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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!!!
8 e+ F5 ?: V& @6 wdistTSP.txt1 a$ h( X: q1 ]7 l# E) n2 _$ i
0 6 18 4 86 Y$ A) ^! t$ ^3 W9 M$ m) S2 t
7 0 17 3 74 Q% z. r* C. ?0 f4 u y
4 4 0 4 50 n0 U+ H7 ^2 z3 `3 J7 u- E1 ^8 M
20 19 24 0 22
1 R' b: [! {& @7 G& e5 @- j8 8 16 6 0. |/ O! G! w( ?: m6 A" U
%GATSP.m
2 y- Z$ A: H+ v7 d& rfunction gatsp1()
3 B4 g% n! j4 ~' t4 e: A4 G' Yclear;
$ _( k9 z/ O5 J2 P; Mload distTSP.txt;6 j8 u/ d3 w7 @" F; I
distance=distTSP;
! G7 q6 h0 \# s+ @N=5;
" x( ?4 a5 X" ~2 i, I0 Kngen=100;
" Q% u. Z4 W1 a" Rngpool=10;: b& Y' }4 P8 o2 M( k% l9 ~
%ngen=input('# of generations to evolve = ');
7 x0 k" m& m1 c' B9 J/ m%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool! x* Y3 b; v& _2 N
gpool=zeros(ngpool,N+1); % gene pool8 u8 S. H/ P5 E' n
for i=1:ngpool, % intialize gene pool- Q" N+ ~; ], |. U
gpool(i, =[1 randomize([2:N]')' 1];
1 m8 ~: v+ _3 V0 E1 A) {, p5 z3 lfor j=1:i-1
) r, b% V' d) ^6 @! u( Vwhile gpool(i, ==gpool(j,
& ~4 O1 d! F5 S; Q3 x8 O; h4 T5 M gpool(i, =[1 randomize([2:N]')' 1];
3 t e. [6 m5 |' a, G end. y& C2 L/ n4 d4 S$ R- U
end
( E/ R& z2 B2 N0 F0 F% r end
3 i* b2 i* X4 i/ n, D3 ^# scostmin=100000;! [3 r: t1 ]- Q3 X' `; f7 C3 t; K
tourmin=zeros(1,N);
3 b* d$ |, T' q4 V0 c) p cost=zeros(1,ngpool);
6 e, C/ x" {. ^3 T* R$ W2 Pincrease=1;resultincrease=1;
) l9 ?9 i% ^$ v0 Z6 W for i=1:ngpool,
2 D3 `6 \# ~8 q; z4 h- U4 v cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));0 z t/ a" b5 @
end
5 q) A$ Z2 w7 V8 E# j% record current best solution% R' G* V5 K' }) d; G8 e; ?% G3 C
[costmin,idx]=min(cost);
/ E/ @. @( a# itourmin=gpool(idx, ;
) s4 e& s* A/ M( @disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
* b0 H: Z6 w: v$ i# U# a$ Lcostminold2=200000;costminold1=150000;resultcost=100000;' v3 H% t9 e( ~
tourminold2=zeros(1,N);
; z m3 r* @) ]' z( Etourminold1=zeros(1,N);7 E% M3 D/ R5 U" J6 H. k
resulttour=zeros(1,N);
4 s5 j7 H5 z. ^0 `% P- _! rwhile (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)* Z( m: p3 X: K7 P3 @# u8 B, g# t
costminold2=costminold1; tourminold2=tourminold1;
[7 t# f" K% p8 g( Z3 V2 ecostminold1=costmin;tourminold1=tourmin;
T7 J4 T" I4 @% Qincrease=increase+1;
7 o! n4 i" v4 }0 [4 m3 c$ b" Eif resultcost>costmin
