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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!!!; P# O+ F% |8 M# V# E
distTSP.txt
8 b, A( [/ b- l+ f/ |! Q0 6 18 4 8
. S" K; _" q9 T' B" q7 0 17 3 7. d# u& {: m& B$ [
4 4 0 4 5
' T, a- Q$ M% n- N6 u: F20 19 24 0 226 l# Z$ C; ]$ H+ a, [" ~0 ?8 H
8 8 16 6 0
- T' [! ^3 U9 h: _%GATSP.m6 L2 c" s6 q) ?$ k' n- A
function gatsp1()
' {4 O8 h5 ~) f# J0 g1 z0 n- f2 Xclear;* F6 [! a! O; E5 m: l; m
load distTSP.txt;; p$ G1 u3 i0 y8 }! O9 ^/ D
distance=distTSP;
9 X1 V8 E' i, V3 r! w) x8 F+ X& MN=5;% u6 @' U" R5 b& q2 I; D
ngen=100;
: P3 e/ {. R" Q& I, |0 S* i/ pngpool=10;
, ~6 T M* L( H; Y$ t%ngen=input('# of generations to evolve = ');0 u9 {7 d/ T- M$ |6 R; ]
%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool9 T7 y9 E, ~& G- V H
gpool=zeros(ngpool,N+1); % gene pool
4 q$ [! Y, B0 i4 p. Ofor i=1:ngpool, % intialize gene pool$ w. @( k I( d4 h
gpool(i, =[1 randomize([2:N]')' 1];, n' a# O% O$ N9 i6 j4 V( D
for j=1:i-1 v7 _; |* M+ e/ F7 s/ E8 z
while gpool(i, ==gpool(j, 2 [+ q, ~+ H) |
gpool(i, =[1 randomize([2:N]')' 1];, X6 H) q! j- c5 Y8 X6 h
end; T) Z( O, {* y' a: w, v
end' y/ f5 ^/ ~$ z5 ?6 w
end
% E, f- P" w1 Z5 p& U/ |costmin=100000;! ~! i; q6 R; t' W6 V0 e1 |7 e
tourmin=zeros(1,N);, E. ], R0 F/ x3 E+ y% q2 F* z- d
cost=zeros(1,ngpool);
5 Z' P4 U0 G3 B7 @$ eincrease=1;resultincrease=1;
3 b* E: d) Y; E/ d5 x& L for i=1:ngpool,
# w+ m; Q: {" g3 J! s# H) S" U cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
. m6 A# q5 h$ K% ~5 j5 w, T1 L2 s end+ T1 `6 H- I4 G$ s
% record current best solution
/ ~1 z) G9 B' |8 W' x[costmin,idx]=min(cost);3 n( b! x0 I S/ _
tourmin=gpool(idx, ;
9 A9 {$ v; k0 }( f6 C2 C. mdisp([num2str(increase) 'minmum trip length = ' num2str(costmin)]), \' P k0 C4 \3 A
costminold2=200000;costminold1=150000;resultcost=100000;; V" c1 g* G8 G8 O! {# z
tourminold2=zeros(1,N);+ t6 e$ N- r# Q5 t' k7 H m+ n
tourminold1=zeros(1,N);5 J5 l3 ?3 y' i; I) t6 W. i" \
resulttour=zeros(1,N);& } I% V6 Z" j, j& J
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
. Z# O+ O, P8 d7 n7 acostminold2=costminold1; tourminold2=tourminold1;+ }0 H* D% q9 @0 @
costminold1=costmin;tourminold1=tourmin;6 g2 Y* V! b( U
increase=increase+1;
& J7 n# J2 B+ Wif resultcost>costmin
% g3 u8 s G% `& E3 R3 P: c w resultcost=costmin;
1 c! s* x0 M. k3 f* k+ V resulttour=tourmin;
3 S( |5 @ d4 P# S7 v0 o( } resultincrease=increase-1;
# l1 S& a- u; B. K end
2 g0 v+ o5 n; M. C3 n) Ffor i=1:ngpool,: E q% b1 X) H
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
# y/ I2 I0 D8 ? u' Wend2 f5 f6 K% L7 L Y* g
% record current best solution
, ?" H2 V, G" F- z( T) }5 `[costmin,idx]=min(cost);
# M X4 m& Z' q* [tourmin=gpool(idx, ;
* ?" T# u4 e% J+ P: |( W4 Q%==============
% t5 P8 B* O3 {8 y* E% copy gens in th gpool according to the probility ratio
6 }5 E' m# C x9 U* N+ G5 P% >1.1 copy twice
3 U5 B- P$ G& v1 T% @0 L( |$ Z# E. }% >=0.9 copy once6 }. C8 Y# s& N( ~
% ;0.9 remove
; i* O0 D& [ H2 t[csort,ridx]=sort(cost);$ u$ Z2 l: {& U' `; y2 u% y! k
% sort from small to big.- N8 F7 a8 I1 D9 G/ J+ |
csum=sum(csort);
( H9 a$ W2 l( ]1 B! Tcaverage=csum/ngpool;
7 V/ i, o/ R/ Z2 ^, R T3 B" Tcprobilities=caverage./csort;! S; Y$ D* ] C! n |+ g _
copynumbers=0;removenumbers=0;' N/ e9 `' W( t) [6 t( ?
