- 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!!!4 v5 G7 H2 P- d5 U' r4 X
distTSP.txt
! r& o; X( Z% S, H6 p) B0 6 18 4 8* H/ w! t" i4 I# n8 X6 w( J- O8 s
7 0 17 3 7$ \) f/ a% r5 B9 l9 ^7 e
4 4 0 4 5
" L0 k' p/ u; `; s3 L& ]* Y: C3 o20 19 24 0 22& r, R( I* V. u& O3 {# ?1 T" O
8 8 16 6 0- E- s* I& L. Y, f+ ]- E
%GATSP.m* N8 c& Z5 h9 v7 E: L
function gatsp1()8 w" G$ P) e& p
clear;2 U5 S Y/ i* x1 Z) n
load distTSP.txt;) J* J! s# y/ x' o
distance=distTSP;: w# c- y( S9 l" [& G" J
N=5;$ \# i0 O$ M1 ]+ a0 l( Z
ngen=100;8 ~3 a" p/ n8 ] u5 f5 y( J
ngpool=10;3 l: p1 r- x! m
%ngen=input('# of generations to evolve = ');
! X7 S1 `+ I b! G! s* q/ X" [%ngpool=input('# of chromosoms in the gene pool = '); % size of genepool' p) u+ M; c$ t- r6 L0 W
gpool=zeros(ngpool,N+1); % gene pool
; b! N# A4 l% b! f/ [5 Bfor i=1:ngpool, % intialize gene pool
0 R% F% Y; [' G# b! V! n5 ?gpool(i, =[1 randomize([2:N]')' 1];
/ {6 w) V& ~% d4 v+ G$ Lfor j=1:i-1
) ^8 T" x5 n" l- l W8 hwhile gpool(i, ==gpool(j,
8 A* b- Y; i; T% Q* P6 H gpool(i, =[1 randomize([2:N]')' 1];/ z$ B! K$ T4 l6 R+ B( o* v$ Q
end% ^7 t+ g* h/ S0 m! o" d
end( {1 K8 Z4 j0 { u6 @
end7 C3 t- |( k- Z/ o+ Z
costmin=100000;
8 s! R# m. f& z# a tourmin=zeros(1,N);' c4 L; }! ?# o
cost=zeros(1,ngpool);1 j, x/ v6 A( w4 x- x
increase=1;resultincrease=1;3 K" q7 Q" z- f& [, E- }
for i=1:ngpool,
" _# @2 O4 g! Z+ `" o cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));$ m& M) w' j; L& P" E& r k; Z' Q
end
1 \( L; t. ~& d% record current best solution# ^, l/ a: a% k3 T
[costmin,idx]=min(cost);" Q2 h; t% }7 A2 S2 U! h
tourmin=gpool(idx, ;( T! k, s3 d& S0 {1 U
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
% D/ n& h" }* m% N/ Acostminold2=200000;costminold1=150000;resultcost=100000;( y& g, Z8 e8 a4 E# F; O/ D
tourminold2=zeros(1,N);6 a/ U" M' h' }
tourminold1=zeros(1,N);! ~) U4 m0 h0 F* V: w3 z* v5 [
resulttour=zeros(1,N);; I+ Q# p# P7 \7 }2 \ G) x+ p
while (abs(costminold2-costminold1) ;100)&(abs(costminold1-costmin) ;100)&(increase ;500)# @3 v: q8 P) v, t2 x
costminold2=costminold1; tourminold2=tourminold1;( O ^7 R+ ]2 v: y% A, N- Y% [% F
costminold1=costmin;tourminold1=tourmin;& P% L( [- V- H1 V" [; \( {6 f: r! p
increase=increase+1;
3 W; {& s) w- }& M. o6 l5 g6 fif resultcost>costmin9 d& v/ \1 @* G# M8 _( A0 \
resultcost=costmin;
