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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!!!& C9 k$ K& L( J8 P$ A+ k
distTSP.txt( a3 C1 o/ o1 b' N1 b4 f0 ~
0 6 18 4 8
/ B, Z# D: L% I8 x7 q( K7 0 17 3 7- n& u: E7 Z* W" i! `; z
4 4 0 4 5
s- r! i2 d P9 ^* p* |4 c20 19 24 0 22
# }; P% H4 e( Z% k8 F8 8 16 6 0* ]4 P8 n, o N1 P# s9 w/ `8 n
%GATSP.m
X+ Y$ G" w d' [- kfunction gatsp1()
# i _; L' r* D5 o, Y2 g- l$ l7 l$ ^clear;
& Y. c: X( o5 T# v. Hload distTSP.txt;2 t0 M6 e, h1 Q4 g' \
distance=distTSP;
; T& ]0 m4 s' I7 DN=5;
: z9 @( S$ Q! ?% ~, R: V1 N( C' sngen=100;( U( E- b9 ~' ^5 t! f
ngpool=10;
) p9 {& o: O3 \! [! w4 `& U: T; g%ngen=input('# of generations to evolve = ');
- Y% B% w# o; Z- A%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool7 O0 E; l3 A1 v$ A8 c
gpool=zeros(ngpool,N+1); % gene pool
1 Q. B* \# S: d" Ffor i=1:ngpool, % intialize gene pool
+ ~- n/ ^' u4 ?( W4 v7 v" s" Kgpool(i, =[1 randomize([2:N]')' 1];
$ m& d3 Y) D% S% F( Wfor j=1:i-1 a3 y! X& a3 L8 N7 u% j2 `% m9 G6 m
while gpool(i, ==gpool(j,
: T# z- D3 f7 o/ _ gpool(i, =[1 randomize([2:N]')' 1];
. e+ b1 R7 Q, e/ L+ a8 W; V end2 `: B& d3 H- l: U, G, E
end7 w1 K4 G0 f- `3 u7 ~9 o1 o
end
% d3 n& X/ u. C$ W' i: pcostmin=100000;
; Z' {8 Y; U6 S4 X8 M" r tourmin=zeros(1,N);
. U8 f( x6 L+ u% ?: h cost=zeros(1,ngpool);; ]# U& M+ t. v, s$ `
increase=1;resultincrease=1;
- b2 G# g4 t: A# R8 c for i=1:ngpool,
9 J! d/ ~( o: M* b: g& H/ @' ] cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
" b! u0 X9 H+ H, h! Q j1 V! W end2 a$ K- }( J+ j X+ @* K' U `
% record current best solution2 ?* S& U2 e" O3 n5 c( x5 K
[costmin,idx]=min(cost);
; b; r" y; o6 z+ x, Atourmin=gpool(idx, ;
1 t$ U3 X. h* O! ~; i" J& l4 ydisp([num2str(increase) 'minmum trip length = ' num2str(costmin)]), |7 u) F$ \( E7 A1 i
costminold2=200000;costminold1=150000;resultcost=100000;
# U8 v0 R! J; I4 s! J' ?# n0 A) Btourminold2=zeros(1,N);9 O1 a, D. K3 z; c9 S
tourminold1=zeros(1,N);
4 M5 y- Z# F: C& [ ]resulttour=zeros(1,N);/ g7 m' u5 m% K% S& {5 [' g
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)% y8 P4 B7 r' n* ^
costminold2=costminold1; tourminold2=tourminold1;" Q+ H% y4 e2 m; ?
