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# Z9 `; v: m; o& Z3 V# ^ `MetToolbox工具箱简介: j* q' d. e! u2 V# R. y" e
. V5 M- I% I% ^( d+ k3 w1 风矢量图:8 e( B* r; R. _
" M! r8 F' H* Z; z9 Fclc;clear;close all1 K7 J+ C; a/ W% H; K
[x,y] = meshgrid(70:10:140,15:10:55);
; }, Z( J6 U& T: hu = cos(x).*y*10;
1 p. I0 j3 q* J. lv = sin(x).*y*10;
$ u: v2 U! D: S5 V# V% Afigure(1);
/ x* W7 N! \% a2 j1 `; n; t1 g9 Q9 e$ R% % m_proj('Equidistant Cylindrical','long',[70 140],'lat',[15 55]);7 y# `6 F) `. y5 D* k5 J
% m_proj('lambert','lon',[70,140],'lat',[15,55]);# }* y2 P% R3 V! n1 N9 R
% ma=shaperead('F:/RMeteoInfo/data/map/bou2_4l.shp'); ' _& V& H% l, v
% % m_line( [ma(:).X], [ma(:).Y],'color',[0.5,0.5,0.5]);%绘制范围内的地图
( S7 [1 V; A7 h2 h i& J% % m_line([ma(:).X],[ma(:).Y],'color','k');%绘制范围内的地图
% x* A1 [, B* a% m_plot([ma(:).X],[ma(:).Y],'color','k');%绘制范围内的地图5 S& n9 R- y2 q0 e8 F
% hold on1 d" g( n6 Y4 @% j7 O
h=quiver(x,y,u,v,0.5,'r-');/ ]% w! S# N6 j7 E
hl=quiverlegend(h,10);4 V3 ?' f$ Q; H: p- q# ` {
%设置x轴范围和刻度3 A1 b: B4 N0 d" h
set(gca,'XLim',[70 140]);%X轴的数据显示范围* b) t+ F# J7 K2 u
set(gca,'XTick',[70:10:140]);%设置要显示坐标刻度1 K4 D$ A& x4 d6 g8 ^. T+ y
set(gca,'XTickLabel',[70:10:140]);%给坐标加标签 2 |& O8 D' m* f7 X- }
%设置y轴范围和刻度" I% C1 f1 y9 |+ _0 U5 F
set(gca,'YLim',[15 55]);%X轴的数据显示范围
: K# T; z4 V3 J* O+ p7 u; Vset(gca,'YTick',[15:10:55]);%设置要显示坐标刻度
+ W$ r& q, z! d5 r9 Sset(gca,'YTickLabel',[15:10:55]);%给坐标加标签0 o1 m( B: Y' u# ~9 Y! Q
) |7 C: W4 n) |. g
0 i/ i' v( {# E7 p# }5 P j- a- a5 ]1 v6 o' o
8 D7 ^! Z; d: B: h" {7 q& v: t! y: w6 B3 R0 m( ^' }3 y
2 高版本m_map工具箱指南针&比例尺:
8 G# v: t: C* |9 \7 P& {5 T3 \7 z1 e* V2 O) g7 ~& U) T6 B7 f, E7 W
clc;clear;close all
9 m" J4 W! _ O$ M& zm_proj('miller','lat',[-77 77]); J2 G3 s% P2 P w8 G$ u
m_coast('patch',[.7 1 .7],'edgecolor','none'); ) m' z d* U4 P& t8 u
m_grid('box','fancy','linestyle','-','gridcolor','w','backcolor',[.2 .65 1]);
2 m: x9 O7 S) a4 nm_ruler([.4 .9],.3,'tickdir','out','ticklen',[.007 .007]);
) G0 r$ W* I% I4 V; G$ T9 o% 需要更新m_map1 p7 x0 [/ q" n Y* i1 ^ l6 l
% m_northarrow(76,48,0.8,'type',4,'aspect',1.5);
4 z: p+ v% ?; Q$ `6 pm_northarrow(-125.4,49.7,.2,'type',2);
4 |$ w: q( u% p {7 ^5 [) A% northarrow(76,48,0.8,'type',4,'aspect',1.5);4 |3 s, q5 v7 ]