& L/ W- a) b$ _5 \# Y3 m/ w6 B resulttour=tourmin;
* j s! h) J3 u7 i6 r" T0 P- v resultincrease=increase-1;
' t+ D$ D- ~0 v0 G* Q end) _! n W& c/ C! }1 C2 E7 p
for i=1:ngpool,, f) D/ o' A; i
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));+ }( q- S% ^; |! X1 L, r
end
- l! b. X: Q4 F% record current best solution
& i G" O5 X9 t1 j1 H/ o1 a( {[costmin,idx]=min(cost);
" Q% I) U- }/ g0 Z Etourmin=gpool(idx, ;
0 \( W" a: A: W* j$ B% |, R: u%==============
' ?: i4 I- C, L" K$ R3 `& N% copy gens in th gpool according to the probility ratio
* W% f9 E# `1 e8 k% >1.1 copy twice
! u) `/ m/ X- w, m8 q" Y: T% >=0.9 copy once; n6 _5 L& z4 e3 r3 P2 v! O
% ;0.9 remove5 a) {1 Y2 l- \1 @; T
[csort,ridx]=sort(cost);
+ r, S( r/ o6 G' }: f# w/ s0 e% sort from small to big.$ F; y( s" g) I9 k/ x5 H; b
csum=sum(csort);
: q$ l9 A) E) i& G! d, e8 ~caverage=csum/ngpool;3 t' w* u$ y. y% p
cprobilities=caverage./csort;+ B& [' F& |9 W9 Y1 m7 m( o
copynumbers=0;removenumbers=0;5 E' t S% d& W( c
for i=1:ngpool,
% p& W1 J! e2 [) i& I* s3 n, c if cprobilities(i) >1.1
5 V# y1 W: L( V copynumbers=copynumbers+1;
- ?; i# \8 G+ A8 K7 `! s end& a& `. j* v. M" `( o- B
if cprobilities(i) <0.9
* I9 g5 y! [. D& X; X: h; u8 w; ` removenumbers=removenumbers+1;7 v# D: O, p$ Z# X" ^1 T5 x% J: F
end
( J$ ?; @% T1 g `4 M) h end
) ^# ]1 ?2 `# y# E& ^3 F) Y, z8 ^ copygpool=min(copynumbers,removenumbers);) ~+ S. O( s8 P% z6 A
for i=1:copygpool
# X( N9 Z( \; K. b' ], P for j=ngpool:-1:2*i+2 gpool(j, =gpool(j-1, ;
! W" T Q) U2 d9 n- Y$ v end3 j! A! Q& ^0 @" \( ]& K# f
gpool(2*i+1, =gpool(i, ;) I$ K+ {" s8 L& N" T
end" [2 M5 W! E L3 _! r4 g
if copygpool==0! A) u* P, }: W; f) g0 K
gpool(ngpool, =gpool(1, ;8 S4 ^, |2 Z' L: Y- x
end
) K) a- |9 ^! r( q0 {4 h0 |%=========( g3 v- z8 A- W1 M
%when genaration is more than 50,or the patterns in a couple are too close,do mutation7 z [; ~$ H, w5 W
for i=1:ngpool/2
T9 t; R$ B) L7 f0 e %
# s0 }* I4 Q+ Y1 a. C5 H( r2 Wsameidx=[gpool(2*i-1, ==gpool(2*i, ];' g2 E- S% ~! W+ o! q' @0 t
diffidx=find(sameidx==0);
% O1 W; d4 M( x6 p3 X3 l. j: `% c if length(diffidx)<=2
+ y( C% ]. ^- w, M0 M# G gpool(2*i, =[1 randomize([2:12]')' 1];+ O. J; w; w. Y) d3 Q1 M5 b
end
% o4 t3 ]% {) T; u1 W9 y end
' ~$ L: T/ p+ g# a, J5 p%===========
0 _/ ?: Q/ N% J+ R3 V8 R: {2 l%cross gens in couples1 @: o) N; I5 Y; w( P# o+ i: S
