- 在线时间
- 15 小时
- 最后登录
- 2013-11-20
- 注册时间
- 2009-8-6
- 听众数
- 9
- 收听数
- 0
- 能力
- 0 分
- 体力
- 2214 点
- 威望
- 0 点
- 阅读权限
- 50
- 积分
- 957
- 相册
- 0
- 日志
- 0
- 记录
- 0
- 帖子
- 575
- 主题
- 55
- 精华
- 0
- 分享
- 0
- 好友
- 13
升级   89.25% TA的每日心情 | 开心 2013-11-20 13:38 |
|---|
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!!!
7 _3 _6 g s: d3 B' J9 r+ ]( U9 n/ D; mdistTSP.txt
* L+ w" c9 e) U+ `5 R! Q- ?0 6 18 4 88 |$ y# R/ ~$ g/ ^/ K
7 0 17 3 7+ t: s! g' ^6 A. d( C- Y
4 4 0 4 5: c% @. t$ P- j0 N [ p" b
20 19 24 0 22
3 b: x# Q7 ~ k& k0 S1 g9 M4 W: B8 8 16 6 0: Q" G) p( N' H1 j
%GATSP.m# O9 q; R& Y' U7 l' N
function gatsp1()
% _- d! q7 ~* k, V" O8 V/ ^: U7 {clear;
; a$ V( P9 p) Q( Pload distTSP.txt;
* R9 K1 r% X9 ]8 vdistance=distTSP;2 T+ q: t& R0 ^+ t
N=5;) R: a+ _9 g% \9 ^* _2 P& M
ngen=100;
/ H: E6 V4 J9 vngpool=10;
8 h2 c; x) T1 G- W+ F& M%ngen=input('# of generations to evolve = ');( k1 T" Z' `% G4 M ?/ F4 a- f
%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool$ w* k+ Y5 [- s+ k! f% F
gpool=zeros(ngpool,N+1); % gene pool* A3 @! q6 w0 i7 W4 K& S
for i=1:ngpool, % intialize gene pool
, P1 ~5 R3 u8 S$ c( d+ g+ Ygpool(i, =[1 randomize([2:N]')' 1];
3 f; x( H* p: ~for j=1:i-1
) J5 q) Y0 z9 {/ q/ U/ m' ^ Ywhile gpool(i, ==gpool(j,
6 p0 X, N5 [1 r& Y' U5 G2 y8 v7 ]3 } gpool(i, =[1 randomize([2:N]')' 1];: O6 D, x) N4 T; H
end* |2 }' [+ }: u4 q
end
- _) ^+ L- ] |2 D8 r. U8 [# n end
" L0 \* r! s" t- ~ B. Acostmin=100000;9 E0 }4 i8 o1 y) i. O' K
tourmin=zeros(1,N);. A" y4 l3 f6 L0 \0 W# G
cost=zeros(1,ngpool);, i6 \- W* l) X& j" r
increase=1;resultincrease=1; R" M/ b+ h7 _4 ]0 a" h$ v+ y/ I8 v
for i=1:ngpool,
5 r5 A# D3 z9 z" u, s- k cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));* W4 \4 W' \) `9 v/ |% N
end
9 G3 |$ P7 x. L% record current best solution! r6 @" X% q( X& x( Y s/ m' E
[costmin,idx]=min(cost);
3 X6 i# Z9 ?6 O* I1 D# l- qtourmin=gpool(idx, ;1 B0 o" d' k0 g- n% W( m& G* a
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])- t, F/ |# H9 |- T. f) @
costminold2=200000;costminold1=150000;resultcost=100000;
* O( Y' D( S, D4 J4 \9 W, otourminold2=zeros(1,N);, _% h( g: @8 }( I3 d$ L
tourminold1=zeros(1,N);) |* s& j; Z6 P7 p$ Z. {8 t w
resulttour=zeros(1,N);% n2 a2 a f' `- T9 @* Q. V7 R
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)
* @9 @) t( H; t! ]) kcostminold2=costminold1; tourminold2=tourminold1;
5 Q) d, Q. E( j/ f+ I0 f8 Q/ bcostminold1=costmin;tourminold1=tourmin;
( {$ v# {. p4 q& @increase=increase+1;
$ x( e [# Q1 e) v V2 s! oif resultcost>costmin
9 O3 \$ Q, H* I8 n$ k3 C( R+ h0 q resultcost=costmin;- ^7 j+ J- S3 ]: t, T- A- E/ Q
resulttour=tourmin;
/ |5 N. _0 e, ] resultincrease=increase-1;
% E! f) ~8 y% }/ \- E end- G/ N& F' p& _9 t& p4 y* W. V