for i=1:ngpool,+ g5 K3 a5 |1 e% I: I
if cprobilities(i) >1.1) D6 |& }0 W" V& e7 X& B. q
copynumbers=copynumbers+1;
9 i* A7 k3 z" a! d end6 a0 \, T, `$ X
if cprobilities(i) <0.9
- C5 N0 o* S* b3 b+ V removenumbers=removenumbers+1;
5 P( Q( q, R+ Y% b* t" l end5 B" I& [9 O' B$ j# z. l) P
end
: M' \* L9 G9 ~. i3 [& }1 X' Z copygpool=min(copynumbers,removenumbers);6 O% u, x# D! v5 E$ E
for i=1:copygpool
$ D" s* b1 u5 e" r for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
6 |. a# {: [8 h+ b; S* G end' J, b" t6 d( V$ o, h
gpool(2*i+1, =gpool(i, ;
( Z Y! e4 G2 h end: E5 B* K' O! s% g+ o
if copygpool==0' g) z$ i6 `; q9 r+ V) Z0 n
gpool(ngpool, =gpool(1, ;
& h6 u' [: r' P: r/ z end
: t$ ]- D& @3 }1 m2 B @2 D%=========
: r O. I# G9 ~% h1 o' {3 A%when genaration is more than 50,or the patterns in a couple are too close,do mutation6 r# P9 p; ~8 I9 D! ^
for i=1:ngpool/2
_. Z6 m/ p- j %1 k3 v& D% E' A+ ^ {
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
9 B) t' P* |- Q- ^- g- ~# Hdiffidx=find(sameidx==0);
6 @/ B) X4 c- O if length(diffidx)<=2
- O5 W& E$ l0 }* y* I1 H U gpool(2*i, =[1 randomize([2:12]')' 1];
5 I( ]% n0 E, d1 F ~+ `# A end. k3 X# v, K& F/ n: C$ Z( F
end
! X+ l* j; A; P/ [9 t# B0 I' j%===========
7 b& R: Y9 J1 p6 o+ \1 J4 n%cross gens in couples0 P& a! O8 r; b. _) x3 z' a
for i=1:ngpool/2
# s% r5 u2 ^& U$ g, C* r [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );" {# Q& @( W5 z* J4 U- [+ m
end5 L' q5 h- k3 v$ a: w3 T
for i=1:ngpool,
7 N5 R0 T' h1 t8 S* L( ?0 o: k cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));/ `: E5 m' Y* c5 p5 f
end& Y! Z5 y( \, u# a) r$ {, `; j
% record current best solution+ ~2 {$ r" `- f- c4 }
[costmin,idx]=min(cost);+ D) [- K+ ~( Q: \0 n
tourmin=gpool(idx, ;5 _6 R7 D5 b$ A; C
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
2 Q" f( l& h) k5 v% Z+ a$ U$ {end
" T+ N+ t; Y4 ], ^4 |( W* Sdisp(['cost function evaluation: ' int2str(increase) ' times!'])4 y W& R% G% Z/ a
disp(['n:' int2str(resultincrease)]), V, S8 p9 z% }6 J6 G. j
disp(['minmum trip length = ' num2str(resultcost)])9 E! J/ \8 k* A. z1 Y
disp('optimum tour = ')
8 M d$ ~ {7 qdisp(num2str(resulttour))
) c. e5 ~1 ^2 T! o6 R/ E2 q5 ], ~%====================================================3 h) t) F5 b% L: _
function B=randomize(A,rowcol)
% k) K9 u% |" O: \/ L: c" G% Usage: B=randomize(A,rowcol)" r( a* B2 Q$ v8 e
% randomize row orders or column orders of A matrix; e' ~# Q0 N$ l$ }+ q8 V
% rowcol: if =0 or omitted, row order (default), U% p( z* B7 h5 `0 G5 G( F; H, a
% if = 1, column order* d4 B/ h, B/ ~9 O2 W( j- _6 a
rand('state',sum(100*clock))
/ f9 y: w# h iif nargin == 1,
& O- w0 m( K3 T0 |' U rowcol=0;
8 ~3 I$ n6 W: @end
3 y. n, _8 z! q if rowcol==0,
( {; C6 F- c9 c5 S [m,n]=size(A);& R" r- Z( y9 @$ R) W
p=rand(m,1);
3 G* w' Q# `/ Y* Z [p1,I]=sort(p);
) m. A! l8 J! U# k+ W B=A(I, ;2 y; {: j% ~2 p
elseif rowcol==1,
9 A1 g3 Y" B! J+ i$ U& v, I Ap=A';
! y0 B+ |3 w0 Z( ]( Q+ _) y [m,n]=size(Ap);" `6 T" Y/ Z1 h5 Y0 T6 T
p=rand(m,1);. `; _) {, h% @( |. S
[p1,I]=sort(p);
8 x% G5 S0 Q$ G# ]) E: W1 u8 r) Q B=Ap(I, ';
7 G4 P7 ~7 Y! e, P0 N! Send
5 h$ j" }; s6 b$ V- D2 w%=====================================================
6 H- t2 w |$ ?, qfunction y=rshift(x,dir), V: N0 i) ^9 o2 A
% Usage: y=rshift(x,dir)8 ~4 G! W% e& ?