for i=1:ngpool/26 m1 Q) D7 w5 c! p2 \, ]& Z0 X7 j
[gpool(2*i-1, ,gpool(2*i, ]=crossgens(gpool(2*i-1, ,gpool(2*i, );
2 f' \. {# C; v3 S0 K/ X% w end/ a: _8 @ n3 l& e6 q# k
for i=1:ngpool,1 s6 }+ R1 l2 q3 b) D+ }. }$ l/ Q
cost(i)=sum(diag(distance(gpool(i, ',rshift(gpool(i, )')));
4 { N5 [& H6 M) r r end p+ Z/ X' K3 @: }
% record current best solution/ ?% u4 \' g; _! v9 a
[costmin,idx]=min(cost);0 \% {2 Y# U: }1 h7 t0 f
tourmin=gpool(idx, ;5 N. s4 c- H2 C
disp([num2str(increase) 'minmum trip length = ' num2str(costmin)])
" o, }, P% O. G0 Hend
! ~$ N( T; g- c, {disp(['cost function evaluation: ' int2str(increase) ' times!'])4 G, Q4 ^) j) w+ S1 \
disp(['n:' int2str(resultincrease)])
5 r7 h w, U0 |( }; {disp(['minmum trip length = ' num2str(resultcost)])/ ^4 L6 ]! c3 T: n7 M, W
disp('optimum tour = ')' M# p ?) v+ j( i- _, B
disp(num2str(resulttour))
( I8 w3 b! u }4 j+ K+ B) B% D* Q%====================================================
" O+ T& ]& _5 I8 R, n3 a8 z# ?function B=randomize(A,rowcol)
' ?3 n* Q/ Z ~+ E9 M" m( A% Usage: B=randomize(A,rowcol)$ p3 \: I+ V, j7 {8 Y
% randomize row orders or column orders of A matrix
% T) h4 w6 J9 w6 Z7 i( U* X% rowcol: if =0 or omitted, row order (default)+ y: ^+ Y b0 W' T7 p, V! e
% if = 1, column order
; {) b( l9 p- n; vrand('state',sum(100*clock)). G9 h# A3 z! s
if nargin == 1,
0 ~% w9 P0 A& j, C; G rowcol=0;
2 U& M: E, l" e6 ?end
& S- ~( }% f4 I- X8 ^0 T if rowcol==0,
- Z s+ j, i/ |& i [m,n]=size(A);4 z# S+ [$ L4 _
p=rand(m,1);
) y( H( ~4 w/ t: C! v [p1,I]=sort(p);
( S# x: @( q3 y \' m% c/ D B=A(I, ;
% N0 ]" z% _, C# x1 j: t J( uelseif rowcol==1,
! k4 |" ?0 p3 @) Z7 B3 m2 u+ E Ap=A';
6 R# @+ S+ V* ^ [m,n]=size(Ap);
' d9 u' U) F2 _! v% K, V1 i p=rand(m,1);& [; S) h7 L. a H& j
[p1,I]=sort(p);( z8 h3 ?; v5 ]' e
B=Ap(I, ';% p0 A) k) w: T4 n' i- o
end
/ v, }! i% m5 g1 \7 Z+ e l%=====================================================
) w0 V3 R# [: M( D+ I/ e2 rfunction y=rshift(x,dir)
6 l4 F8 E1 R5 Y! U: h+ `0 T% Usage: y=rshift(x,dir)
9 f( r# e ?% A+ U3 \: T0 E( s# U3 U% rotate x vector to right (down) by 1 if dir = 0 (default)
) _ v7 O1 q3 A6 y. ]8 `/ ?% or rotate x to left (up) by 1 if dir = 1
5 A# Y! P# N; S8 ?, uif nargin ;2, dir=0; end; p9 H' `5 R% o3 \! s' h
[m,n]=size(x);6 w) u' i4 P' n4 T: a; z C- c
