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function SGrey. a Y5 v6 e4 d4 ~
4 P2 F- q; U9 A
X0 = input('请输入原始负荷数据:'); %输入原始数据9 ^& Z) b- u3 g8 B N; ?
n = length(X0); %原始n年数据
" S9 G# I2 f. S' \7 C0 {1 @3 `1 L5 t$ C$ ^
%累加生成% Q# [/ u. Q- \; i# t* o$ \
X1 = zeros(1,n);, h1 E t% u7 S% r- l( Y2 p
for i = 1:n$ {9 F2 p0 ]+ ?* c
if i == 17 X# D3 N# p d: g* w+ B
X1(1,i) = X0(1,i);! `& ~3 }% m. F# m+ d
else
; q4 s g; x# ]; o# S5 y$ \ X1(1,i) = X0(1,i) + X1(1,i-1);; ^0 G- g7 O; Z$ Z: ~
end3 A; D/ s! B6 H7 ^) v
end6 X+ d" K* j8 x8 X: Z1 r
X1& w# ^9 A5 V0 N7 c* S v0 L% q
) k7 X @7 {% M& C0 |%计算数据矩阵B和数据向量Y1 L; M* m: X2 m- ^1 K/ t& B
B = zeros(n-1,2);
9 D1 ?2 w6 y, O( C" m7 PY = zeros(n-1,1);
G" T7 B5 u0 J5 J* K1 mfor i = 1:n-1. C0 v9 M1 @$ s+ t3 A$ n" y$ O
B(i,1) = -0.5*(X1(1,i) + X1(1,i+1));3 }8 l, `2 b7 j3 {- F* u
B(i,2) = 1;- M# H' q2 M5 O9 n5 t- i
Y(i,1) = X0(1,i+1);
1 L" N& z1 W8 h7 A8 B# \0 |* ?end# ^* T- r8 x4 H2 A6 ]) U
B,Y
6 y- s4 L& ?# {6 n
* w6 m9 M. @- m( w' t%计算GM(1,1)微分方程的参数a和u) p) I, ]( e0 i6 a) X" O+ h
A = zeros(2,1);
" |" a9 _( [* s( D; z" w0 rA = inv(B'*B)*B'*Y;
, v2 S9 ]$ t, N. e, o% b0 Xa = A(1,1);
% M1 C) J5 f, d' z! a7 P+ `9 _u = A(2,1);% U P# f9 D& ~+ A/ n
a,u
- h T3 b' i8 g! d+ y9 |: o/ s
$ U# f9 P7 D7 e% _1 t2 c! J9 I%建立灰色预测模型! |+ B' K# S; ~ B8 o# y1 H/ p
XX0(1,1) = X0(1,1);
) U+ r$ `; n% {: z8 Ufor i = 2:n! z! U% q* u1 `: F' ]
XX0(1,i) = (X0(1,1) - u/a)*(1-exp(a))*exp(-a*(i-1));2 V4 M8 I# l) W1 ~/ l o
end/ b% y& U5 |) g& s4 x2 B
XX0
% n$ N/ {6 S; J% ~%模型精度的后验差检验
$ M! k% c) x7 j) }e = 0; %求残差平均值
. O0 T9 X e( J5 H F" X' S$ w& Ufor i =1:n i, K" c* k$ @% P3 T# @9 o* [7 d
e = e + (X0(1,i) - XX0(1,i));
! o( B1 k" k/ \1 F5 I0 Xend, v$ z* X& E7 v# C2 d3 U: q
e = e/n;. S8 `6 R# E6 U
e
% ^; u/ F3 r/ I7 c$ a, I/ b, |% S7 H" Raver = 0; %求历史数据平均值
. o" g$ E0 { Y; qfor i = 1:n' @2 s3 k, U" E
aver = aver + X0(1,i);
& {% J4 {4 J, H, K; z8 Send
0 [' X! a% [+ {) J n& l1 j4 laver = aver / n;
: C# W( O5 t6 k9 S; I7 Maver
! I% k' _$ [% M. ^, p1 k& }. v4 H Ns12 = 0; %求历史数据方差7 m1 E) k+ D2 ~1 X; P
for i = 1:n) }" l+ I! _9 |' b7 g; w# t5 S
s12 = s12 + (X0(1,i)-aver)^2;3 b/ Z6 ?" T: r {$ K5 C; S7 t
end
' i$ `$ h: q( d9 b; Z ns12 = s12 / n;
9 g! Q" m- r6 C, V2 o. ts12% x. |, q5 x% V; _3 q
s22 = 0; %求残差方差
5 h2 }4 q' p" a) k: j% ifor i = 1:n
* r8 D2 m# T3 K5 J( V! H s22 = s22 + ((X0(1,i) - XX0(1,i)) - e)^2;- W) Z4 Y8 E0 W( U3 c3 X8 E+ {
end" Y. ~6 N5 a C2 w5 D
s22 = s22 / n;
( R2 [3 a I& T! R( e+ rs227 r' t8 b/ p+ A
C = s22 / s12; %求后验差比值& F0 C3 m1 M; k' y- |. P
C
& W/ G J3 T8 s: B8 I3 Rcout = 0; %求小误差概率
+ o# c* | U3 y9 ~; }4 t$ q, \3 ifor i = 1:n0 x8 q4 A( D4 L8 E3 E8 h1 r
if abs((X0(1,i) - XX0(1,i)) - e) < 0.6754*sqrt(s12)
- P3 E% t+ H. e d. m# v( f cout = cout+1;
+ o' ~/ ]% h: n. Z# z* H3 a* w else3 a" U8 m& @$ c6 V, S: g8 u) ~/ g
cout = cout;
: Y8 h; I* w, j" i: j3 M end- v: ?! G' ^# m `
end+ n2 j' J8 n; N/ L9 r4 a4 \
P = cout / n;
, |6 G( f5 J7 c9 t" }& zP0 x. C% B" J6 U! ?
if (C < 0.35 & P > 0.95)9 E8 N( h7 N9 y) A
disp('预测精度为一级');
8 Y4 m8 w8 O9 H5 D1 X @ m = input('请输入需要预测的年数: m = '); %预测往后各年的负荷
0 @9 p6 ?% F# _! ?% `5 v+ u disp('往后m各年负荷为:');
. _, z* ]. d$ v) i7 ~ f = zeros(1,m);: ^. x9 c5 G) P/ ]
for i = 1:m' t9 n; j/ W& Y
f(1,i) = (X0(1,1) - u/a)*(1-exp(a))*exp(-a*(i+n-1));% \0 v6 I R4 S# T% d7 d
end6 s7 r. U0 {8 z, e
f
. u [ n; p, H; Xelse7 v3 u( f; R+ k; R; w8 L* h
disp('灰色预测法不适用');+ {* h/ q+ ]; X9 I
end |