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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!!!
: ]6 s6 @3 C) |% ]9 e" ]; a7 XdistTSP.txt
1 t* a& P; d d( I0 6 18 4 8
4 d5 N+ N1 ~. ~5 Z' [7 0 17 3 7. `% K7 s' D! X# S" c1 [
4 4 0 4 56 _- h( k9 |" z% n, s
20 19 24 0 22
& I0 u4 z; S7 e3 w4 t7 z. y8 8 16 6 03 Q) m3 `( ~# k/ d! s* O
%GATSP.m
, `/ D4 Q! u+ }, P, N% Mfunction gatsp1()
" w: o" w. Z8 X7 S; M' n% Mclear;
" H. n, ]. B% d& E9 S" e3 aload distTSP.txt;& \# T! I9 E3 Q9 w# ~! i
distance=distTSP;" E! @! Z* U3 ~7 D7 r3 h
N=5;
8 D7 C, v& @& Xngen=100;3 D+ b5 t. o. S, q" H1 E1 v
ngpool=10;: F# _. C" p5 o; O5 V
%ngen=input('# of generations to evolve = ');
" J( K' g: y, H8 U* r- A( q%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool% c4 k/ U" @1 N3 |( Y. t# o) p* G
gpool=zeros(ngpool,N+1); % gene pool
; U+ o4 @; e2 y( L0 Tfor i=1:ngpool, % intialize gene pool
% D6 ?- R1 t$ y# Xgpool(i, =[1 randomize([2:N]')' 1];
5 K8 @$ }+ t" q# d; v" Ffor j=1:i-1
) @+ U5 h: F- \: M/ i# B! F; Awhile gpool(i, ==gpool(j,
8 i0 u9 J2 v* [ gpool(i, =[1 randomize([2:N]')' 1];3 K; D, Z# N* E5 |
end
) x1 A, F, Y: c$ k8 b M! ^ end
+ o w- h: H9 m- C' f end
0 d! W, G- H( }costmin=100000;5 Y: C" Q3 s: I, {
tourmin=zeros(1,N);
% D* M$ s# k7 ]+ l; _ cost=zeros(1,ngpool);
6 @, T6 j& T* A5 A+ `increase=1;resultincrease=1;& m7 Q) b; x% J7 A; A
for i=1:ngpool,
" r" d8 g& x6 `- h ]; {9 i1 b cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));& i3 p/ T i" I! q; G3 n
end
. O( `2 R- G. q2 h3 e7 l5 F8 G/ L% record current best solution/ H$ ]( v* ?/ f9 ~; P
[costmin,idx]=min(cost);8 ^2 w/ z$ G) \! e9 \
tourmin=gpool(idx, ;2 l4 u4 F4 G5 y- T% L# o! j
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
J, p- m/ W9 `: \0 Icostminold2=200000;costminold1=150000;resultcost=100000;- {( E1 J8 G- l% M# z* H2 X
tourminold2=zeros(1,N);
: E" v& f4 ?- p/ htourminold1=zeros(1,N);
0 ]7 _8 D2 j/ R; y% mresulttour=zeros(1,N);/ M& S3 _5 U( R) s6 f$ K# y
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
2 g: z9 \- ?/ ^ [& k7 c7 ^costminold2=costminold1; tourminold2=tourminold1;4 {/ m2 f, c. U( R [) z
costminold1=costmin;tourminold1=tourmin;, L/ @6 n$ d* I( f
increase=increase+1;
! P4 v/ _0 h! `& ]3 ]' m9 R1 t$ Dif resultcost>costmin
1 G& e; O! c$ A* P/ W+ Q resultcost=costmin;
; [3 @# D# G' A0 d4 P6 w$ { resulttour=tourmin;5 S e+ O" l9 j K# ^
resultincrease=increase-1;% \: v% E. z$ Q9 s2 J: J4 J
end) l: ]8 Q5 t- S
for i=1:ngpool,+ q0 V6 }8 G, ]& L2 O) y* p
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
: w' A$ G Y9 O' r9 n, @end9 @, u `" [' [' y8 t7 \- N' d6 W
% record current best solution; I6 O' x* i1 S; _
[costmin,idx]=min(cost);
1 N- J# c g: l# ]9 {tourmin=gpool(idx, ;
. f9 k# L6 k+ O' m5 S%==============( y+ k0 ^, e+ u7 `& t; R t
% copy gens in th gpool according to the probility ratio
8 Y- u; |$ ?! A! n% >1.1 copy twice* Z$ P" W% Z! A; j Y" j
% >=0.9 copy once5 g& L! V7 c: ~) _) G& f% e
% ;0.9 remove# C j; O6 k+ B% ?( Q: Z
[csort,ridx]=sort(cost);5 K% W: E( ~) ?
% sort from small to big.
