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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 ]1 o* \9 J0 j$ O2 X+ X
distTSP.txt. y$ c2 U; W7 P$ [$ J
0 6 18 4 8, Q, {' W$ r5 ?+ p+ l' h) j
7 0 17 3 7% w3 c6 z1 a. G$ H! \
4 4 0 4 5
: C" t% S" U. n; C20 19 24 0 22
7 T$ S$ ~# A3 L) w9 T6 ]% Z% N8 8 16 6 0. r0 ]4 d! A0 b/ l! ?
%GATSP.m5 B5 Y* o/ H" F
function gatsp1()$ N; _$ {: Q( H( Y5 `% n
clear;
4 M5 x6 q. B. Z+ U9 p$ ~7 vload distTSP.txt;
+ G7 j& p1 u: I+ v" G B( A; m: Qdistance=distTSP;
$ \( G- _+ @; ^, DN=5;% u* X0 Y! F8 p/ \
ngen=100;9 ], H2 ~" v7 |" M+ r0 }
ngpool=10;& _6 q1 a- v6 M1 ^# W
%ngen=input('# of generations to evolve = ');
3 a# p' N" O% ~- T m%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool( y G( y/ W- I4 Y- K% l+ ]) C
gpool=zeros(ngpool,N+1); % gene pool
9 a1 n. R U5 g/ }% ifor i=1:ngpool, % intialize gene pool/ K( q2 `/ L' S: J1 z" u% i
gpool(i, =[1 randomize([2:N]')' 1];
& X9 b0 ~( k5 Kfor j=1:i-1" j$ k& u' y U- u- {, M9 x% I+ c/ A* Z
while gpool(i, ==gpool(j, 8 h0 L9 w4 c' K0 y$ D* t
gpool(i, =[1 randomize([2:N]')' 1];: S& `* ^5 V; U3 ^7 }7 m R
end# n3 m1 ^& G M& ?7 Q4 y
end4 ~6 ~" B- ]" d1 n# f- t
end# W* _! t. x+ N0 j
costmin=100000;
( y1 B( L- C/ Y! @8 }+ M9 A4 A tourmin=zeros(1,N);+ C8 K5 a C6 _9 c2 z: C
cost=zeros(1,ngpool);( w- z0 E+ }( A6 N* ]& o' Q- y1 y
increase=1;resultincrease=1;4 Y, `1 J |$ Y) T% L/ ?
for i=1:ngpool,
, D# |7 h/ d3 Z cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
4 d/ F& W$ R; u+ I9 F end4 O( x Y1 u1 r w. E0 b
% record current best solution7 i4 E8 \3 Y. t' P' I& c( k7 f0 M
[costmin,idx]=min(cost);
% z: V1 }7 f. Q) J* @tourmin=gpool(idx, ;
$ L! j3 i# P9 m9 Kdisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])3 _3 g7 u% W3 H7 X
costminold2=200000;costminold1=150000;resultcost=100000;$ u6 D% w+ J# U- S# s) n4 o- o
tourminold2=zeros(1,N);
4 f6 U/ L1 S# Btourminold1=zeros(1,N);
. L9 t7 R: ^$ }resulttour=zeros(1,N); \) a8 O' j1 p7 ]2 d$ B( y/ [
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
2 O7 N r: E, t0 q* zcostminold2=costminold1; tourminold2=tourminold1;
: J3 W& Q* c" A( c& ncostminold1=costmin;tourminold1=tourmin;
) Z: f: v! t( R' ?; f" m, M4 Cincrease=increase+1;
/ E# c) E$ R9 z4 H# Z# hif resultcost>costmin
