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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!!!4 b# y+ S) [8 v/ M5 b
distTSP.txt
& a7 `5 \' M l$ ]0 6 18 4 8
9 d4 A# m% X1 \7 0 17 3 73 w* v- ]; p/ g- @ X$ r
4 4 0 4 5' ?5 U) C* M+ y1 B* G4 t
20 19 24 0 22, y: M5 s$ k/ U7 w! M! z% `; A9 B; E
8 8 16 6 06 g! \6 t2 v' W* w5 f
%GATSP.m9 I) c1 J5 A, o! K2 x% S" E
function gatsp1() l% c! f; ?( P( g" y
clear;
/ K/ u2 }' F* g/ N- i' Dload distTSP.txt;1 p1 f2 G, R$ K7 y6 l1 a1 a* @
distance=distTSP;
# V) h; j+ b# d0 o) S2 @- u+ xN=5;
& R* [: G% n4 h2 N0 zngen=100;7 P" N2 t' M! B
ngpool=10;/ e5 i5 _- S9 v8 j$ x, l0 `
%ngen=input('# of generations to evolve = ');/ _0 j( S! a- \' J) M* k/ L- i
%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool
( K+ E, A8 k7 H* g5 Agpool=zeros(ngpool,N+1); % gene pool W, ?; Z) p2 |1 F' X2 R2 o
for i=1:ngpool, % intialize gene pool" C. j, i' o1 \7 D9 u
gpool(i, =[1 randomize([2:N]')' 1];
~# \" o# n* ]for j=1:i-1
' \3 j; i& f/ A l1 Xwhile gpool(i, ==gpool(j, % }8 b8 e/ V; \6 k0 _7 m
gpool(i, =[1 randomize([2:N]')' 1];8 w1 _/ N6 W. ] P' {
end
# D: i7 J. @# T6 v end
( r" Q* h! }! Q+ ^7 T4 G end
: n% S, d& [) Acostmin=100000;0 d+ x/ Y: O9 c/ C/ ]
tourmin=zeros(1,N);( q) r# n! ~ ?; q
cost=zeros(1,ngpool);# U$ V) X- T4 j+ [+ g
increase=1;resultincrease=1;
' r$ Q+ S7 u e, ~' v9 U# U for i=1:ngpool,
, v# f& ]% a$ K cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));3 X) A1 N' ^1 z m& }
end; B6 _2 Y' |3 a4 H3 u* M* X
% record current best solution- O/ k, g: e3 J) Z* i0 Q
[costmin,idx]=min(cost);
& D& w7 y8 F6 D8 v! q: btourmin=gpool(idx, ;
. A' s: H+ m: [, t/ b( ~; V' Ndisp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
+ a3 O0 z5 ~8 K' s0 }6 Dcostminold2=200000;costminold1=150000;resultcost=100000;
9 F. t2 a/ ~( L! Ntourminold2=zeros(1,N);; B' o: S* U6 i' `, ]0 q
tourminold1=zeros(1,N);
0 i3 o" B# M% R, @0 yresulttour=zeros(1,N);) e# Z- v% @( p) u
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)/ W5 B% h0 `6 w7 p- N: A8 V
costminold2=costminold1; tourminold2=tourminold1;
3 x0 ^8 _) Z$ }: z2 Ncostminold1=costmin;tourminold1=tourmin;
0 k+ l7 W" ~8 H0 g1 j8 H* jincrease=increase+1;5 s, N0 J9 d" T4 U% ~! d0 K
if resultcost>costmin
# p5 `7 M2 c; w; K3 v( J6 @9 f resultcost=costmin;+ u+ J8 a4 o( i F0 r, f
resulttour=tourmin;
( |) l0 ^% d* j# m( V resultincrease=increase-1;2 w% n" g4 U# w0 a8 t
end; W j+ F+ S1 {& K/ K2 h
for i=1:ngpool,
; ?; w" q) C8 _4 l cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
0 v6 l4 `& E8 L2 z: t' o2 |: E! ]end9 _$ `* `$ e- U/ J& O8 C: f& q( a
% record current best solution
7 k; w( }- w/ t4 X[costmin,idx]=min(cost);
& h0 \1 [) O: s6 Z; x9 Ptourmin=gpool(idx, ;
$ X7 `- z5 r5 H: D j%==============
3 W, b, r0 K( p% c- W% copy gens in th gpool according to the probility ratio
. ?' u2 C; m8 O4 U! j7 O% >1.1 copy twice" w) E4 X. O( Z& E* G
% >=0.9 copy once9 b4 f9 B2 U+ G
% ;0.9 remove5 C1 j1 f% ?3 L0 V1 @
[csort,ridx]=sort(cost);; S) b( O! Z' ?2 F' ^1 ?9 a
% sort from small to big.; j( n: W' R3 A8 u# F