$ L- e7 c e, W acsum=sum(csort);
% x6 f3 H& v g9 x7 p- scaverage=csum/ngpool;
`- \9 e$ z* T2 p1 \) M _cprobilities=caverage./csort;; x; B$ S4 d$ S( L
copynumbers=0;removenumbers=0;1 s0 ]+ o; c8 {. W$ F
for i=1:ngpool,
9 o( I. Y& ]/ f3 U" ? if cprobilities(i) >1.1
4 o$ ^% v1 Y+ P& l copynumbers=copynumbers+1;2 ~' Q6 s/ A; }1 @6 o
end
" G" N$ c, I8 s+ o; `5 @9 o& i if cprobilities(i) <0.95 Q0 }* t& w6 f
removenumbers=removenumbers+1;
! |% L8 W+ w+ W, I, {2 R end
+ z( A% E, c# { u. ] end
, o% s0 o, s+ O3 y. x copygpool=min(copynumbers,removenumbers);- ]4 H' O) M3 l: G: i( u
for i=1:copygpool& b/ l0 d: W& l5 y% j' y/ y( }
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;; ?: E; ^$ X* a
end5 {. h' O# [7 [* z
gpool(2*i+1, =gpool(i, ;7 I/ Q0 _+ r+ c! o3 n( L
end7 }1 s9 A, C" F6 w4 U
if copygpool==0
9 d" ~. j- s+ Z0 M4 {# B7 V% k gpool(ngpool, =gpool(1, ;
C# N2 q2 H& ] end
* N! V# h" M: N$ U%=========9 e0 z& g3 \( K5 r2 C: M
%when genaration is more than 50,or the patterns in a couple are too close,do mutation
8 O9 Y4 o' T0 yfor i=1:ngpool/2
) @; d6 x8 P. b' Y( S %
+ B! _1 Y2 T- e8 ~sameidx=[gpool(2*i-1, ==gpool(2*i, ];0 B7 |4 I( V% S
diffidx=find(sameidx==0);/ }" d/ S7 C( E2 l, U
if length(diffidx)<=2
6 C1 [, u, m: Z3 {' z5 q* J9 a- w( e gpool(2*i, =[1 randomize([2:12]')' 1];$ Q+ f. R! k' N6 o, e& V, i9 X/ V) \
end8 ?' S1 ~; o( Q
end- \) t7 s% D6 D) g1 j9 e
%===========7 t- M; y2 I$ o" n# r
%cross gens in couples
. q' h- t: R: P# S" \ for i=1:ngpool/2
: V+ ?* e m' d& D- @ [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );
3 _2 Q4 B- i! O8 p3 C: r% Q end; k! b6 T Z3 W- e) D6 ~
for i=1:ngpool,
$ Q$ _4 f0 x+ {' G/ g cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
, y9 v' p: C5 Y! h: s) A; y. g end+ q, H' T( i, i! [- u% t0 x5 \. ~1 H
% record current best solution% t( m% w9 W& i8 o5 r6 `. _) \
[costmin,idx]=min(cost);# f( R6 F/ h; w
tourmin=gpool(idx, ;
" k# n1 O; l$ q3 _ j9 udisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
' g8 d1 t8 R+ l3 q/ c( wend
1 I w1 i- s+ m# p! ` l! v; p8 Udisp(['cost function evaluation: ' int2str(increase) ' times!'])
3 E( x. m% s9 Y0 v: B$ gdisp(['n:' int2str(resultincrease)])# [8 f2 i2 C% |# J/ [! i
disp(['minmum trip length = ' num2str(resultcost)])
4 y% y( N: \! b# R; udisp('optimum tour = ')
; F. H7 o. z, w9 l$ N- Q& tdisp(num2str(resulttour))
# ~ R& w9 q5 {9 s%====================================================
0 H) e5 m3 e7 f9 Rfunction B=randomize(A,rowcol)8 N3 k) n$ U' j3 @, ]4 L/ N
% Usage: B=randomize(A,rowcol)
5 c- j; C+ h+ X/ h. D1 C: q, U/ m% randomize row orders or column orders of A matrix, B1 W0 ]5 F- ~" y. d# W- H
% rowcol: if =0 or omitted, row order (default)8 }0 Q$ \" m% G/ M" D+ F
% if = 1, column order
. l' e1 q- e* v- Z: w( Trand('state',sum(100*clock))5 t% |' A; T& L2 c, E- y
if nargin == 1,
; {2 z7 k7 \9 p+ p0 D' o( K4 a rowcol=0;
3 F1 Z% O5 p: A. qend
# R! n p( W! L. _+ |; e' r if rowcol==0,8 {! `* R/ h4 ~3 q9 F9 _
[m,n]=size(A);" ^( i) m! P( d0 s) o$ Y n; w
p=rand(m,1);
* v- q# q/ H1 y [p1,I]=sort(p);
; h2 I8 K3 A1 _9 b B=A(I, ;7 R" k4 P2 B2 s) L: c( j+ ~$ E8 j
elseif rowcol==1,# [1 L7 u* k. n P4 O* _& `7 @
Ap=A';
4 Y) N1 }4 A2 C/ D/ q [m,n]=size(Ap);$ a$ u$ z$ r7 Q/ y% @
p=rand(m,1);
3 h( x0 r6 \! [$ Z( C [p1,I]=sort(p);
. O' n$ l" u$ J# [& Q4 a9 @4 [ B=Ap(I, ';
8 D$ r5 a( |. z- U, S3 Z: j+ iend5 y+ j% B2 L* t: c5 O( F/ u0 I7 e# X
%=====================================================. z- M! M" q3 F, O
function y=rshift(x,dir)7 y. B7 n9 a2 Y3 N$ Z- M1 v
% Usage: y=rshift(x,dir). c2 M/ |$ l5 f, o6 ?