# i2 N6 b. {+ T, M% v$ G resultcost=costmin;
; x4 P$ ~% S8 g" } resulttour=tourmin;+ X4 I2 t* I; S7 w2 J
resultincrease=increase-1;
6 I! H, B5 P9 o; m end
( ^) H8 e2 B& y' x! ^) q: h0 Qfor i=1:ngpool,
3 |9 Y$ K/ I7 B& _* ?( e' o cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
7 J( U9 s/ \4 |' j# y+ X$ Pend
6 }4 s+ r/ {9 K3 ^# k1 ]% record current best solution
3 o$ J6 U! M: @2 X( X[costmin,idx]=min(cost);
8 n, S# O! n. ? u+ V! qtourmin=gpool(idx, ;
. P M, f+ q( I6 z# I%============== D: a% Z+ D: ~" d$ D6 T
% copy gens in th gpool according to the probility ratio
* p! A0 ?0 N1 _3 p* y$ q% >1.1 copy twice
( Z! f$ @7 M/ ^, g0 I% c% >=0.9 copy once& ~. ?9 O) g+ u3 d, P* X9 Q+ ]8 y
% ;0.9 remove- F6 N; \+ Q" j% d+ p6 Q2 s2 `6 z
[csort,ridx]=sort(cost);6 m0 A( m1 e4 Z) P+ T, i3 A& a
% sort from small to big.) }: E5 [5 ~( W! w+ I0 b& @
csum=sum(csort);3 ^/ d8 m! H& r: l: a9 w- Z+ H: l
caverage=csum/ngpool;0 i2 Q- v* X; _& h$ U8 {8 ?% B
cprobilities=caverage./csort;
9 O! A' @* _+ X4 m9 `* Z3 @copynumbers=0;removenumbers=0;
& V5 i% v8 `1 g' t5 ]for i=1:ngpool,
4 d- h: X; ]# Y5 N, g K if cprobilities(i) >1.11 M3 y% w F3 j3 `+ ]' r+ w' {! r$ a
copynumbers=copynumbers+1;
4 ?4 f/ C9 [; }* C! V0 g+ u I2 \: |* r end
0 I9 A; x/ U6 I# c if cprobilities(i) <0.9# B" ~9 e, Q3 I8 M! R, Y5 f
removenumbers=removenumbers+1;
: b4 q8 w" G1 C4 e end
5 K! F; n0 o% a( B9 u. q9 z end/ R W9 d" B# P- r9 U L c
copygpool=min(copynumbers,removenumbers);) m' f6 B3 N$ m. f* N+ U# X4 }
for i=1:copygpool8 F" A' y' i; X! s- c4 X& ?3 E
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
. d2 F. H* D' M( h+ a end
6 m& O3 ~4 F! k' R gpool(2*i+1, =gpool(i, ;
; c/ J! J n. q! E4 L end
: Q) W6 _1 X$ S2 B* e( B if copygpool==0
5 M& w. y) R8 v; R4 [1 z4 E gpool(ngpool, =gpool(1, ;* z! @1 r$ X5 y) ~; h' D
end
0 S- E; m3 C- X4 o%=========
$ Q, }( K6 \' f* Y1 ~%when genaration is more than 50,or the patterns in a couple are too close,do mutation
1 w0 O/ i8 y8 F7 g U3 E0 ufor i=1:ngpool/2, X3 t+ e. w% J, l
%! p! `. ]3 Q& U" s, F) k
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
$ u# t: _4 O4 n# {: n1 y7 |9 vdiffidx=find(sameidx==0);6 a% `* p0 s: J* }3 k2 o+ B4 i
if length(diffidx)<=2
: L7 v4 A/ x% u! t gpool(2*i, =[1 randomize([2:12]')' 1];
6 e3 h8 Y5 z& X3 ~# _$ k# n" k$ C end/ w% k! p8 N0 i2 ?
end! z' g8 h3 q7 X, [6 h v" Q8 ?
