100*clock)): W$ u+ a; j% w2 h o
if nargin == 1,. T: |+ B7 e' @
rowcol=0;6 J u: a( u7 g
end
/ i( d! [( h7 G' S, b: { if rowcol==0,5 c. {% l$ R5 I! ^( w
[m,n]=size(A);& l( k) P' W& E! G2 b) I6 m
p=rand(m,1);
! B. o) j9 Y0 a8 H5 c& @' b [p1,I]=sort(p);
# g- @3 }" z: X/ x0 ~ B=A(I, ;6 w# a4 r$ C, {( Y
elseif rowcol==1,
' C# W0 g7 @% C2 A/ r! s G: ` Ap=A';6 k( }" h/ K: ?& a9 v9 q3 {7 z
[m,n]=size(Ap);1 F7 {' n* H: w3 F, p" l
p=rand(m,1);
& I K; B) U, m0 _" E! r [p1,I]=sort(p);
; l3 x8 k+ j) v! i0 G8 [ B=Ap(I, ';
2 G! L, r& ~: D7 l! Yend
+ ]$ q* b# n/ D1 o/ Z& B! w%=====================================================. `, o! ?/ P# m* t2 {2 _
function y=rshift(x,dir)% A: A( D9 o& J5 x0 h
% Usage: y=rshift(x,dir)
6 N( N, q) @, w3 l% rotate x vector to right (down) by 1 if dir = 0 (default)
7 J8 N! d- R0 ]. m6 h% or rotate x to left (up) by 1 if dir = 10 Y. w' j: V" m
if nargin ;2, dir=0; end. R+ x8 I4 h7 p* Y. B
[m,n]=size(x);' R. n$ M9 I! u" y4 n
if m>1,1 `1 p* j+ D2 u: y
if n == 1,
1 N, D( s7 ^ k7 A; s col=1;+ S" ?' N- c' I3 S, k+ A
elseif n>1,
3 Y& m( y2 |9 z9 x error('x must be a vector! break');- I g+ F, I* B6 j
end % x is a column vectorelseif m == 1,
- h' u: `2 o* }7 ^( [3 `7 k+ h( \$ tif n == 1, y=x;
2 \" b* f3 B3 X X1 z! \return7 b* K3 R& O+ z6 h
elseif n>1,% _, G5 [0 n3 `5 e8 X" |" n
col=0; % x is a row vector endend
" j6 F/ o- a# O3 f8 Dif dir==1, % rotate left or up6 k+ W k6 N2 g( [' E; p7 o4 k
if col==0, % row vector, rotate left
1 U# e: P) T9 V! H3 H$ M y = [x(2:n) x(1)];. _$ s* @+ B+ }5 _- t" W5 ~# L; B
elseif col==1,
$ U( q& Y: K4 a* P# k y = [x(2:n); x(1)]; % rotate up, d" U+ w$ |1 _7 y$ g( P0 ~
end0 w) h1 i. _6 z
elseif dir==0, % default rotate right or down2 _1 m$ J/ O9 g2 P
if col==0,
: z9 N9 s) k! p! t5 C0 R3 J y = [x(n) x(1:n-1)];
& f9 w8 k) M, q8 j elseif col==1 % column vector
& w) V9 ]4 _4 Y$ P y = [x(n); x(1:n-1)];
" H: k" p9 ^( V; w& v9 i: y end
; Z4 `3 }& I7 ` end- O/ A' z' S/ T; n+ F
%==================================================+ L2 ?. L- R7 B: M5 H
function [L1,L2]=crossgens(X1,X2)
# H1 E# o. u/ v9 S: L% Usage:[L1,L2]=crossgens(X1,X2)
# ~0 H' w6 i7 H& Q Cs=randomize([2:12]')';. v) U9 E9 B! A5 {: n( C8 X: ^
n1=min(s(1),s(11));n2=max(s(1),s(11));
& G1 E/ ^) G( G" DX3=X1;X4=X2;
; l: `; z& p7 j' Mfor i=n1:n2,4 Q9 `( }4 H/ N7 B
for j=1:13,4 D3 \: `8 }; x. T5 e0 w# c. `: O6 u
if X2(i)==X3(j),
3 r l- t3 p" ~0 _8 t5 o+ [& { X3(j)=0;
% _# ^3 r& r- W6 f0 v. J1 S+ Z end5 y4 X {8 ~1 v
if X1(i)==X4(j), X4(j)=0;
/ \ w! f$ [% F- x2 o end/ _6 ~+ L$ F C6 D$ R5 c% ~
end4 K7 m- W: C: m3 c, ?+ b
end) B, Q _. X% q3 S) l: b
j=13;k=13;
6 y0 _- S3 t) ~ for i=12:-1:2,
& g" Y7 u) D- [* g. P' V1 ?; A7 U if X3(i)~=0,
; m4 n9 O/ F8 W& t" Q- L j=j-1;
/ }/ O, o& H+ u t=X3(j);X3(j)=X3(i);X3(i)=t;
) j: o+ f" \' w7 l7 { end( V: T+ x5 h; J4 s) @0 D4 ~
if X4(i)~=0,
/ O- L1 b3 t! |* H. V k=k-1;
, p# @) D2 S! b6 B* g t=X4(k);X4(k)=X4(i);X4(i)=t; Q% C" t' E% M# E: v
end3 n: }" ~4 J/ ] f5 Q( v$ H
end. D# B5 o% l" E* _, |" y; {7 ^
for i=n1:n24 n4 K4 e1 R7 Q$ p L
X3(2+i-n1)=X2(i);8 \2 [2 d) Q3 F( y
X4(2+i-n1)=X1(i);
. }9 X: N0 Z J$ m! n end
1 i1 s$ n& {) z' z% Z: W( H6 Z$ dL1=X3;L2=X4;: a M- u# |8 l9 p: N& }9 Q3 W
%======================= |
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