for i=1:ngpool,) z B6 s* J9 ?" E; O, J
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
' v k o; l" e' Q# K, `2 Pend6 C% i% v* o' X4 V# J
% record current best solution: S$ ^9 s! n: t: f3 b# `0 e0 m0 ^
[costmin,idx]=min(cost);
* |; i" Y" X. b1 C! W' C$ V# O, }" n4 Ttourmin=gpool(idx, ;
$ v/ R( P& @" |8 S* A. N%==============6 k4 [( ?/ J5 J. Z. U% k/ n; q
% copy gens in th gpool according to the probility ratio
! `3 m# }, r5 k. d5 U* P& R% >1.1 copy twice
q6 N# L4 M2 `! _ G' c+ @2 t: c% >=0.9 copy once6 I% _( y- Q8 J c; m
% ;0.9 remove
& f0 v# a# s+ d! D[csort,ridx]=sort(cost);9 p' X9 \( U0 g* I) @
% sort from small to big.3 S6 v+ i1 U; m5 j
csum=sum(csort);
' J. V/ q) c* I, W: q+ G& ]caverage=csum/ngpool;
- K9 @0 |$ W% P; L- Mcprobilities=caverage./csort;
# d) E- T- ^* x! v+ K/ k$ {& o- gcopynumbers=0;removenumbers=0;8 o' l& F/ g$ j! N! s8 J) Q' p
for i=1:ngpool,
5 y" @0 E5 E. X( X( V0 M; I, F if cprobilities(i) >1.1' b6 V4 I: R" ^
copynumbers=copynumbers+1;: V% S- R* P( J' V: j9 w
end
p4 y, v, J4 q2 D4 x if cprobilities(i) <0.9
" D5 o9 D& M8 p removenumbers=removenumbers+1;. M3 H: H, D" |, M
end
) J8 q( Z" x! { \ end
# K7 b m& ~& y- O5 v5 P% M6 v7 o copygpool=min(copynumbers,removenumbers);1 P0 [) c: T, i5 d0 x* ?* E/ }% `5 L
for i=1:copygpool b3 j! f( Q' z. T8 j
for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
7 \) Z- I# y5 A end
, Y" d/ ]9 t6 B" ?4 n# l6 s gpool(2*i+1, =gpool(i, ;
7 ~( C1 G8 \3 S2 z: c end
- Q: }& G' j& _6 D8 D, O7 } if copygpool==0
1 d# r: n6 o* I* l gpool(ngpool, =gpool(1, ;
w4 H" D( [4 F" f4 k' [ end3 |1 C9 @: l" x! X
%=========
2 w. q+ P: t8 W* ?6 Q%when genaration is more than 50,or the patterns in a couple are too close,do mutation
" `* c0 L$ Z/ k+ {for i=1:ngpool/2
9 c/ a: f' ~2 A$ t- z" p' O %. R* y3 t6 T! I( P* ]! F* ]3 ]
sameidx=[gpool(2*i-1, ==gpool(2*i, ];
3 U9 X( e, b2 D5 [2 X/ gdiffidx=find(sameidx==0);9 F7 c& J6 K; G
if length(diffidx)<=2
. z1 R' J2 q0 `& C O( g. u gpool(2*i, =[1 randomize([2:12]')' 1];
3 k) ^1 G3 H1 u6 X! r/ ^ end: d1 B6 ^* N1 c0 w% d2 B3 ~2 w) q
end
& c0 Z8 f8 }0 Q. y4 V# w! f%===========) r ?- B0 _1 a Z
%cross gens in couples& T- z, ]8 |. w( W5 Q
for i=1:ngpool/2
& L+ M; H; y& ~/ l: j8 K [gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, ); P) z+ E" @. g |
end
) C5 y2 R. [& V8 Y4 T9 R; i$ G; Y for i=1:ngpool,6 b5 ~* _/ w" s
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));, `. N& ~" a1 z- U) j4 u
end
5 \# R6 t7 z/ N7 [* f! x- _% record current best solution0 x8 l5 x+ q" H# T* @
[costmin,idx]=min(cost);* y. p/ k3 T. q. |
tourmin=gpool(idx, ;* q1 y% v7 f8 _3 q O
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])& D3 G& d" I+ d, u* {% a4 ?