if m>1,; [) q, U |& G, v
if n == 1,
4 s0 \( J; F: b, W5 a1 d col=1;
, R/ `$ s* c/ ?% \elseif n>1,
3 O; @. s7 a% O error('x must be a vector! break');2 R* e- U* x% b5 r* N9 _
end % x is a column vectorelseif m == 1,
" l" r" U. r. m: [if n == 1, y=x;
* B& n4 k) g% ]& Q/ G' I' ^/ Kreturn
) Q* ?7 Y, d! [( W8 yelseif n>1,
' X( z, t- ^* R& ~/ \5 m" n2 X col=0; % x is a row vector endend
& `2 Z4 c7 n. Lif dir==1, % rotate left or up
* p( e: P6 F1 `* l' M1 r+ _2 E2 c if col==0, % row vector, rotate left( _ K) q$ y% c1 \/ }6 [
y = [x(2:n) x(1)];
0 [+ W0 @6 c. N elseif col==1,
: k: O' H! Z; x% Q( u& S y = [x(2:n); x(1)]; % rotate up
( E. c4 N) r7 A2 d0 {; C4 ]1 lend
1 k! x; ~& ^' J3 w0 ]+ | elseif dir==0, % default rotate right or down
0 F/ K% _4 a3 o% f if col==0,
& h9 z, e/ Y4 `) {' e* A$ N y = [x(n) x(1:n-1)];
2 @# }! ? y4 K( v+ O! a elseif col==1 % column vector
9 F+ Y7 A6 j' Q$ A+ r4 ]% U# Q' M y = [x(n); x(1:n-1)];
7 ~! a7 N, g0 M7 n/ [ end8 o8 C. N1 h, B) n& x
end& z4 T- p3 F+ \! t: ^" E d- v3 M
%==================================================
4 F, I: A( W' s- o, v$ T6 B- vfunction [L1,L2]=crossgens(X1,X2)
1 W# f6 K- o6 T! ~& [0 J8 e8 R7 e! Z% Usage:[L1,L2]=crossgens(X1,X2)$ o+ o# V/ r2 v8 \$ I1 ]/ b# A
s=randomize([2:12]')';) _8 p/ x% w* y5 c4 j$ J
n1=min(s(1),s(11));n2=max(s(1),s(11));
M7 @- p8 `9 RX3=X1;X4=X2;/ ]2 D l' ^* z$ ^$ o0 ?# ]
for i=n1:n2,
. X4 t! \+ D+ D( b$ H9 A for j=1:13,
2 V5 \: T1 | l. a4 H if X2(i)==X3(j),
+ E4 r) s) A5 b) r) b2 {* O0 B X3(j)=0;
0 {6 l* B. c( U- ]$ J end
' c! M: X5 J+ }8 d if X1(i)==X4(j), X4(j)=0;- F9 Y2 a3 M/ y7 F3 E( B& a
end2 b/ [/ P! h( [ ]$ a( H
end! ~% P/ G5 `: s, Z8 f
end# c$ C, A2 _9 Y* f
j=13;k=13;
5 S, T" y. f. _4 A1 n for i=12:-1:2,
, d+ {5 k. A5 f; y6 z( ~4 V if X3(i)~=0,4 ^7 I2 u- b. c3 o. t
j=j-1;- J2 n5 V( G9 O# D
t=X3(j);X3(j)=X3(i);X3(i)=t;4 j; {5 A4 O' U+ \+ U" n$ @% c* s
end
( n5 \! v0 _' _ u! z1 F! z8 J7 W if X4(i)~=0,$ o: I r) Y( L8 |; C: n
k=k-1;
3 [. o m5 p1 U7 g: R9 _6 w" | t=X4(k);X4(k)=X4(i);X4(i)=t;% S! `$ N: h8 m. z+ i4 M
end
' Y. X7 Z( l( A9 x. e end
0 L% n5 b- l/ c6 m5 y$ k A for i=n1:n2, R2 I/ |1 t5 k+ w9 q7 G T. S+ i
X3(2+i-n1)=X2(i);) g% Z( _- z( w/ ~
X4(2+i-n1)=X1(i);
* A5 w7 I8 e' a$ [) A; ?% H end
7 k. N7 a0 j4 U) X: s0 L: u. e8 HL1=X3;L2=X4;1 Q1 ?, }2 o" \# x+ u. o: ~$ E/ M
%======================= |
zan
|