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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!!!" t0 r( K5 T6 ]2 L: H4 b
distTSP.txt
2 q/ {$ G. R; ?( x0 6 18 4 82 r! k# ?) L$ l) _; y( t% Q; h2 s
7 0 17 3 7
0 {; H1 L/ ]5 R* I% y4 4 0 4 5
2 S) D5 N( |7 u) Z, e20 19 24 0 22: O6 }+ e& u# j' @" `- ?
8 8 16 6 08 x. e0 h4 J" h4 Z# K: W/ j+ ]: t
%GATSP.m
y# s/ a: B' l5 z$ z8 Afunction gatsp1(), M& K, G) h/ V" R# u) \$ r
clear; \5 V" X5 T' K6 D
load distTSP.txt;) G! @# W* [ ^2 V9 W
distance=distTSP;) u3 q7 K2 S0 V% W; b0 f
N=5;
- V& N% X( @0 c/ n1 Yngen=100;6 ]+ R; h$ F; B0 S' z
ngpool=10;
! u e- w/ H5 j9 M0 y%ngen=input('# of generations to evolve = ');
0 U6 H' Z& Z2 J3 M, b" |! ?%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool
' |% L6 W6 C" J0 F+ l; j2 vgpool=zeros(ngpool,N+1); % gene pool
6 }+ K- J+ A8 X$ Vfor i=1:ngpool, % intialize gene pool
5 _+ \) F6 E; k w* ]8 j0 Y6 dgpool(i, =[1 randomize([2:N]')' 1];
8 `: h3 o" {' c9 b- ~for j=1:i-17 Q- m* y0 d9 B6 z" k) i
while gpool(i, ==gpool(j, 1 I5 E) R3 R ?% j a7 Z5 C8 f
gpool(i, =[1 randomize([2:N]')' 1];
$ D3 l+ B; i) @! b. y" u end
- I$ h z8 c2 ^8 O3 G& y% R end
* c! P2 g& ]) l. D end0 k7 e7 g4 p& U- C6 C4 f0 U6 s
costmin=100000;
- P7 ~ A6 ^6 y) k t tourmin=zeros(1,N);) l) E, y5 [( l2 |9 @; W+ n
cost=zeros(1,ngpool);3 [$ s% ?0 `$ k) d2 @
increase=1;resultincrease=1;
0 V' N; u* [. f for i=1:ngpool,
5 s, ~1 {$ I* P/ P) v cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));+ {; s7 Y( C3 H6 L
end
8 z$ R7 X; d2 V: f' _- ~) z* f; w% record current best solution5 ?% ?! ^5 |- }6 D8 q; \* f H
[costmin,idx]=min(cost);
9 V& l1 U( x+ Ctourmin=gpool(idx, ;
5 f4 R( Q) {8 V G4 S6 ]disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])# ?0 r' P8 k& s1 k/ j7 K
costminold2=200000;costminold1=150000;resultcost=100000;* P. T, n$ s" M! d+ E
tourminold2=zeros(1,N);9 Z2 G7 l1 {: z/ U2 X9 d. E
tourminold1=zeros(1,N);* a, b e2 m" v
resulttour=zeros(1,N);
6 D8 W$ n9 c+ ]% \- r6 Vwhile (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)0 H( n6 a. ]! {4 v. w N, f
costminold2=costminold1; tourminold2=tourminold1;. w: k* m3 m! X+ @
costminold1=costmin;tourminold1=tourmin;
% i3 ]/ K& ` f. F/ s3 V \increase=increase+1;
4 O6 P E9 D$ c2 [if resultcost>costmin7 l+ {) b; H6 q4 o
resultcost=costmin;1 R3 B# C% M% Q( l/ M
resulttour=tourmin;
8 {3 K& o) L* p5 Z0 o, ] {9 ^ resultincrease=increase-1;( p% P0 U2 B+ ?! _* |
end+ t) \# Z/ h: G/ c1 q! t& ]' o8 ?