- ~( i2 z2 K& i+ P9 E% K- m8 N resultcost=costmin;+ r( I) e2 U# ]9 ^
resulttour=tourmin;
; p+ G9 O4 }: e, c resultincrease=increase-1;
4 _; h; a0 w8 @7 I end) P0 M, F( v+ F% Y3 N( o
for i=1:ngpool,5 r9 h: o# }+ i0 D
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
- {6 y8 l! d5 ~6 @6 `end
: A* u; w; S {/ \( e& ]' A% record current best solution
3 [7 i6 H: Q6 p. h2 u[costmin,idx]=min(cost);
! @) `" [; K2 f4 D$ h6 qtourmin=gpool(idx, ;
( A% u8 E) O2 M9 `%==============
2 |& J. H( w9 C7 f( |5 M% copy gens in th gpool according to the probility ratio
1 u% ^+ Y+ t2 h, h$ ?5 L% >1.1 copy twice) ~ @* i* ]6 L- x
% >=0.9 copy once* e! k! u& h- E/ Z8 p0 J; K
% ;0.9 remove9 Z3 A6 [, q5 o& W( x( \
[csort,ridx]=sort(cost);, M0 ^# y1 v0 M' [/ q$ q
% sort from small to big./ p% E: s, o4 m1 q0 K7 N
csum=sum(csort);2 d6 A o, X# ^1 w
caverage=csum/ngpool;& N; V: c+ F# g, z2 T0 U
cprobilities=caverage./csort;# I/ g0 Q+ _# r }
copynumbers=0;removenumbers=0;
6 T+ t, X1 }- u3 W* Q7 j3 yfor i=1:ngpool,
4 D6 d; }3 @. i4 s, i if cprobilities(i) >1.1
% c8 T0 L" _+ c, P: N copynumbers=copynumbers+1;
- p: C; s! b. }! N end
$ i$ X- P6 @9 }1 }( R if cprobilities(i) <0.9. ~ D/ [9 s( y' W
removenumbers=removenumbers+1;
8 h b9 p' R0 f E( W3 B& h end
3 M1 j0 T2 P0 j; k3 g end
6 t9 q0 {! x3 { copygpool=min(copynumbers,removenumbers);" K1 C" s+ e% h$ ?+ j" x
for i=1:copygpool
# v, j3 @/ I* m8 a- g6 p0 x1 p: Q$ \ for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;- ^( x6 G0 {9 a3 z4 e
end, r* o5 d) p* a* j3 j7 a
gpool(2*i+1, =gpool(i, ;
+ R2 ^" ~; N# u1 _ end `% Z( M b. [; D( z. J
if copygpool==0
& U2 H8 h( S7 _. K* N; R6 H9 F' x' n gpool(ngpool, =gpool(1, ;: y' h% }+ f& l0 d! r/ ~" e! j
end
" z W3 i- A4 ]; h7 v: u m%=========
5 e0 u5 K! \7 e%when genaration is more than 50,or the patterns in a couple are too close,do mutation. f9 I# l% W+ V4 x
for i=1:ngpool/2
' B5 _+ K& Y3 y- p* [ %
`4 y# K: H8 q# U3 j" G5 |5 S& e. I. ?9 xsameidx=[gpool(2*i-1, ==gpool(2*i, ]; `& F+ j% X7 t3 p; E* s& D$ H. B
diffidx=find(sameidx==0);# a# S, S; T, R( `
if length(diffidx)<=23 O4 w* P0 ]5 J7 n R& T3 e9 x! C
gpool(2*i, =[1 randomize([2:12]')' 1];
, B1 s/ Y/ w8 `2 \7 ]4 ?! [; m end$ U+ |$ l! ?/ M
end& C1 N2 t8 G/ R7 g3 \
%===========& c- w; L' C1 v( x5 F" g, V4 M+ M
%cross gens in couples G( s$ X, g! Q/ ?# O* B: z
for i=1:ngpool/2