title('Great Circle Routes','fontsize',14,'fontweight','bold');7 Z. u' t* V# ^5 |" w4 M2 y
set(gcf,'color','w'); % Need to do this otherwise 'print' turns the lakes black
2 [" B$ l/ |6 L# P4 w P( ~5 N
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9 y4 e' |" c; ~% H; t$ m5 e
3 利用Map Toolbox不同投影全球地形的绘制2 L0 A' Z9 z3 o8 ^) l. }8 ]
, ^. e5 Z# T* d; d# yclc;clear;close all+ E, s0 c6 B( X p
load etopo! f" ]1 |5 M y$ U+ G
load topo" F$ ]1 G- p: Y& e$ f0 m
figure(1);+ ^( B7 U; e$ j2 o" y
ctopo=topo(90:160,50:160);
c y: }' J9 y: B& J% Qclegend=[1 70 50];
( Z J8 O* _0 l8 Dworldmap(topo,topolegend);
7 V9 l: |; T0 kmeshm(topo,topolegend);
; v7 }; C8 R9 l% M2 z, ]dEMCmap(topo)( R! d* B3 _7 D+ J, }% q& B2 Q
axis off
3 d- ^+ D2 H+ J. | g. b; C$ fsetm(gca,'Origin',[0 105 0])
9 t5 z g% C# F7 p( B% b- ?ptopo = topo; ptopo(topo<0) = 0;6 a7 n: D+ n8 A; V& ]% B9 F' b O
ptopo = 100*ptopo/(6371*1000);
& {: l/ v9 b! P+ ^figure(2);, X! Z0 k0 u% |: b- b
axesm('MapProjection','ortho','Origin',[0 0 15])# [: z2 G6 h; Q' k7 r" L
meshm(topo,topolegend,size(topo),topo/10000); % H- c; ~) }% L9 ]* D1 Q
shading interp
" _9 K, D; C% Y& F0 H4 m" Ydemcmap(topo)
4 t1 F/ p2 i# @$ L+ r# J, O% _" N. B+ @lightm(23.5,80,'Color',[1 1 0.2])
* [/ N6 ?' @; kmaterial([.6 0.8 0]);) w$ p# i4 |) v5 M/ k, ]8 v
lighting phong
8 ?- k ^1 s. F" A% Naxis off
% Q, B( n. V A( [' sdaspectm('km',20000)
# d6 }& w5 `0 I7 @figure(3);/ j9 ?6 e- d8 h% @1 C ^$ }
axesm('MapProjection','globe','Origin',[0 105 0])
. x/ P! p3 d% w2 Rmeshm(topo,topolegend,size(topo),topo/100000);
$ S6 A' j1 T6 Q6 Wshading interp7 z- q1 W' o0 R i5 G/ O
% [lat,lon]=meshgrat(topo,topolegend);
* o4 V6 g1 m, B; B a7 L# S: T; @" ^: ^% suRFm(lat,lon,topo,ptopo)0 K, l/ \6 F! ~/ f% Z# a5 S6 H# T
demcmap(topo)* [1 I0 Q6 j2 u
lightm(23.5,20,'Color','y')- p: R0 D* G+ T0 u0 X' T7 Z# v
material([.6 1 0]);& |! ]; @! e9 n4 O K( c
lighting phong
4 m/ y j) e$ Z" q. ?axis off
% m' L1 B6 ]. R5 d9 Mview([200 0]): g& D9 c+ n9 G( x
z=topo;: m9 Y) @6 D. @0 ?. x# [
figure(4);" h! @+ M4 ]6 O0 Y
surf(z)
0 A" I' s6 @- bshading interp$ I2 l0 x, d) @# k( s0 |% s
demcmap(z)# a* }( n! r$ `+ j
view([0 90])