end ) I$ o- t7 b) a E A c% v
disp(['cost function evaluation: ' int2str(increase) ' times!'])
' v% ]2 a/ m/ M) }( b) ^ ydisp(['n:' int2str(resultincrease)]). ]& _" M; v: s: h8 X4 ^
disp(['minmum trip length = ' num2str(resultcost)])& B/ g% ]# Q; k
disp('optimum tour = '); Z K t/ Y1 _2 H# A
disp(num2str(resulttour))
0 U# S0 o5 ~+ M+ w( x%====================================================
* y, N/ y) K% I9 i. ]" @function B=randomize(A,rowcol)
9 b0 M3 B$ }3 J3 x! O/ g1 K' c, o% Usage: B=randomize(A,rowcol)7 J0 M* R6 w6 d0 X( _
% randomize row orders or column orders of A matrix M& |/ d/ `* M" D: `, d" K/ n& R$ g
% rowcol: if =0 or omitted, row order (default)5 J/ G* b+ m6 k7 \. y
% if = 1, column order
" K4 ~4 q$ v3 u d* x" \rand('state',sum(100*clock))
2 {$ n. E& c6 y& rif nargin == 1,
9 h# w, T/ m3 @ rowcol=0;: k5 c M6 P3 G `
end' u& n+ L' [8 l2 f( N6 C
if rowcol==0,
8 v; L; v+ R7 \7 g. V [m,n]=size(A);8 }( z5 E0 a/ v+ a! {) N! B
p=rand(m,1);7 s* f% h. d, \9 \9 p$ G
[p1,I]=sort(p);
5 u) c$ S& }0 x7 K2 z B=A(I, ;
' e! V% F4 D1 o5 U& y/ R+ y. r: a! `elseif rowcol==1,8 u3 Y6 S' G5 r& W* Q0 h( F) }
Ap=A';
0 k8 |, q/ o) h; ^9 G! t+ l [m,n]=size(Ap);
& [* I2 t3 {4 ^4 Z7 j" U' N% J p=rand(m,1);6 A8 q! C+ U4 N: e' ~2 v& D5 q7 ` \7 A
[p1,I]=sort(p);
. v" V. |# H9 c B=Ap(I, ';
' \" j, D) j4 _! G4 wend" S9 R, N# B& |! R/ B2 L
%=====================================================: w- f# a2 v$ ]! S6 _7 V
function y=rshift(x,dir)3 C8 Z! ~8 A0 M' p9 ?1 G
% Usage: y=rshift(x,dir)
