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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!!!
- S% o: l: p9 S6 S" X. ydistTSP.txt
" ^8 E$ I# S' Y; n+ R0 6 18 4 8
: A0 O3 k5 U" S8 S7 0 17 3 76 ]% P7 c- z: M i, h) x$ \2 V* ^
4 4 0 4 5
4 |, t( o& }4 ~20 19 24 0 226 \ B' G5 `5 u* `5 E8 X
8 8 16 6 0
& {. b+ p/ u& N+ j%GATSP.m
6 k# q; Z( [/ cfunction gatsp1()# y e# d4 W2 S
clear;
2 l) v3 h! X1 d: m: Tload distTSP.txt;
2 l! c% I# h' ydistance=distTSP;
' s& Q7 `; B$ z6 a# b4 cN=5;6 F4 z5 F% t: X
ngen=100;
7 ^- _' f& ?* G2 c. tngpool=10; Z3 ]) {5 U% L! H6 d6 a. E; ]1 `4 Z4 B
%ngen=input('# of generations to evolve = ');
: N1 _$ Q( E( v B) i! r%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool
9 A0 v! n/ h% d4 b$ Y% ^# w# jgpool=zeros(ngpool,N+1); % gene pool& u: f5 c6 P$ E. G
for i=1:ngpool, % intialize gene pool
, x# z9 Z% o% ?4 l1 ^gpool(i, =[1 randomize([2:N]')' 1];
, L `; W; E$ J0 H3 Hfor j=1:i-1) c4 c% k% ]) g9 q% L6 q2 |
while gpool(i, ==gpool(j, $ t S J! t% H3 ?5 v
gpool(i, =[1 randomize([2:N]')' 1]; h1 W; x( L& E" A
end3 a- R* c# h4 V J7 s
end* @& `( l( {# Y4 d) h( Z- T
end- t4 Y" ]$ L: @4 C( d" P, b
costmin=100000;2 J1 b4 n) y+ b9 y8 h
tourmin=zeros(1,N);
! ~$ s- [1 s& d0 M. P. F, [; M cost=zeros(1,ngpool);
/ K3 |9 s) D. i! jincrease=1;resultincrease=1;! x' j b4 L. G; s
for i=1:ngpool,0 X! y9 K# y' M7 g( n( g- I
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));9 Y3 w: j7 f- Q3 e! K
end( [3 ~' Q( ^; @( \, s% V+ x) q
% record current best solution
7 k! X8 b5 J% | o9 [[costmin,idx]=min(cost);" g) `9 d7 h1 s
tourmin=gpool(idx, ; V9 i; ^1 p9 z: ^$ C
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
, K! S1 G: v$ m, [& {1 b: Gcostminold2=200000;costminold1=150000;resultcost=100000;* y r' q; w3 P v/ @! I
tourminold2=zeros(1,N);5 t: o, Y6 u$ q/ I8 r. P! J
tourminold1=zeros(1,N);# I, b: J# Q/ E, C5 o
resulttour=zeros(1,N);
' z$ k ~3 s5 C8 ^6 Qwhile (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
9 y. G+ @+ a- Z* C6 [- h+ ocostminold2=costminold1; tourminold2=tourminold1;
& _" Z ?5 E0 X) @, G, Xcostminold1=costmin;tourminold1=tourmin;8 Q- c: F/ W7 z
increase=increase+1;
I9 P8 h: F4 m6 X" g$ H6 e& k9 Aif resultcost>costmin3 Z( V7 z7 o- \. Q& t e6 S
resultcost=costmin;
0 H& D3 P0 j& D- D' r+ c resulttour=tourmin;( j0 x+ [9 |0 ?$ |. Z3 H* ~7 B
resultincrease=increase-1;
; f! p0 W; \" v* K7 t end; |+ U# R! K% F6 h* P" p* y
for i=1:ngpool,
8 y- t/ D: U9 {% k4 L cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));6 Q2 g% G% l. q4 d* `7 ]+ k" x" _
end( y2 a5 W+ W( N! A8 ^
% record current best solution
6 R8 a: K( F7 w) n: B9 E7 b1 ~[costmin,idx]=min(cost);% b0 b: Z& \3 `: p$ j! c7 r$ x1 |7 k( d
tourmin=gpool(idx, ;. m. F2 e) R7 V1 ~
%==============& j2 E, T9 E# u* z/ h2 I
% copy gens in th gpool according to the probility ratio
5 s8 Y/ h C4 ^ i9 j2 p% >1.1 copy twice e3 W8 J: L: e% ?3 u! X5 ^* a
% >=0.9 copy once. ?: p0 I9 ?; Z Q( D
% ;0.9 remove
; m* ?* i# V& u6 R[csort,ridx]=sort(cost);$ t6 s [1 X; y8 c