csum=sum(csort);
$ u7 Q/ ^# a. o9 a) E9 g ucaverage=csum/ngpool;) l0 }; p4 L* P) C" ~4 l
cprobilities=caverage./csort;
5 R% x, R8 U1 l7 ?! Q0 J- G6 w* fcopynumbers=0;removenumbers=0;
) O9 p5 x3 q# }9 l" l: ufor i=1:ngpool,
! d [# N! w1 J' e$ U: I5 c3 n: q! l if cprobilities(i) >1.1
: {) }. o" O+ [; X2 f copynumbers=copynumbers+1;
8 U% ]0 E& z( ~" j end
; l; p- X; _$ y( Z if cprobilities(i) <0.9- s/ o- `3 L/ s
removenumbers=removenumbers+1;# s. O- v- H/ l4 o0 S2 ^ q
end1 r& x* H7 f2 p% F7 j
end9 Z) v# i( T2 G F" s/ U
copygpool=min(copynumbers,removenumbers);
/ p2 E2 l$ T! G5 W; O3 J3 t2 g for i=1:copygpool
9 A: l0 u* h+ a0 A' w) D for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
" n3 a) V) O9 [! V3 V* b( \6 C end7 i1 |4 e: ^' P' D3 j4 p* F8 U4 T
gpool(2*i+1, =gpool(i, ;. u+ q- }9 i8 L! f5 M- Z+ e
end
4 L5 K9 L& O6 p0 e. q if copygpool==0$ _, X/ I4 \! s
gpool(ngpool, =gpool(1, ;3 g) Y0 M' ]$ c: m8 A; U% [
end$ e* u2 \8 C L, X
%=========
" ^2 K! P4 o2 O' e, g%when genaration is more than 50,or the patterns in a couple are too close,do mutation
; j2 F; K: d% Y* Mfor i=1:ngpool/25 T' S9 l) k6 s- x" a2 \7 O
%
. c: o7 t6 R# N( T0 gsameidx=[gpool(2*i-1, ==gpool(2*i, ];
6 o& p |2 H' F' F+ ?3 kdiffidx=find(sameidx==0);
# ? `, e8 h. x( u; T- ?7 r if length(diffidx)<=2+ g, Q& ~# f% |6 A
gpool(2*i, =[1 randomize([2:12]')' 1];
/ G. Y& n, B/ s) ]" J+ V% n& r( J end# x7 h! y! N% Q& U/ _
end
$ K: n( Y4 }: }* U2 L" d" o%===========
0 ]$ U$ V( g/ g+ [/ Q# O2 s8 Q%cross gens in couples/ ^( \; Q) k8 g! r; A6 S
for i=1:ngpool/2
- j- Z9 X5 B I [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );% m9 r& s4 P( t4 P3 s5 E0 d5 B# P3 c3 Z
end$ T, T+ C3 a" w, Q/ P( A
for i=1:ngpool,
# H2 s6 G, T; C* u cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));# H% l' Y, G4 Z) N) B1 q
end) ]9 e2 V2 g- q/ E- Q q
% record current best solution7 c2 M: q$ o% E X. I) s. h' D
[costmin,idx]=min(cost);
& Y" _3 d: z6 G; \1 t+ {7 n3 ptourmin=gpool(idx, ;9 `. q5 A* t1 f5 k# x0 T1 n, t0 v
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)]): _# q3 G. w2 A7 T! h) @
end 2 h* i/ I# o* m8 }( J9 Q/ V+ c1 D
disp(['cost function evaluation: ' int2str(increase) ' times!'])8 B' X" ]( H! x9 ^( o" q" Y% J
disp(['n:' int2str(resultincrease)])
- D; L) R4 U1 ^ G" ydisp(['minmum trip length = ' num2str(resultcost)])
) C( U) i2 d9 T% Edisp('optimum tour = ')0 w! _. L; u8 Y T+ R" `: k
disp(num2str(resulttour))
; N) S# v4 R+ L/ b8 ^%====================================================& \- X9 x, ]3 ]1 }2 Y6 K
function B=randomize(A,rowcol)
' T8 p1 M# B1 D( c; L& y5 V/ U% Usage: B=randomize(A,rowcol)
* A/ Y5 S. D% v% randomize row orders or column orders of A matrix
; m( I" U# j! I \% E8 x% rowcol: if =0 or omitted, row order (default)
8 q, _& o" d4 h. U5 \% if = 1, column order# ^" d+ [4 T& ] |
rand('state',sum(100*clock))
6 D0 n$ l u |. m; [& f0 qif nargin == 1,
3 g0 }' g" F/ R8 u: O* m rowcol=0;
8 ~- D; @4 Q; \. A; l& o9 M& O$ [end8 c5 d) s* ?. `: t7 C
if rowcol==0,
& W6 G0 D. j8 s: k+ u [m,n]=size(A);9 F, k7 w# C0 w* U( u0 ]( y