for i=1:ngpool,
; [& _: b' f, r4 \9 ^, x4 K cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
* o4 F: x- K* W+ {end
- B* |, m" r' I: R' S. L) ? P5 [% record current best solution; Z! K$ c9 O5 P0 }6 E \
[costmin,idx]=min(cost);
" h* a! S% L6 y. Dtourmin=gpool(idx, ;
1 e4 X3 t a4 S: I/ H* H%==============
( j6 f& n8 w; j8 [0 M6 l f' f% copy gens in th gpool according to the probility ratio
' ?4 n6 M$ [1 o+ V$ S3 V- D% >1.1 copy twice1 {$ I2 O1 C8 g9 G
% >=0.9 copy once$ J, ^& h! J {6 h/ m( h. Z
% ;0.9 remove
$ z: c" d! I3 E% k' ?' F4 [7 O( ^[csort,ridx]=sort(cost);; A! F4 ?6 Y: W# |
% sort from small to big.+ ^) Y0 v& W2 M/ a5 c0 o% j
csum=sum(csort);! s8 z/ n, ?7 s* W
caverage=csum/ngpool;
, L. R6 t' i8 Xcprobilities=caverage./csort;
- l/ n% B" z" z5 r: ycopynumbers=0;removenumbers=0;
2 G! a1 I* K9 r ~4 D3 m& i Nfor i=1:ngpool,
4 G% `- X( y% I if cprobilities(i) >1.15 P0 O9 }9 Y+ @
copynumbers=copynumbers+1;- f# W0 @/ E* w3 O: w
end. G0 d2 Z* z5 a: D+ U* j
if cprobilities(i) <0.9
, U$ t2 W5 q* _ removenumbers=removenumbers+1;
6 A( K9 K7 V, h) s% T: ?/ ? end
Z' ^# r t) |/ b, ]: l3 k0 p end4 R* L0 F9 o# W1 {) P
copygpool=min(copynumbers,removenumbers);% S$ E- P+ Q( ]! V
for i=1:copygpool
3 I8 U9 Q7 w4 I for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;% g; s* Z5 p3 W3 I9 D& q
end1 K6 h4 R( T3 ?8 E4 c- @: R& n+ v* Z
gpool(2*i+1, =gpool(i, ;
* p% D4 ]$ `# Y4 m8 a* K end$ @* U" A& X; H% O
if copygpool==0
2 `4 V$ d' x \9 a4 v/ n: l gpool(ngpool, =gpool(1, ;
" n! g9 M0 I+ G( V, A0 B4 p end( a u3 L. P+ t0 V( D, ?7 i; r
%=========
' z- X# D L$ z9 o2 t%when genaration is more than 50,or the patterns in a couple are too close,do mutation# Z; I& f. u" `/ [/ g/ I
for i=1:ngpool/2
' X, S% O7 L2 r$ t4 l2 ? %( M* V6 [6 V8 ~9 {2 y& F
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
1 R, q+ W0 Y2 B. Mdiffidx=find(sameidx==0);
U9 N' f. T0 b" _ if length(diffidx)<=23 h1 c& A; E9 N4 M' e
gpool(2*i, =[1 randomize([2:12]')' 1];! U1 ]0 r/ f. _+ ^9 b
end: I9 a9 e' H2 W4 n1 m
end
* B" y7 r3 ?+ c0 @( o: q%===========
. v5 `' z: [. _- m8 V3 z$ k%cross gens in couples
3 ]" w7 d$ L K0 x2 s+ _ for i=1:ngpool/2
' |2 K9 t# g' w1 c$ {; ?: \4 W [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );1 v( ?$ ^. X0 b4 N8 `" y
end( }8 D$ k* @# \& R( ?6 F! d! U8 X
for i=1:ngpool,
- ?9 v# s0 |0 u6 p cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
1 }' r2 J" O' @4 D3 v, c: n) Y' _ end2 O& k5 t) D* X% [
% record current best solution
E+ ?2 ^2 b. m R3 {9 `[costmin,idx]=min(cost);0 N& U5 ~9 h( \
tourmin=gpool(idx, ;
3 t7 C! l% @) ~- b* X6 T) Bdisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])3 Y* V ~5 @* z; }7 t6 y
end
1 c/ h* l$ Y2 ~9 ddisp(['cost function evaluation: ' int2str(increase) ' times!'])& M: T; `3 @4 m+ t( l+ S& [4 x2 f
disp(['n:' int2str(resultincrease)])
1 n6 F6 @3 H: h0 ^7 \; l4 edisp(['minmum trip length = ' num2str(resultcost)])
6 J; W j$ \9 g3 l& Jdisp('optimum tour = ')
1 o: b2 G8 I! Cdisp(num2str(resulttour))* V0 ~ G6 v0 M6 z% U
%====================================================
! @: o7 a2 O; \7 z) B; H# s7 p2 yfunction B=randomize(A,rowcol)
/ D% Z; S5 f- V0 y5 v9 Z% Usage: B=randomize(A,rowcol)
% ~) @* V" w+ h& o% i% randomize row orders or column orders of A matrix
0 P7 |: S. Q* J! N- x1 ~% rowcol: if =0 or omitted, row order (default)
- r/ e6 y8 V3 l% N8 s/ w% if = 1, column order
0 s* k4 k* U1 b' `# g* trand('state',sum(100*clock))& B$ _* D3 r+ t3 p( P7 c
if nargin == 1,
) k; c; k/ ~% \* m: l* a# c$ c rowcol=0;6 ?) v4 P i3 Q, N! R" d' I
end$ x& I) b6 D* o+ t4 b& K3 v+ ~0 ~
if rowcol==0, ]3 X k/ x4 \3 Q$ f
[m,n]=size(A);) b0 l$ M% O+ \/ Y
p=rand(m,1);$ y: a! y, k0 F2 N/ s2 s7 _1 F
[p1,I]=sort(p);
- H- J r0 ^, c- d7 ]1 I/ k B=A(I, ;
# H/ i. w) D$ M+ M! ~elseif rowcol==1,9 [1 h" ~ C0 ]$ h; U; w: P5 s
Ap=A';
5 A7 Z3 H/ h2 H) z7 d [m,n]=size(Ap); {; O, `7 w& f n6 D6 F b
p=rand(m,1);6 d$ R6 w7 I' c9 ~
[p1,I]=sort(p);$ k. X# \+ |6 K; n( T+ M- U
B=Ap(I, ';) \0 g1 x0 K) m7 k" a( J
end
& X2 q& Q. V0 ~# ~6 l% s1 V+ ~%===================================================== Z% \. z m7 C* h$ ?