4 G- _. A# G4 b: \5 ]9 F+ h9 I% rotate x vector to right (down) by 1 if dir = 0 (default)
, _# {. r$ c" g( x3 u% or rotate x to left (up) by 1 if dir = 1
! _- b$ V5 `6 X! g4 u+ ?' eif nargin ;2, dir=0; end
- z; L. u$ ^7 M/ W[m,n]=size(x);; b+ i3 R, L; n" d4 O$ t
if m>1,
1 A7 J3 z' r" ?$ q& K( b7 h3 M6 |if n == 1,
6 D7 Q/ @' K& m col=1;8 ]9 D& }& k. F' y3 ?
elseif n>1,
7 \ u2 ]7 N# S+ L* A" v error('x must be a vector! break');5 M9 `7 W( _4 d2 ^5 Z! N- u/ A
end % x is a column vectorelseif m == 1, k2 v4 ^% y* s6 b7 l8 J
if n == 1, y=x;
8 K; [) t3 Y6 u. z0 }1 ~return& z$ Y! N1 P D1 j
elseif n>1,) |" L! M! m4 Q
col=0; % x is a row vector endend! B* H5 R$ ~* }! U4 O5 u
if dir==1, % rotate left or up& K+ `# G( D& y8 O
if col==0, % row vector, rotate left( }& K2 b! G- j
y = [x(2:n) x(1)];/ [, J) |2 I% V2 R3 [
elseif col==1,7 _1 @8 T- }3 `" ^1 Z3 N! {( J
y = [x(2:n); x(1)]; % rotate up
7 `9 R. U* L3 t7 xend
9 C: A0 Q4 [' K P elseif dir==0, % default rotate right or down; \* F+ o0 b* C. \
if col==0,- r7 Y9 X, }; c( T7 Y
y = [x(n) x(1:n-1)];
1 M( u- e0 m2 c/ n# O5 g elseif col==1 % column vector: j8 k; a9 G# E# v
y = [x(n); x(1:n-1)];
8 h/ g D, z% [* | end' H" T. P2 }; m8 R0 g
end5 i: M( `* |. b) n8 r
%==================================================
6 p, a! z: _$ bfunction [L1,L2]=crossgens(X1,X2); Q# u3 s% k0 d e! i5 g
% Usage:[L1,L2]=crossgens(X1,X2)" R. D7 S: z! Q
s=randomize([2:12]')';
/ o3 x" O5 X# O" b: v8 s2 B6 w1 `n1=min(s(1),s(11));n2=max(s(1),s(11));
/ b; E7 B3 D2 a2 q0 gX3=X1;X4=X2;; D# {7 p2 Q4 I1 J5 x! S O
for i=n1:n2,
6 E* c9 E/ n$ U( L for j=1:13,2 ~- ]; Z/ p) c
if X2(i)==X3(j),% F) }9 C2 y3 ~: N h
X3(j)=0;
3 M) ~# |) E, m5 A/ V2 C end" M8 G ~# x7 s# o
if X1(i)==X4(j), X4(j)=0;
4 q! Y: N9 n( q4 } end
0 u& u" M& C/ V end% k6 d/ C: i5 R% \( v
end: v b! X! C' Y' }: y! S
j=13;k=13;4 h$ V3 ^, r% C+ k
for i=12:-1:2,5 h1 R7 Q6 S# ~4 x
if X3(i)~=0,) Q( [) E; K9 V4 l S
j=j-1;4 ~" ^) d+ O' w, L$ e {7 ^; |0 }
t=X3(j);X3(j)=X3(i);X3(i)=t;
. V( s* R3 t* {, T3 f end
% @5 [' L4 I I' [2 Y if X4(i)~=0,
% \* O/ h# l3 x+ J k=k-1;& H) r6 |2 T- i' t5 C x
t=X4(k);X4(k)=X4(i);X4(i)=t;
; i- O+ b h- F+ ?8 v% ~ end% g: Z9 \2 P8 |6 J) L
end+ X Q% ~+ ?2 v
for i=n1:n2
+ w5 o4 N$ T7 a X3(2+i-n1)=X2(i);- P# ?8 _) x; n4 s5 E* F
X4(2+i-n1)=X1(i);9 m& L% \3 ?) b
end# S- x+ K+ t( D, x/ t' G- c
L1=X3;L2=X4;% D* ]) a2 g" q2 u9 j- f; @$ v0 h
%======================= |
zan
|