% sort from small to big.% s" m x; f# Y( {9 v
csum=sum(csort);
3 N1 [! O9 s% E; Bcaverage=csum/ngpool;+ ]) ?% {* R Q9 G' ?9 m; g
cprobilities=caverage./csort;- k- R) R5 y2 g7 f0 d1 S+ v
copynumbers=0;removenumbers=0;" E3 D+ X( m! j
for i=1:ngpool,& k$ B) q! `' `2 W' Y+ Q8 V6 Y( T& k
if cprobilities(i) >1.16 q" U3 p. q5 k( `, H
copynumbers=copynumbers+1;
4 y) F/ K2 H0 g+ {8 q- ^ end
" @( M8 a& ?7 p$ ?! d& K if cprobilities(i) <0.9
( I x3 I' ]* U9 F: p removenumbers=removenumbers+1;
3 h" z2 U' p0 Z4 N; \ end$ z0 X+ z% Y4 n5 [8 \
end& R( g3 E4 }6 h& u }3 [# c
copygpool=min(copynumbers,removenumbers);
9 w# L: Y8 I) O- | r for i=1:copygpool- G/ w" A( B D# N8 I, K
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
8 I/ e9 F" Y2 ]3 I | end+ d0 }' o) r4 ?2 z
gpool(2*i+1, =gpool(i, ;' u/ s. E" f8 k3 w; g
end
3 f; }6 f, C0 Q if copygpool==0
( [; J: V" k6 C* ?. ^ gpool(ngpool, =gpool(1, ;
; Q+ a$ s: w3 I* {- k end
% v! S6 v7 S" s3 v/ S) |$ v f%=========( |! a9 S) t' i
%when genaration is more than 50,or the patterns in a couple are too close,do mutation
* v, C) Y. e1 Kfor i=1:ngpool/2
8 z* u4 \1 v0 w ^. r1 \ Q# J %* C9 l! W; W8 V/ E/ x3 Z# g* z
sameidx=[gpool(2*i-1, ==gpool(2*i, ];- J; c6 k! f# O" z4 p4 j0 u
diffidx=find(sameidx==0);
) D. l% c; ~$ i/ Q: m$ t if length(diffidx)<=20 N* f3 r" Q+ y! a! e0 @; u
gpool(2*i, =[1 randomize([2:12]')' 1];
. L4 Q' k8 U0 Q7 X3 r% k" P2 q6 h end' x% B% N$ {' K3 E
end% @/ u/ ]( V' `# V0 U. Z0 i# O
%===========
& L2 a9 r4 x# p# |5 y%cross gens in couples
) \+ @, Y( n* r, F for i=1:ngpool/25 W( Z! y% r9 s
[gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );0 x k; B4 |# a0 _# Q5 K
end
+ b, ` L, R9 M& D( } for i=1:ngpool,
! ?: r' u& R( O' Z cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
* j9 D' V% N! j- N# j2 o end
0 z6 T: G% @- g v% record current best solution
* ^4 q9 t. _" g0 b; h2 P' J7 @[costmin,idx]=min(cost);0 `& Z7 t1 E2 S8 S& I$ E
tourmin=gpool(idx, ;( w2 ^/ I& t$ e. G/ H1 o, R
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
( k# E$ L2 w2 Y( lend
! P+ H6 y3 A6 {* Xdisp(['cost function evaluation: ' int2str(increase) ' times!'])- S# o& L. c' `& U3 }' s( s
disp(['n:' int2str(resultincrease)])! ~+ Z( T8 o0 \) S" B" R
disp(['minmum trip length = ' num2str(resultcost)]); J I1 v k' ?" i v$ p
disp('optimum tour = ')- _4 d4 V4 U( z* P- j5 H
disp(num2str(resulttour))
" G) w7 p: \$ _. \%====================================================
" r* ]/ v+ M: r2 r# [function B=randomize(A,rowcol)' {/ l8 g- S2 w) B# \
% Usage: B=randomize(A,rowcol); m# L, E+ b0 E* a" `1 x$ e. o
% randomize row orders or column orders of A matrix2 z* A6 ]' Z8 S' _7 v! R) C; R6 t# c
% rowcol: if =0 or omitted, row order (default)
7 E. U% t1 M4 O$ Q3 X6 h; ~, H% if = 1, column order; Z* ]2 G6 _* i: y
rand('state',sum(100*clock))
4 v0 ^" o0 Z7 S: D3 _! y* wif nargin == 1,
/ c8 z B& t" V( `" G rowcol=0;; H/ i3 l& c. H/ N
end
& M* ~8 }- d, D% ]8 o# [+ J( g if rowcol==0,
& A- T( R% r. ] [m,n]=size(A);3 @8 p- ~6 j- F0 U. G: \$ T5 c% Q
p=rand(m,1);
