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function SGrey1 q# f) U1 ~0 m# v6 P/ [% t
y, w- {& T" y2 C2 B
X0 = input('请输入原始负荷数据:'); %输入原始数据1 L; v; _; D5 F0 n5 `% A9 a$ ^5 B: z
n = length(X0); %原始n年数据
# n, g. _: I E% O6 h) ?6 r, O L, @% U$ d) m/ [
%累加生成
1 V& h: @, Q9 @: K( HX1 = zeros(1,n);8 K# M2 }- g/ a4 z/ L0 x
for i = 1:n
/ F; w" O! {/ b, x* r6 O if i == 18 Q: R+ _" r# j1 x, X4 a: V
X1(1,i) = X0(1,i);
; f0 `+ _; b" B& V1 l5 ` else
; [8 D! V& e$ H3 W$ W( _ X1(1,i) = X0(1,i) + X1(1,i-1);/ S( n4 o6 ^9 [6 N1 U: `1 A: l
end' h( B1 G; P! G0 u. n* q) N
end# z! X& s2 T8 T- m; B: @( [
X1
! D+ Z% x6 m' t0 K/ l9 ]
; d9 E+ g+ G7 {7 j: m% Q" r! B h%计算数据矩阵B和数据向量Y* ?, ?$ x5 k; Q( T& u* i/ b
B = zeros(n-1,2);
0 a. _5 `# ^7 p4 z8 J) pY = zeros(n-1,1);
; V& G4 p* T$ z2 `, {for i = 1:n-1; R6 N3 f( z* `' q- P7 S3 K
B(i,1) = -0.5*(X1(1,i) + X1(1,i+1));' a" m( j: z- l: Z* N
B(i,2) = 1;
1 }6 e7 \. T# ?" { Y(i,1) = X0(1,i+1);+ b9 b, E( `; ]1 V9 `& M
end8 v/ r. ?, r, P" x
B,Y- b5 m$ B) ^" z" l) G
: P' k; k% _* b7 n5 e
%计算GM(1,1)微分方程的参数a和u _- u) Y8 s' I, O0 k, @
A = zeros(2,1);% S! c& C4 z; ]# \1 u+ [/ f
A = inv(B'*B)*B'*Y;
( \" K8 D+ h g$ B2 }% Pa = A(1,1);9 c% i& _- d5 B" {5 L! H. S
u = A(2,1); ?9 s8 ?5 D7 q/ G% W' g# k' v/ B
a,u5 d3 }* _. b0 q8 F2 `
8 Z O' C' E! q& @* _5 n1 i
%建立灰色预测模型4 I' m1 {- Q) a8 r, ]- U
XX0(1,1) = X0(1,1);
+ |* ^' ?$ s L7 D4 h. Xfor i = 2:n3 F) x% O7 {: O: X, P- Y0 Z
XX0(1,i) = (X0(1,1) - u/a)*(1-exp(a))*exp(-a*(i-1));
( E# E* ^5 G9 [" Jend; a/ n! ?" F) ]* `; \
XX0
( R( Q7 n7 I1 h0 Q' E8 Y- c%模型精度的后验差检验) u# P, i' K5 o) B3 H/ D" k3 z
e = 0; %求残差平均值
6 i9 \. X6 y: Q* sfor i =1:n$ r; v" U+ ?5 {1 u9 u. X3 l% [
e = e + (X0(1,i) - XX0(1,i));
w3 m+ s" ~: l; u9 qend
; s7 ?* ]% y6 U. K4 M+ `e = e/n;
( P! z2 s2 Q7 s# e- T, g! N( ee% N* \ O* b: n
aver = 0; %求历史数据平均值
, v+ z. E" \: u. W5 sfor i = 1:n# o5 w/ D* ]6 s
aver = aver + X0(1,i);" D8 M& S9 q* }* F( V8 S
end/ U4 k% M7 M! w2 r
aver = aver / n;
m, O5 ]- s; gaver
' Z1 j) X2 X3 h2 R& c0 b2 c# L( Cs12 = 0; %求历史数据方差0 A5 \1 d5 x* y/ I2 g- i! c) F$ J
for i = 1:n5 X3 z+ g5 q6 E6 U. e; y
s12 = s12 + (X0(1,i)-aver)^2;; a9 c% i2 C2 w8 A; F! x: n; p7 T ?
end
4 T. _" {- A9 L* P* j+ D# j8 ]s12 = s12 / n;
2 v7 J" b' ^( |7 H1 O0 ]6 A& D- @s12
, ?# n1 }; B# K8 Qs22 = 0; %求残差方差3 N5 y M* v3 _0 t+ J: c
for i = 1:n
4 v1 F, h* Q* T* w/ {4 z s22 = s22 + ((X0(1,i) - XX0(1,i)) - e)^2;+ i4 o4 F0 v# d/ X) |4 f. k: [
end0 f7 w+ Y/ y$ n# i3 Y1 c
s22 = s22 / n;
$ q% ~- b, M+ a! o6 f* E) ts22
, K* P3 g, e7 wC = s22 / s12; %求后验差比值4 k2 H N6 o4 N7 i: X/ P* u
C7 \( y$ X3 A6 B% n# r# t4 ]9 G8 ]# L
cout = 0; %求小误差概率
. t: J6 G6 O! @* x+ {4 r+ U- E' l' Afor i = 1:n
/ F4 i( z6 m3 ] if abs((X0(1,i) - XX0(1,i)) - e) < 0.6754*sqrt(s12): W# L' ?) O0 Y6 u
cout = cout+1;
& ?0 Q; g" T/ a. G: m$ { else' J5 F# }' C5 H5 u' {5 B& {
cout = cout;
/ Y0 d3 I" B8 N2 P1 C end- f/ x7 v$ J- E# W% ~+ Q8 ~
end; r+ W r1 S" b
P = cout / n;
0 l6 \2 ]" G. mP( i" C: ]$ T* k
if (C < 0.35 & P > 0.95)
& J( O3 Y4 P$ b5 x- f& d disp('预测精度为一级');" o1 G/ Z. Z7 d8 j6 `
m = input('请输入需要预测的年数: m = '); %预测往后各年的负荷
. B- r) r2 U6 | disp('往后m各年负荷为:');" c/ f+ H6 L- T$ R& m, @
f = zeros(1,m);
C9 b5 G7 {# p; @ for i = 1:m
, V' ^. @( M! ]! c$ y2 J f(1,i) = (X0(1,1) - u/a)*(1-exp(a))*exp(-a*(i+n-1));) r" Y( B0 e, P3 w( j
end2 ^ T3 |' E+ p6 ]. n0 B
f6 V, {/ M# c" d/ D
else
. s) w/ W# J3 G7 M disp('灰色预测法不适用');
) T3 K$ i0 I; f3 R: fend |