%===========
: X4 I& c6 h, L& z3 B0 t%cross gens in couples* |1 z3 M2 `# \, B1 e
for i=1:ngpool/2
# C- N2 m, j3 m4 A, H [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );2 ]- U+ ?! [. _! _. S/ o: b% L& [
end$ N! Y N) x1 u i' ^1 D* h1 K
for i=1:ngpool,
7 Y8 [" |7 n8 ^7 r" V# f6 z8 ` cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));+ g, d% k5 x5 Q. [& T4 w$ k" m" @
end4 w) o: f! ~) N C/ o, ]: F" {
% record current best solution) H/ x; ~2 U9 z
[costmin,idx]=min(cost);
* X8 w* ^& K: r' a- y: a& |tourmin=gpool(idx, ;
; R1 A; e0 v. V$ F/ _3 f4 F& `disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])1 d! }2 z1 }4 j$ J
end
$ L, G- Q' g' Xdisp(['cost function evaluation: ' int2str(increase) ' times!'])
! ]3 ?3 q8 l T: }" M2 W( Udisp(['n:' int2str(resultincrease)])
2 C1 c$ l" V6 Vdisp(['minmum trip length = ' num2str(resultcost)])
; |9 C" |# N R2 @4 idisp('optimum tour = ')* `6 U6 U8 S& g' ]- Z. L: w4 u8 _. |
disp(num2str(resulttour))
{5 \2 h( E. b( E# n6 V4 \1 }%====================================================
1 T" W; o% A- O' Ufunction B=randomize(A,rowcol)
* z9 i; _/ U/ W2 z0 x% Usage: B=randomize(A,rowcol)3 ?6 n5 E6 ]% n7 X- q1 c
% randomize row orders or column orders of A matrix5 n9 } n1 u/ ?/ X1 o& W
% rowcol: if =0 or omitted, row order (default)2 w* Z0 H% m. u& m: D
% if = 1, column order! j M" d- [2 [' }2 O; x* |, B! P
rand('state',sum(100*clock))$ u3 j' Z s8 n9 f" ^& G) M: Y8 v
if nargin == 1,
1 \; |& U' S0 p+ A2 S9 }$ }8 `% T0 H rowcol=0;
& T, \+ ~% b9 K3 L% W- fend
5 y0 l* ]/ y" m8 { if rowcol==0,8 y& _" S2 O$ {$ T$ C! o( E
[m,n]=size(A);$ b( S& `7 D4 W3 \' M* w+ _- f
p=rand(m,1);' P/ A) I: O' l' j4 e0 R
[p1,I]=sort(p);
7 i) Q0 J+ \' t) e9 I B=A(I, ;1 { B* o' r5 k! t/ ]" _0 k
elseif rowcol==1,5 Z0 \, v, `+ k/ V
Ap=A';! n( L* V z! M9 N$ D z
[m,n]=size(Ap);
6 q0 e* H$ z" j4 h( w7 ^ p=rand(m,1);
/ n) |0 q: C, _" d. S: m [p1,I]=sort(p);
7 |( o" L) {) e- i, Z; a B=Ap(I, '; P- X6 @5 l- E4 y$ P K
end
2 N$ _% d5 h5 C8 p%=====================================================$ n! Q( |" {2 O& B8 i
function y=rshift(x,dir)
' o# P# ]1 e* n( e% Usage: y=rshift(x,dir)7 f0 P) m5 }) M) ]$ @' X; T; @5 s
% rotate x vector to right (down) by 1 if dir = 0 (default)1 m' x- c8 w9 y2 T: p. t
% or rotate x to left (up) by 1 if dir = 1
: T( E) K' k$ w8 C% Dif nargin ;2, dir=0; end- V8 G) C* N; a% g: S