costminold1=costmin;tourminold1=tourmin;1 N1 W) D1 L+ R4 B1 }
increase=increase+1;2 a! i8 B4 s5 y) }
if resultcost>costmin
) Q' ^8 p& B5 s0 V2 q resultcost=costmin;
' o1 h7 n1 z# @7 Z6 a. ] resulttour=tourmin;
1 e/ q2 F4 O0 B1 P resultincrease=increase-1;
+ R3 G& _- ]& ~; P9 u end
1 o0 f' T6 S1 P$ K% O! [$ \for i=1:ngpool,, ?- p0 s; l b. H5 Y U4 W5 `
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
i# p2 {' p0 t* O% f2 V6 P: zend
4 a% T: q# _$ s8 S ?$ u+ K% record current best solution
, D+ F+ J3 t) z$ e+ s7 i3 X[costmin,idx]=min(cost);
: K6 Z; P, k7 \& q0 ctourmin=gpool(idx, ;
' V/ G* q2 u- Z" l. b%==============
$ E q4 |4 V# E; x% ?( O5 \% copy gens in th gpool according to the probility ratio1 z6 K# q9 g! T& x j1 S( e
% >1.1 copy twice( |; K% O) m) c2 P% T
% >=0.9 copy once) O% \3 ]. x$ }7 g9 p( w
% ;0.9 remove! Y, d, v& ~' F# Y, f7 d# c9 B
[csort,ridx]=sort(cost);
& d9 J& P. ]! G1 w7 s7 F$ S% sort from small to big.( G' |$ a2 F, B; S2 [9 N7 g7 P
csum=sum(csort);
! @% C) _3 L) Tcaverage=csum/ngpool;
$ w+ l Q* S# ?6 W4 `cprobilities=caverage./csort;7 D+ q( O8 [& ^* }% Q) e" f+ O
copynumbers=0;removenumbers=0;7 @! Q ]: }# [5 I9 m9 Y
for i=1:ngpool,
1 {% w8 q' P, `7 O if cprobilities(i) >1.1 x2 G6 R/ {, Z
copynumbers=copynumbers+1;
8 q6 o2 U) _# j5 X end7 v" L0 r( c+ k$ T" F0 q5 @
if cprobilities(i) <0.9
* s) c7 Q! S5 q: m7 w4 T8 D removenumbers=removenumbers+1;# o. d# o9 m! H& M8 x1 X+ p
end
$ O! @7 j! [, n- L- _5 Q+ Y: y' p end$ @: `( V* d' C: G7 _
copygpool=min(copynumbers,removenumbers);! i. w( F# ?, [+ }. q
for i=1:copygpool% P; {% L/ o9 ?$ ~+ s
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ; @+ J9 O& _) f( ]0 u) ]0 k/ Z. r
end
/ }- j/ Q5 q7 x- C" ]5 x+ \. |1 n gpool(2*i+1, =gpool(i, ;; S/ ~5 |2 C, S
end; |& A( D; a- ]& u! M% m+ `0 ]3 u
if copygpool==0
' m' ], { U/ y% I* V gpool(ngpool, =gpool(1, ;
# A- Z5 K' J3 ^4 q6 G9 I end
$ M5 C9 A( e: G! k V6 s%=========. ~+ l& P0 _! X* N
%when genaration is more than 50,or the patterns in a couple are too close,do mutation
4 y8 F+ S7 Q: K' H- W6 mfor i=1:ngpool/2/ _9 v+ O: R( q7 h0 x. S* X4 x
%: M6 g7 N( K8 Z, B0 h
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
: h" S* c3 L, q( s& l1 w! F) \2 Ndiffidx=find(sameidx==0);* }* G2 w: a1 i6 ?2 c" M
if length(diffidx)<=29 l( f' J8 Z0 r; r. U
gpool(2*i, =[1 randomize([2:12]')' 1];8 N) [" O' m/ a' n# k+ E- f
end