% rotate x vector to right (down) by 1 if dir = 0 (default)
3 @3 m! o( }+ y2 h) o% or rotate x to left (up) by 1 if dir = 1
2 o" E; {6 h. Z; P" ?- Kif nargin ;2, dir=0; end
9 |4 c; y6 E3 ?) X' V2 n/ e$ ][m,n]=size(x);2 n. f/ z3 l9 A" Q k
if m>1,( k2 ?$ f' F6 Z7 r
if n == 1,
, [8 G! O+ @" M0 d col=1;
$ N# N0 Y: h3 r7 y- eelseif n>1,
, W0 e" W& n7 T" ?/ U error('x must be a vector! break');2 ] q- f, [4 R% \6 h
end % x is a column vectorelseif m == 1,
8 D# K2 z' |8 Y: ^; Iif n == 1, y=x;
, o( h5 G& N" P$ e, X7 Freturn+ s) D4 {2 _ M; p. c
elseif n>1,
! H' O2 b( r' H' A col=0; % x is a row vector endend
& {6 @- p6 `7 J1 z) r zif dir==1, % rotate left or up: _( t) N8 D. c" j. H1 t& D- r
if col==0, % row vector, rotate left
; Z H8 H6 b3 h& O( Y" I y = [x(2:n) x(1)];
9 `& O S% J* \$ D) [6 } elseif col==1,7 M4 D; Z9 |& W2 c3 X1 O1 J9 R
y = [x(2:n); x(1)]; % rotate up" ]; U+ N! C+ s! }3 C- [0 s V
end; L% O" r/ C* w1 |# I
elseif dir==0, % default rotate right or down
e8 z! F: q; N! M, F8 O( T A if col==0,) Q, L9 \' d5 a! u
y = [x(n) x(1:n-1)];
; l1 a; \& c* j5 K) \0 g9 L6 |4 F elseif col==1 % column vector2 I% Q0 t/ J5 T, @0 J% m$ B6 S$ b
y = [x(n); x(1:n-1)];0 X; H1 R E3 S9 @* v! N
end* H# l+ t& H1 Z- B' w0 Q0 z
end O# c$ }/ h9 R1 V3 e' q* @
%==================================================" r$ f0 J; D) _( {; f7 R
function [L1,L2]=crossgens(X1,X2)
2 q% Y. b# y4 H& l( O% Usage:[L1,L2]=crossgens(X1,X2)* M; g. Q8 n, C- o# [; F
s=randomize([2:12]')';" q' U/ S: [ x F. S
n1=min(s(1),s(11));n2=max(s(1),s(11));
; d1 N) m( Q* c7 C; QX3=X1;X4=X2;
" J3 q; h3 C8 L5 ] ?$ Xfor i=n1:n2,! m3 r' R' [# k: X3 Z3 x
for j=1:13,
7 W4 v4 f2 Q) v if X2(i)==X3(j),8 [8 n1 D) } Q
X3(j)=0;
1 j+ ]1 U1 b! \7 g, F4 } end0 }9 E: h* Z8 k* L) g
if X1(i)==X4(j), X4(j)=0;- Y9 m- K8 p/ M! {3 U" a a! a
end- k5 d$ P; e. ~# n1 T! A
end
g0 h! o# U( M+ B end$ U% U2 |) ?# V
j=13;k=13;9 F I% E* {8 n/ @1 ~; ~
for i=12:-1:2,
1 S+ ?' p" h# K: k+ e if X3(i)~=0,
$ j& o% v t, M( E: Q j=j-1;" l2 q/ B3 c& g" C5 E, D. [
t=X3(j);X3(j)=X3(i);X3(i)=t;
% k$ P% G+ k* X end8 s! u$ L0 S3 p3 U" V5 f; g& v
if X4(i)~=0,
8 K: t; S+ s9 ?! e$ x! U% D( c3 A4 J9 o k=k-1;
1 m. a' U- }; p t=X4(k);X4(k)=X4(i);X4(i)=t;
( x w; k* j( F( \& R W end/ E0 A3 V% K% j( } e5 i4 t
end- G! G: Q" K; J0 m
for i=n1:n2
: R& o1 k) C2 T3 y X3(2+i-n1)=X2(i);
7 A- @: Y: {8 o1 h% ]) D4 o& B X4(2+i-n1)=X1(i);
0 @# s* G% e ]* ? end9 w# u- e8 [( o @
L1=X3;L2=X4;7 _( N! M( t/ P! J8 Y
%======================= |
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