function y=rshift(x,dir)
( i; ~ P8 M* I9 h% Usage: y=rshift(x,dir)- |' q' `5 F& p
% rotate x vector to right (down) by 1 if dir = 0 (default)
+ V( g% j0 ]- S4 R& F4 Z x% or rotate x to left (up) by 1 if dir = 1) N# t* z- G3 a' B7 g: J. A$ I( e) R" b
if nargin ;2, dir=0; end/ b" \6 S* J0 ~& E7 o; S7 z7 w# M
[m,n]=size(x);
) X% ^ z4 |7 Y8 I. s2 ?if m>1,
- T" t% o2 P) v% v, qif n == 1,
2 _4 X2 `* E8 w9 Y* c8 ] c col=1;
# ]2 I0 ^3 ]& ~$ _# l7 q' Selseif n>1,
0 o+ f/ L2 }% G( ^- i$ n error('x must be a vector! break');
6 h2 v' M" S' v7 R K8 q0 ?# gend % x is a column vectorelseif m == 1, U w- j1 i$ {) V
if n == 1, y=x;% D- w1 W' Z9 ~+ B2 {
return
9 H, C" W! u) ^- S% q9 Nelseif n>1,
) S2 G2 W; c5 m4 L1 [ col=0; % x is a row vector endend* i1 U0 I& `7 n0 @5 R3 h4 `8 ^
if dir==1, % rotate left or up
' o5 b8 w, Y8 v! z6 V0 p if col==0, % row vector, rotate left* K1 z: M; [+ E
y = [x(2:n) x(1)];
% J' B4 I( d6 a& ]; f5 x elseif col==1,
5 ^7 k0 d2 X8 d; Q ^ y = [x(2:n); x(1)]; % rotate up( Y: K+ r1 S& \9 ?
end
4 t, l |2 b0 f elseif dir==0, % default rotate right or down
8 | r% {. |% W% J if col==0,
) x4 F$ H/ a, X7 U9 g/ L6 ^ y = [x(n) x(1:n-1)];
% O( Q( c) o4 M" I Z# R! R, Q elseif col==1 % column vector% J/ M( w) F6 i. Y1 t% [8 F6 y
y = [x(n); x(1:n-1)];( E, e D, z, S4 l0 L
end- a% A3 X- B/ n6 _
end/ H O$ Z+ i& j7 Y" C) v* \+ K
%==================================================
8 _9 M1 i9 t7 [4 {( afunction [L1,L2]=crossgens(X1,X2)+ ^& G! x& E: i/ ^' T
% Usage:[L1,L2]=crossgens(X1,X2)1 I$ O: Y2 t# h! r2 D% Q5 s
s=randomize([2:12]')'; V! ]- m2 S. @" I& y- [
n1=min(s(1),s(11));n2=max(s(1),s(11));
2 s9 }7 r" c* h) [X3=X1;X4=X2;
0 L! z$ b j5 Cfor i=n1:n2,
. j( p* k1 _3 }: ^0 F for j=1:13,4 K2 N$ Q& ?% N6 X5 Y
if X2(i)==X3(j),3 z# G( u' e+ @: S- U
X3(j)=0;% g% e" d3 f0 X6 L
end& \/ i7 o+ T* y8 V% N+ M% M5 O
if X1(i)==X4(j), X4(j)=0;3 _. j S+ I: M3 l' ~; B7 K
end& u* R6 \0 m5 b3 y! x6 m, X
end
9 W/ G2 I) n/ P- N. f5 X5 a& e/ ? end
( I& V: i2 S- I6 [8 H j=13;k=13;, T) a( I. a: }3 |4 j" u# O
for i=12:-1:2,1 M) G- e. G$ w D `
if X3(i)~=0,) u; U! s7 `! W( Y8 @5 O! S
j=j-1;/ \" J# p8 y \5 \# Q
t=X3(j);X3(j)=X3(i);X3(i)=t;
# s& R: u) s$ m$ {7 T end9 Q+ }* j. z9 B5 X
if X4(i)~=0,. X8 R. {+ M& E. z" ^
k=k-1;
: x: P8 B* W' f6 Q9 T t=X4(k);X4(k)=X4(i);X4(i)=t;
! M6 \/ S4 N1 _' H end: _8 M. L; B, z6 D4 @; C
end$ \0 u7 M/ j% l: g
for i=n1:n2
# j( b" q% ]1 O" [ X3(2+i-n1)=X2(i);
: [# L' s# C$ r v3 q* ^& } X4(2+i-n1)=X1(i);: H4 e$ u5 m+ ~/ `# B4 r1 \$ j
end0 f1 j+ o* ^5 J1 c. p; o! [
L1=X3;L2=X4;
! ?1 `- O( D# N& \- R, q%======================= |
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