2 y! p8 K+ X$ q3 B, M# h/ k [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );& Z. k* H U5 K' j5 r
end
: b5 V/ ^) ]8 \6 ~/ Z- Z5 m4 G" f- F for i=1:ngpool,7 V: ]& A3 ?* r( k
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
1 A' U& V' O+ A8 v6 ]( v! R- C+ ~ end
' z" }& C! T6 Y' \$ U0 F! ^% record current best solution
9 v' d+ X! J: L1 W% C[costmin,idx]=min(cost);% ~6 s. A8 o- \# ^6 m' e1 Z9 p* u
tourmin=gpool(idx, ;) t g, w9 c4 J, |# f
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
5 p. P/ |+ M- ^( @* U6 G) D0 [: Send 3 j& o; [6 y2 s' M$ E; Q; y
disp(['cost function evaluation: ' int2str(increase) ' times!'])5 q" U4 M% O1 _! G0 {: z- c
disp(['n:' int2str(resultincrease)])7 Q9 c$ |& }+ v/ d3 m9 w
disp(['minmum trip length = ' num2str(resultcost)])
" a( G; P$ S0 Q" v+ J8 ?disp('optimum tour = ')% i5 A8 d1 ?( Z( b/ }0 [
disp(num2str(resulttour))
! z) ]5 k4 f4 E; D3 L%====================================================
/ z' \; L# O7 i3 Q: g: f3 kfunction B=randomize(A,rowcol)$ L/ a9 K# x0 _# I' t. E: A
% Usage: B=randomize(A,rowcol)
6 m" H4 y& d4 ~3 W% randomize row orders or column orders of A matrix* U( U' Y) j* p" _9 V
% rowcol: if =0 or omitted, row order (default); z- X4 V, L. J$ L# Z# [/ x
% if = 1, column order" o w/ j* {, S) y# P
rand('state',sum(100*clock))$ l6 ?7 F3 W) G
if nargin == 1,4 Z+ {! v% W% e/ P: p" D2 O
rowcol=0;
. y4 x |8 h8 i& B+ R. C cend. ~( W% j/ L% P9 }
if rowcol==0,+ o# [ Y1 C- k* R) P! }
[m,n]=size(A);
; ?+ t2 N7 [1 \- x; F p=rand(m,1);
0 j5 z' [* O3 y7 h, v+ |, P [p1,I]=sort(p);
: I1 e5 a. ], C4 ] B=A(I, ;
1 }8 O: s% [, L- _; K+ @elseif rowcol==1,
5 J+ p. x# I1 c5 E+ W# @7 ` Ap=A';
- I% N' w- O6 D8 d [m,n]=size(Ap);- s' P# O5 h- y3 U
p=rand(m,1);
6 _$ x8 u8 w" G [p1,I]=sort(p);
- W; `' J w1 } B=Ap(I, ';
D3 O' s# y' g) G+ O4 aend4 ?, C! V- ?8 N; R4 a# |4 b K
%=====================================================
; i3 l* C: \# E# Xfunction y=rshift(x,dir). Q5 l" q4 ?2 \9 q4 y/ b
% Usage: y=rshift(x,dir)
, l' T3 n9 b! A* W, D% rotate x vector to right (down) by 1 if dir = 0 (default)
7 H7 m) x/ C1 X% K4 M8 m% or rotate x to left (up) by 1 if dir = 11 E- e* \* X6 X4 U: q) q
if nargin ;2, dir=0; end1 g7 i: M6 R- q- V" R
[m,n]=size(x);, O+ I( j* |8 w& q; \
if m>1,4 U2 Z% d$ K% c+ r0 Y& {3 Q, N- f
if n == 1,