p=rand(m,1);
% ]# s2 O N- ]1 R1 H/ C9 V [p1,I]=sort(p);
) P# k9 m9 B( D B=A(I, ;1 P' H- ~! b; D
elseif rowcol==1,
4 X) w* e& M! ?0 m# w Ap=A';' Z: m2 J: _3 ^
[m,n]=size(Ap);
; s4 v2 ]3 `, d p=rand(m,1);6 s% |7 J4 m6 j8 J5 x+ q
[p1,I]=sort(p);
% c* t& ?1 e1 D B* _ B=Ap(I, ';
: g% p; w* {; Hend
3 H3 n% ] W/ g%=====================================================0 h" M8 r* t4 U' M M1 m( |
function y=rshift(x,dir)
/ c% L- l; \$ N$ C0 H7 q2 G2 A% Usage: y=rshift(x,dir)& E5 Z2 h6 _# D, k4 o' Q: x
% rotate x vector to right (down) by 1 if dir = 0 (default)1 ?4 N4 q* o7 G
% or rotate x to left (up) by 1 if dir = 1" R' E, E H4 r( T
if nargin ;2, dir=0; end5 k9 k) |0 p* K! s* R Q
[m,n]=size(x);% O. H9 a) r+ j, |
if m>1,: v) ~+ \' c/ l6 @
if n == 1,/ g- B: N, c \8 w
col=1;
& c) @" V/ U( C- L. m5 Relseif n>1,
4 H7 J) y# o1 g# P6 K& w& h1 _. C error('x must be a vector! break');
% V9 f6 I6 Y& zend % x is a column vectorelseif m == 1,
9 ~" J# ?: T- X3 Aif n == 1, y=x;+ W9 g3 t1 H2 Y# ~4 S" _) ~1 E
return
; W3 V+ ]3 J# P. U, pelseif n>1,
0 v9 |/ F h9 Y1 x7 Q col=0; % x is a row vector endend0 v! |# f/ e c; i {3 ^! d
if dir==1, % rotate left or up
" v! F- D: l7 O8 q$ a if col==0, % row vector, rotate left
5 a6 n) ~* k/ Z; P% i3 w y = [x(2:n) x(1)];
# ^/ ?: K7 ^; P! f `5 c elseif col==1,7 y3 S- Q& u) N' Z6 `
y = [x(2:n); x(1)]; % rotate up
! j& X/ t3 d5 I4 i6 P; }end
) a" ?* n6 E$ V; ^5 c7 z$ Z" \ elseif dir==0, % default rotate right or down& L( ~) @$ D6 ]0 |5 g! w/ p
if col==0,: z8 f- r0 |* o( w' Q7 W2 y& M
y = [x(n) x(1:n-1)];8 l, E6 g( Z% B4 f3 U4 q0 r
elseif col==1 % column vector) q3 W. g# S' x$ s( _9 Q
y = [x(n); x(1:n-1)];
8 J$ W# r6 Z1 d4 |' i7 P end! b$ X$ K# R6 Y6 [1 ]
end
5 t$ t( \, ^. T$ B- @%==================================================
' x: z% c' {1 |! Y h' r7 {function [L1,L2]=crossgens(X1,X2)
' S [1 v. c6 Y* l, G% Usage:[L1,L2]=crossgens(X1,X2)
' m- m! y3 I, Q: F2 W. W( gs=randomize([2:12]')';
+ o4 s& Z( o; l! [n1=min(s(1),s(11));n2=max(s(1),s(11));
% j1 m9 H5 W6 X: C9 w+ y) c7 `. _X3=X1;X4=X2;; W9 x% l) ~! J. N) l. p. |
for i=n1:n2,& U. p4 H5 \: j) B2 i4 Y0 h
for j=1:13,% x) _6 k/ w) I. H4 P3 ?( Y
if X2(i)==X3(j),
) c' A3 } E9 _/ T5 E X3(j)=0;" G# i, Z- b8 Z/ C
end
+ _. g. y& R% @2 o/ U8 v if X1(i)==X4(j), X4(j)=0;' A1 o1 X2 ~( ^; ^
end
6 t: N* X+ B4 K6 J end
, y: ~, T) r1 q! V: { end5 G3 f3 L2 N+ [: ?- l
j=13;k=13;! f+ T/ s: j* r2 [% @* T9 a' B5 u7 `
for i=12:-1:2,
: l4 I) p/ R) l" {/ x% @ if X3(i)~=0,
- A) l) B8 i: h+ |" l j=j-1;
0 h) w& }: A7 ?/ L8 L7 C5 ^) E% P& I t=X3(j);X3(j)=X3(i);X3(i)=t;
/ E% H* A. }! ?4 f- \: u end
/ \; V j! `1 C8 M, L9 R6 @ if X4(i)~=0,( G6 x, K1 S+ J* G3 O" q+ ~
k=k-1;
1 F; m) l& o5 g" c& `3 v- b t=X4(k);X4(k)=X4(i);X4(i)=t;
. i0 V$ b3 T( z" x end
$ Q5 l. v4 A3 [. ^! N end
* G1 l8 S* t4 ^6 Q8 L for i=n1:n2
) G/ e9 H8 Z# c. {+ ? X3(2+i-n1)=X2(i);
* A; M& m( o& X( `' Q7 n0 o X4(2+i-n1)=X1(i);
$ q1 Y, B# y: C end" d+ r# C; k/ T W% w) @7 h
L1=X3;L2=X4;
- J4 h4 V+ C2 t' ?%======================= |
zan
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