% rotate x vector to right (down) by 1 if dir = 0 (default) Q5 f) b4 K# i4 c- a' g+ q
% or rotate x to left (up) by 1 if dir = 1
! j1 `1 g4 R& [6 _ \if nargin ;2, dir=0; end. _0 c0 j6 R5 r4 h
[m,n]=size(x);1 t6 u) y- |$ x! |
if m>1,% w+ q0 Z* L6 F | R
if n == 1,6 d0 P- M# B5 m2 { \) x
col=1;( Z m0 ~0 E5 c
elseif n>1,
R _1 s9 F) r" w/ a error('x must be a vector! break');3 T- r9 `, V" A+ U5 H, n
end % x is a column vectorelseif m == 1,: H: R9 {3 a- c# y+ e8 E# W0 ?
if n == 1, y=x;
8 D- \' {: }3 V( Y& w4 M: Mreturn( b- ?, Z) s/ r
elseif n>1,2 S1 Z2 E! `4 A
col=0; % x is a row vector endend% V; [1 I& O5 R0 v+ B0 V
if dir==1, % rotate left or up$ ~9 {5 X4 F% Y* f/ S2 C
if col==0, % row vector, rotate left9 ?+ R1 r. I! |+ a1 j7 [8 J/ T
y = [x(2:n) x(1)];
+ d/ r" N$ g! M& s; i elseif col==1,' M5 k: f* x1 {# Y- Z& z @
y = [x(2:n); x(1)]; % rotate up j$ K) u! l3 [5 J S
end5 G* Q3 n9 K3 ]8 c
elseif dir==0, % default rotate right or down9 M0 E- H$ G3 @
if col==0,
) T+ H9 o& g* Q, \8 w y = [x(n) x(1:n-1)];% O! s" r' s% @/ w. k0 \/ H" ]
elseif col==1 % column vector
5 v: m, f3 M R' ?0 T2 f3 q4 u8 [ y = [x(n); x(1:n-1)];. w4 ~3 k# ?9 j& d& {7 w A
end+ B' N- \' M. M
end; ?9 O& H7 B& W2 ] d# ]
%==================================================
5 u8 A" ?' B. U1 ?5 @. Nfunction [L1,L2]=crossgens(X1,X2)9 j' U( p6 C) L# }' t3 N
% Usage:[L1,L2]=crossgens(X1,X2). i1 o1 I( F; a$ ^
s=randomize([2:12]')';+ p! s$ h' |! F. d9 s
n1=min(s(1),s(11));n2=max(s(1),s(11));
+ o0 [9 c& E9 xX3=X1;X4=X2;
9 \- z: G* S' y1 g. R4 ]for i=n1:n2,
% _# l5 u3 _8 Y7 b# Z: C for j=1:13,
. ]4 P- K# W5 g1 T( O: J B if X2(i)==X3(j),
4 k; f5 `4 j4 U8 m0 b; ?1 \7 B X3(j)=0;! |" p0 E5 O+ H* Z) w
end' C2 S( g4 o6 B4 K4 y# c& a
if X1(i)==X4(j), X4(j)=0;2 D$ }# @* d, C; u; @
end
# h) S2 f9 x8 z6 j/ ? end% W7 X m/ W' M3 g- f
end
2 b6 D. ]( F0 N4 K, h j=13;k=13;
# g* o9 f; x w' r: Q6 V for i=12:-1:2,
* c! Q7 f9 b1 ]/ q if X3(i)~=0,) x% q( }/ n8 Q1 w
j=j-1;6 P9 R: l' z3 A3 t& u
t=X3(j);X3(j)=X3(i);X3(i)=t;
0 ^0 e* b3 I7 G7 j e- {: D9 [, N end# b$ x! r6 Z, G# z
if X4(i)~=0,0 R: i+ K, _; ?8 u C9 g) g
k=k-1;
5 g+ d: {) k; _/ K( K t=X4(k);X4(k)=X4(i);X4(i)=t;
& E4 `/ y! P% `- K9 z6 d end8 c, ?3 W& F( c1 }' Y
end
" P s1 }' |0 @7 W6 r- n% E for i=n1:n2. v) _% x4 U1 G" c) A$ b
X3(2+i-n1)=X2(i);
5 t- E+ W! ^- G! _ X4(2+i-n1)=X1(i);
; u3 l$ K5 U1 v0 t) H+ F' I* B end$ W) Y/ F9 R7 d5 C. `$ v8 a
L1=X3;L2=X4;
4 I+ |0 ]& N0 `: c%======================= |
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