, R8 `( t% a( P) q& t; V- W7 Z! _ end0 I( _) p8 Z3 L; p& z- C5 ^
%===========5 ]' N. ]8 i! v8 Y
%cross gens in couples
/ H1 b- ?( R0 U. V, y for i=1:ngpool/2
5 k' u7 ^7 h9 ?7 P9 } [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );$ h' t0 [2 |& R- H' N8 Z$ J
end
3 B T+ {' _+ n6 t0 p% o. ^( ^ Z for i=1:ngpool,
- A1 L) g/ z; M6 D4 ~; d cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));9 P6 W& x/ c/ L9 O( {1 m
end4 i% Z# y1 M; n) Q( A& J4 m# { R2 q
% record current best solution. {4 B/ }2 N h" H% G. V
[costmin,idx]=min(cost);
5 z1 H# ]0 g8 N, @$ ftourmin=gpool(idx, ;! n4 W, K3 D3 `( l" M% s+ o( I
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
6 d& \$ I) m' p( I' Y& a$ d/ Nend 6 X$ g ^( [0 X7 J5 E0 Y; _' k
disp(['cost function evaluation: ' int2str(increase) ' times!']); s) J' v0 B( c+ b# y
disp(['n:' int2str(resultincrease)])
5 k& q& Y' E: ~& Rdisp(['minmum trip length = ' num2str(resultcost)]). ` U* W" q5 f9 x( M
disp('optimum tour = ')5 o) _- c' q$ \) p/ C; n4 P( }" H
disp(num2str(resulttour)): r( ?- c* z0 u: O$ o
%====================================================
9 ^. l' u- W/ k+ J4 e4 ?9 ]( ~9 vfunction B=randomize(A,rowcol)2 T, u; b% c+ i
% Usage: B=randomize(A,rowcol)
; V# ~5 b8 H; O; B/ n% randomize row orders or column orders of A matrix# ?- i0 Q" W3 E- R" Z. L2 n
% rowcol: if =0 or omitted, row order (default)
4 y) G+ q! Y# i& x% k3 n6 V% if = 1, column order% \2 H/ j1 h; k
rand('state',sum(100*clock))
g4 @. r$ f, j- E4 d- H9 F) `7 U* xif nargin == 1,2 @& e& ]5 e3 |5 u' v" v' A
rowcol=0;" J- U: ]. Q: y! Z. ?
end
: @8 U S+ m+ g0 _ u if rowcol==0,% Y+ a2 `4 m' C% G" y
[m,n]=size(A);7 l; D: Q- F2 I$ J
p=rand(m,1);" ]/ ]$ R, Q+ z. A' p4 M5 j
[p1,I]=sort(p);. F6 }& x/ a7 X5 @. W f: S f
B=A(I, ;5 _8 u7 g9 J4 V1 M
elseif rowcol==1,+ W$ r0 i+ h7 c' D& W0 y' x
Ap=A';
$ x2 c" Y$ Q/ L/ ?& Y* L8 G [m,n]=size(Ap);' Q' ^! Q! M, M/ }( X, c
p=rand(m,1);
5 s+ r% ^1 d% {; x [p1,I]=sort(p);* D8 O' w- U4 L) k9 Q# i% _
B=Ap(I, ';) D2 z2 R* K+ k9 G0 q, F; J
end
2 v5 O( v& t' H8 i%=====================================================0 A5 }$ e, F* K- B) x6 }4 y
function y=rshift(x,dir)& F0 g' e2 X" s; z7 _
% Usage: y=rshift(x,dir)
& ^. g; |2 P+ E& c% rotate x vector to right (down) by 1 if dir = 0 (default)) Z) c3 w, {3 g* ]0 ~- q' i' Q
% or rotate x to left (up) by 1 if dir = 1