2 X9 V8 U( [5 k2 C4 M4 faxis off/ y0 \, k' K% ~1 E0 v& ]
light('position',[1 180 1000],'color','w')+ d6 ^' z( w% u, F4 L3 B
material([0.6 1 0]);0 _0 H) f* u, E7 P! d
lighting phong, b! I) V' w/ F
# J: i8 I! t3 x$ a
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+ G2 m1 ^ I! r: @! @1 c, F6 c* Z0 t, `; M* s( t0 u- s
4 利用uniteprv合并东北三省与内蒙四个区域
2 A4 {$ @- v" M1 E& q" y. U; |- Y9 f; p5 @" e* y2 q
clc;clear;close all
; e% Y( x9 v$ n+ R# P8 D% Pload prvpatch;
! u: @8 [, }3 K, ~( k2 ]: dfigure" U! D* W5 p* A) p: e: c
hold on
6 T) t z' p2 f3 O7 Cwnprv={'内蒙','黑龙江','吉林','辽宁'};8 L1 b6 Z/ j7 K% {0 R% z
nw=1;
2 y* _4 B1 @6 H0 T, n7 T7 l( [for i=1:38
6 j! r" o& }6 N4 R if any(cellfun(@(x) ~isempty(strmatch(x,s(i).tag)),wnprv))
% T+ \4 @! B8 E# X* r- ? disp([nw i])# }' G( i) |8 a, R2 v
if nw==1 X3 q' D6 A# C; p9 r: j0 T
long=s(i).long;
" o7 G. Z4 z9 b# F lat=s(i).lat;
& s2 c2 X6 y0 K) e$ w else
* B. N" \2 Q3 C [long lat]=uniteprv(long,lat,s(i).long,s(i).lat);* g* T! Q+ I. r- E% J' t$ C) H
end$ W: |' c1 `- T) Z
nw=nw+1;
; U/ k3 A& I) h: w end $ X8 A5 s! u# r; ?4 B3 ^* [. B2 [
plot(s(i).long,s(i).lat)' B" b1 x, r+ J+ M
end
( w2 ?& T' N8 N8 U: G% [long lat]=pactpt(long,lat,0.1);
+ H) D: w/ M+ \% V4 u$ s/ [" kpatch(long,lat,'m');
1 I" `; R Y7 n& b/ C4 Kmapnorm;0 c! B) x% K P5 W, z2 x8 ~# P
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5 填充带条纹的等值线
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2 \# ]& E4 C7 @# W% sclc;clear;close all8 |' s e7 `/ S3 F, }, {& \
z=peaks;
0 s' j: h( K @* ox=1:size(z,2);' [) C& \/ f% Y. x& l/ p
y=1:size(z,1);
4 a2 z# ?3 a+ q$ f& ?cv=-8:2:8;
! b7 i/ @% _" L- a: S. e0 |cmap=cusjet(10);
V" Z- \/ e! p; W% V7 `ifirst=0;
7 I9 S e5 v1 z2 V, t4 Hndelta=1;
0 I5 g. [8 S# i/ y! P: `iswbg=true;
* R2 ]$ ^& B; R% `$ s! }8 I" C8 Dbardir='horiz';+ h' N8 O7 ^+ n1 [4 Q7 d& S
% csty={'r.-',linewidth,markersize,linecolor,markeredgecolor,markerfacecolor};8 o4 }% V7 @& o" `
% tex={ctex,nnl,ldir,csty}+ Q% u4 E+ @( C- g( u
csty={'r.-'};
9 t6 ?# W9 ~/ ?! h8 rtex={-4,[100 80],1,{'r:'}; 2,[100 80],3,{'b-'}};% i% Z6 F$ b) Z7 ?' c; y8 k
figure
" G. q/ ]3 y6 g7 Y[C,h,hb]=freecontourf2(x,y,z,cv,cmap,ifirst,ndelta,iswbg,bardir,tex);; J, V# ?7 I/ |7 G3 V, U+ f; w
$ [" ?5 z! r2 k9 ~# ~2 n9 n