% k" X C0 N' X( Z: Y- F col=1;7 _1 h7 E7 \% }/ B
elseif n>1,
; T- y9 y5 F/ o$ T- B' ?3 Y error('x must be a vector! break');9 s# j. s- S: W
end % x is a column vectorelseif m == 1,
- x2 \1 k$ |: D6 K) ] uif n == 1, y=x;
4 k) L) I% u a. A( u6 [, t" P' O" e. Vreturn
( I" c- ?/ H' B2 s5 Lelseif n>1,
; d4 y8 |* O* ~0 n! ?% }9 @6 {# p5 a3 { col=0; % x is a row vector endend( d( q& w4 b4 z) O. Z' {" A; v
if dir==1, % rotate left or up* L4 Z3 s) O) I( G( y
if col==0, % row vector, rotate left( F- U7 _: g% R: |+ ^
y = [x(2:n) x(1)];
* m% k0 n) ?9 V" C) K, y1 @6 c' w elseif col==1,
9 N) T7 p4 l4 k* p4 L0 E y = [x(2:n); x(1)]; % rotate up! Y+ Z. t; S- C7 R; d, Q8 {
end5 s" p$ F( X5 L- H8 L( D
elseif dir==0, % default rotate right or down# p8 h0 f, [! G3 B6 p6 v9 ?' W7 f
if col==0,
! M( u0 w7 O& y' `, [ y = [x(n) x(1:n-1)];
& u [& X$ l8 h# Z4 y9 R/ D" Y elseif col==1 % column vector4 M. w+ k* K: a: K
y = [x(n); x(1:n-1)];
( N7 ?0 E# S8 b2 g8 L6 r end
5 U: u: N* |8 I5 B% g, F end, t: {) `: a7 V! f8 v
%==================================================
( d- n, F0 q& N/ u: }" Xfunction [L1,L2]=crossgens(X1,X2)
1 b$ T2 P6 ]* P, X% @9 @/ X( ]% Usage:[L1,L2]=crossgens(X1,X2)2 X* D! J9 l+ }& q! j! b
s=randomize([2:12]')';0 z1 q, B/ j$ c- a, L- g% L
n1=min(s(1),s(11));n2=max(s(1),s(11));
; l7 c4 V4 p0 A* bX3=X1;X4=X2;
7 Y$ o5 Y: H e! n1 W T* t! |for i=n1:n2,
/ t# E. Z: _) i4 A8 }0 i7 f' Z for j=1:13,
$ f- k9 Y3 A+ W, _ if X2(i)==X3(j),
3 q0 G4 }; d' t0 @& n X3(j)=0;5 H! ^' |3 h; p& G. X! B: G7 [! L8 ?' x
end% }* l7 J* i$ y) D, E* l: b- F) k
if X1(i)==X4(j), X4(j)=0;
, [ A/ d. Y5 D5 E6 `- d3 ` end- m D1 {# H6 v. c; w
end
+ q- k) h( Y0 l% o1 b end
2 A+ i, l! |( ]: q" o: h j=13;k=13;
6 a. H9 v2 z8 K; P for i=12:-1:2,7 X) n, e6 h' W6 a
if X3(i)~=0,+ z4 w; @3 ?6 ~) G6 T
j=j-1;
* r3 I; j# v5 e* { Y( A t=X3(j);X3(j)=X3(i);X3(i)=t;
) @/ @4 e4 {- R$ _! i) C end
7 V0 h- i5 u8 I! D6 ~. { if X4(i)~=0,3 o; n* K8 w6 n7 w& i+ C
k=k-1;+ p* \ P3 `7 R; a" w* j" i
t=X4(k);X4(k)=X4(i);X4(i)=t;5 r, S% {: t. \# N" X
end5 r, m( `2 [7 |: U" @
end
# W5 K# {# g; z, ` for i=n1:n2
i+ \+ s9 r8 h, {! k% ` X3(2+i-n1)=X2(i);
; b, e e, g* Y0 S; B5 O X4(2+i-n1)=X1(i);* }0 w) \. _; A7 i: V! _- _3 a& p
end& `# P8 c R6 O( k6 F3 x! S2 k
L1=X3;L2=X4;" V# A3 x4 H2 U
%======================= |
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