[m,n]=size(x);! `6 \( ~1 a, f$ C( E
if m>1,4 [" `3 D2 F% O" q- c
if n == 1,
7 b/ v! K, s7 G col=1; z! V# c- ^ A7 `& ]
elseif n>1,
X1 J; P: V3 p* o error('x must be a vector! break');: \+ A& d1 I; D) d0 [% V3 _3 i$ ~! X
end % x is a column vectorelseif m == 1,
7 x) z) ]" Q8 n' L. _2 S/ Oif n == 1, y=x;
$ u# r' Q2 R* b1 `return
, X4 y" n0 Q+ H/ m; ^' z6 Relseif n>1,
1 Z+ B4 D/ a; W. J- f5 |. S+ J col=0; % x is a row vector endend
. g% ?4 y) i6 Z/ J& Gif dir==1, % rotate left or up! G2 `* a" M: h: C
if col==0, % row vector, rotate left4 z* k( I( w5 I; r N: I
y = [x(2:n) x(1)];# c; g, H$ s) W1 U4 L
elseif col==1,2 X. s; H4 S1 x# S
y = [x(2:n); x(1)]; % rotate up \8 B/ H" i1 u: b
end/ `2 p1 c% N9 U4 x% [ K8 ^
elseif dir==0, % default rotate right or down8 N1 b8 b) |# |" u' D7 M4 L: ~
if col==0,) x# j6 {- n, {3 L G- V
y = [x(n) x(1:n-1)];
. o l9 H" y9 N! Q; n4 o% L elseif col==1 % column vector9 E1 \8 y6 c: Z; I0 D# h
y = [x(n); x(1:n-1)];5 \8 i, [; v3 v
end- u0 ^; h; P/ P6 D
end
( e7 d6 E% z4 @' y%==================================================
, W! {- Y* X* |% I' \function [L1,L2]=crossgens(X1,X2)2 Z, C5 @# o: ~6 ?3 h- m3 j
% Usage:[L1,L2]=crossgens(X1,X2)
2 r+ |6 k# R0 P8 B2 Xs=randomize([2:12]')';2 @' _3 ~' Z( ~7 w/ n, g/ R4 I5 A* j
n1=min(s(1),s(11));n2=max(s(1),s(11));
4 e8 Z& g3 ~; B1 a: gX3=X1;X4=X2;
/ N" {' w: P6 Bfor i=n1:n2,
. |0 \6 p2 }* m" X) X2 j for j=1:13,2 v( n: m% W# p- D7 p: M/ h
if X2(i)==X3(j)," i8 B7 O7 p& h! Q0 Y$ U
X3(j)=0;
: A6 L$ b) K& a7 q8 l6 J/ E- a8 [ end0 L* Z1 R2 u, g8 R& L8 U
if X1(i)==X4(j), X4(j)=0;
- p, j0 L1 |$ \. O7 I+ d$ r; p# l) w end. k0 Q$ ]5 ]" r* @/ a
end o5 m) r( h6 {; a- K7 g
end
0 m. ~- K" X: @6 p& W j=13;k=13;
/ n3 O3 H- R# E7 s* ~ for i=12:-1:2, Y* \* \& C- S- S+ ?" ~& V% e/ w
if X3(i)~=0,* b; Q( h$ v% s, I4 @
j=j-1;6 h6 E! ~' x7 C7 p0 U' t
t=X3(j);X3(j)=X3(i);X3(i)=t;
6 _4 i( \9 O! R+ A! ?& L end
$ X7 T0 J3 _7 Q8 y3 j if X4(i)~=0,
1 u( `6 m6 L8 S6 v k=k-1;
+ \, f4 S. a$ J3 I$ r( O7 U t=X4(k);X4(k)=X4(i);X4(i)=t;7 I/ A6 M! G4 h S4 L5 W2 P
end! R4 `& [% @8 P/ }2 M3 j# S6 z
end
2 Q( J8 N( K) z2 G5 x+ ^& i for i=n1:n2
* K6 o2 P# l+ V% S X3(2+i-n1)=X2(i);& \1 D/ j [% K
X4(2+i-n1)=X1(i);
1 |% Q1 X* g8 j end
: [, d; ?2 W* r8 l# Q; h8 OL1=X3;L2=X4;& h0 M9 O6 ]) f. C7 X* U' q
%======================= |
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