3 R: H7 e! s% C! A* u6 N1 \ [p1,I]=sort(p);1 _7 d- L# X, G& t
B=A(I, ;
Z/ P7 R3 ~( J. v; z3 pelseif rowcol==1,1 p+ x6 T: \ V+ G' { g
Ap=A';* u- h M0 r& U. F$ k9 V. l
[m,n]=size(Ap);
9 x3 ]$ L1 v; e p=rand(m,1);
0 w1 e6 ~4 @/ ]+ S [p1,I]=sort(p);3 l9 ?6 Q& j8 U) c! h, N8 {
B=Ap(I, ';$ U. Z3 E3 H; d& O& `9 x+ i& G
end+ E* ~& E+ a$ C f
%=====================================================+ R# e. q- g% P# A/ B; M/ C4 V
function y=rshift(x,dir)9 n: o+ r5 d$ s* b% M4 S% V
% Usage: y=rshift(x,dir)
- g6 p p6 L \7 S/ z" L8 X E% rotate x vector to right (down) by 1 if dir = 0 (default)
' d; Q$ a# v3 l& j& I& W- `% or rotate x to left (up) by 1 if dir = 1
1 E7 b1 }" \$ G3 _4 bif nargin ;2, dir=0; end$ x4 a% r+ \, q4 z7 j3 O
[m,n]=size(x);7 p1 U, K& u3 I. w; U
if m>1,, ] Y" X5 c8 T, [% v. k
if n == 1,
0 d' i+ d' W4 R. _+ K- K/ E col=1;
' d1 y2 t, s* n6 F) O+ }. Ielseif n>1,
0 b9 b$ V' i6 c) S+ A2 x: `. W0 q error('x must be a vector! break');
7 q P( j1 G9 g6 r! x, Aend % x is a column vectorelseif m == 1,$ {, i: E( ], h& f
if n == 1, y=x;
, g5 c% g, K* J; Q' `return8 v% p4 c' \- S/ Y, d ?( m
elseif n>1,
/ V( }( r! |/ u# j1 T7 l# t col=0; % x is a row vector endend9 b5 T5 @' r) o7 Y: q
if dir==1, % rotate left or up- b' I+ ~# t+ ^1 f/ t5 L: ]
if col==0, % row vector, rotate left
3 ?" }3 X: Z7 x H* A% i; B y = [x(2:n) x(1)];
: I1 c# v Z% h' _ elseif col==1,
6 i9 I1 \. v7 O& j y = [x(2:n); x(1)]; % rotate up
( M( y% K( Y- C1 ^* _ a! gend5 k( d0 | [" z
elseif dir==0, % default rotate right or down
# A( S j; G( m# u" x/ ^, G' | if col==0,$ v2 ~2 z! `3 \2 E
y = [x(n) x(1:n-1)];7 Y8 @$ U7 j6 T& q+ l! F
elseif col==1 % column vector
8 }- }5 G+ {5 i- w y = [x(n); x(1:n-1)];. V5 R8 k/ E7 f! F. }6 Z% Z
end z4 T. Y5 H2 V/ c: @
end9 F1 n( H1 r0 c% @
%==================================================
3 h2 W) A* b$ h) G# vfunction [L1,L2]=crossgens(X1,X2)
) _0 C5 R& s$ U: w- w% Usage:[L1,L2]=crossgens(X1,X2)
& Q" D4 h- l2 Z* W2 U) xs=randomize([2:12]')';
, g( [. L' f6 U0 q" B$ Gn1=min(s(1),s(11));n2=max(s(1),s(11));: A" p8 {( X6 ?5 E( d& m2 E
X3=X1;X4=X2;
8 c' f/ x" ?5 Lfor i=n1:n2,
" r! l* M4 o( W for j=1:13,
- T* p+ ?* b$ Y8 D7 \& z if X2(i)==X3(j),
" D+ y. r! X7 b X3(j)=0;8 a* A3 ]1 [+ e) V, F3 o8 C
end% r4 e! N7 R2 |& S; ~1 W* {5 P
if X1(i)==X4(j), X4(j)=0;6 }' ^1 H# G) f. h+ f8 O# W
end
6 l8 i/ x8 `9 @$ k0 n8 | end4 j/ }6 i5 G* `1 c/ h
end
6 N' r! z" I+ q% g" d) F j=13;k=13;! z$ _7 @ K, o
for i=12:-1:2,8 d) S4 a5 |7 ^) _* G! D3 M4 N
if X3(i)~=0,) g4 M" g* X1 K5 g. R. x
j=j-1;
6 O1 M2 j# o1 G: e. ` t=X3(j);X3(j)=X3(i);X3(i)=t;! M$ k9 g( q3 t1 ?" I8 S" t
end
) A+ w: W' x1 D' f if X4(i)~=0,) [$ c% f7 u) z! i5 H
k=k-1;% l9 @+ ?( v( c% Y
t=X4(k);X4(k)=X4(i);X4(i)=t;: W* ?% R# D1 V8 t& ?
end; Z3 w F" ~* Y
end
% j4 Y- O( {( `1 N+ M: ` for i=n1:n23 J' o1 u% e7 b( a# h# I
X3(2+i-n1)=X2(i);( V2 l$ W. C0 M, T, M) t6 X7 X* X1 [
X4(2+i-n1)=X1(i);
+ P! P- y$ _$ f% R end
9 Y8 F: b2 D- k2 L' b' t; vL1=X3;L2=X4;
" b: I, X) v$ p# u, ?$ ?%======================= |
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