" G4 H9 ^& Z! iif nargin ;2, dir=0; end4 P9 Q4 p7 p* ^! y8 G, Z& M; E
[m,n]=size(x);
3 P) q }- `! e* d3 M6 q/ y3 nif m>1,1 ~ E G# b3 [" ~+ o
if n == 1, U3 ~, _0 G3 k$ } C9 }1 `3 u3 y( M
col=1;
' {7 R" M7 g" J% p: Q2 Selseif n>1,0 D7 p8 i& `3 |, M! k" q; q
error('x must be a vector! break');- T' i! f9 Y1 T- y9 p
end % x is a column vectorelseif m == 1,
8 o6 z# J8 Y! Z* v% S9 }8 Mif n == 1, y=x;. q5 g% n* G! I# K4 w# _3 E; K
return, I* [, P+ N& L6 m
elseif n>1, I' X& ~- Q7 j2 e
col=0; % x is a row vector endend, Z' o! z/ w! `
if dir==1, % rotate left or up
; g4 Q0 L* c% S2 V if col==0, % row vector, rotate left
* E& b3 t$ X, {' k/ ? y = [x(2:n) x(1)];
) @$ }% Q q0 R, g/ Y1 K, X4 K0 K elseif col==1,
3 N/ ?" K. k5 ~/ a n4 d% ` y = [x(2:n); x(1)]; % rotate up7 O" h( B6 ]+ G" l
end
6 ^3 M* | @6 O, A- h( s$ v" [ elseif dir==0, % default rotate right or down
) R( J9 ?& G0 L D& F2 ?4 R if col==0,7 K4 k% T/ d1 h, R4 p
y = [x(n) x(1:n-1)];3 s5 O% }$ J q
elseif col==1 % column vector5 l9 t% Y0 P3 w1 ^
y = [x(n); x(1:n-1)];4 {8 p y% H2 X$ e% I
end% d. S S& B. F
end
+ o9 J, N4 G) c) ^/ N5 n%==================================================
5 Q `4 [. n" `+ o* ~- bfunction [L1,L2]=crossgens(X1,X2)" y! t5 V2 U8 f5 ^
% Usage:[L1,L2]=crossgens(X1,X2)
( X1 X; U2 Q% ks=randomize([2:12]')';
6 O* m* ]# |+ j; R9 [n1=min(s(1),s(11));n2=max(s(1),s(11));. w% k" o) O7 |/ T- U k8 C
X3=X1;X4=X2;
$ X! ]5 M1 b5 E. Pfor i=n1:n2,/ i: a9 x8 t) R- K- l: F; H' l
for j=1:13,7 v+ F- {9 n: Z l, S! L" |9 m
if X2(i)==X3(j),
0 A$ Y! [; g9 B9 e4 e) l# C) `1 W X3(j)=0;# j& o* u g! E6 ?
end; Z5 r2 S+ g4 K0 f1 M
if X1(i)==X4(j), X4(j)=0;+ O: K+ [2 r% r% ~# s2 f$ n9 P" u
end
- F3 d( `% E7 W4 @% S7 S+ [4 c. R$ X end' m% z. ^* A0 j
end
; q7 s9 m) l1 j: u. _* C& V j=13;k=13;4 k) ~" d$ k+ h1 b
for i=12:-1:2,. V8 Z: g" y1 b8 P) Y
if X3(i)~=0,
& n$ h9 p, ~- w0 G. q H/ ? j=j-1;2 [- V8 g3 t4 \" v
t=X3(j);X3(j)=X3(i);X3(i)=t;5 u+ T7 a% e/ Z3 d: J
end+ t$ o8 j0 T) d9 ?- o- [" X m1 \! u
if X4(i)~=0,6 c: y2 u, H P F8 C
k=k-1;9 k$ r0 w8 ? G. S1 r
t=X4(k);X4(k)=X4(i);X4(i)=t;# ]( s+ C! Q7 Y' ~0 [" N
end
& O8 T' x4 v' K% `: y! ~2 g end- z$ r" g# E: s5 s
for i=n1:n2
( J( |+ g9 w% U X3(2+i-n1)=X2(i);2 a7 r+ A% ^/ r: G, n( D" |) K
X4(2+i-n1)=X1(i);
" b% c! p' T; l! o; G0 m/ x end! }- ~4 A6 D) g; G" G; u
L1=X3;L2=X4;2 z7 X# J1 m0 D+ N" X
%======================= |
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