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1 E* I0 p& s4 I9 q6 o, P( z9 m5 y L* \# V- K
$ V; m; k$ Z1 y0 j8 \, J6 空间插值&白化3 `3 ~* `" z& j u; q! T& [5 V8 l3 K
/ A% z1 @+ B7 c! ^4 |0 n% D& a6 Cclc;clear;close all
* r9 e( m+ S4 j4 Aload('mdata/chnmon756.mat');
4 K: y5 _9 ^" U. L8 \, jidate=find(stat.date>=19881200&stat.date<=19981100);
9 t5 g0 t/ o2 [7 V& }+ n, v0 O3 c; U* jx=stat.long;
+ @$ G3 n$ B* }/ Z6 c/ Oy=stat.lat;8 h. \; x5 e; v) w4 Q
z=stat.prec(idate,:);/ `1 s+ T7 \9 o
z=mean(z)';%mm/day
. u ~% a) A: [1 a7 flo=[72:1:137];& i/ ^4 v* V; l8 U9 f5 T
la=[15:1:55];; g* U$ R, i5 F
[clo,cla]=chngon('g');) ~3 |: ^. |5 R- }* J2 f/ l- y: B
[lo2 la2]=meshgrid(lo,la);
0 t/ q, X% x+ c) A/ min=inpolygon(lo2,la2,clo,cla);
0 q: ?# F- a- ^! j, `- v( vcv=[0.1 1:5];
2 o- C# ^2 T& ?, |% cv=[0:5];% r9 J0 Q: t8 [. o8 Y
% cmap=nclcmap(142,numel(cv)+1);
% ]$ u9 h9 p! ^load('colorbar-mat/rainbow.mat');. e( Q& |* n# U0 w% U2 \# Y
cmap=rainbow;1 l0 u. X8 ?$ v6 X7 G
zi=cus_griddata(x,y,z,lo,la,'v4'); }3 E" L& e/ M8 _. G
figure
9 D5 G, x2 o7 w0 [. Ahold on
, c, l8 B6 C$ u. Q. z6 C4 O: x* Y0 y% [C,h,hb]=freecontourf(lo,la,zi,cv,cmap,true);
. f& d; `. P' ^[C,h,hb]=freecontourf(lo,la,zi,cv);" u& I5 r- O3 r2 u7 T
set(h,'edgecolor','none')
% n) @* s/ h* k! h, C1 ^set(h,'linew',2)) M6 P& q3 J. c, p/ Y
chnmask2(lo,la,'g')* Z) S4 l% g5 ~: z/ k/ O9 @5 T- O
hc=mapnorm(lo([1 end]),la([1 end]),false,false,true,true,true,0,[10 5],1,'g',2);, I7 j7 w& g2 i8 a8 t0 `
grid off
4 [* b) G2 V% Xset(gcf,'pos',[89 200 520 445]); N# h1 q, v* m; ]# L v
set(gca,'pos',[0.0913 0.1504 0.8747 0.7730]);$ D6 c/ b& e5 E$ e9 t: ~
ssaxes(4,0.14,[3 4 1.6 1.1 1.35 0.98],'nanhai2',2);; m1 j' M4 ?6 M# O7 f9 t
set(gca,'linew',2);
4 K6 ~" I! J) f3 Gset(gca,'fontsize',14)
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7 y4 s( {0 K) @' W5 Z( h( n
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; }1 u* u- b+ d/ h1 x3 ~7 WRF模拟嵌套区域绘制
% n" b9 z+ G3 G9 [$ f# F* E9 ]2 u, g: J8 Q9 r9 n
clc;clear;close all1 ^1 W+ _% }4 E
si=[1, 107, 94, 47];- E6 h' l9 X1 R$ H. m$ u# ]
sj=[1, 47, 37, 122];
+ f1 s3 h8 i2 c0 t7 R' znx=[179 169 151 145]; %nested grid number should be 3n+1( p% y; S2 @2 x
ny=[161 199 157 151];$ Q$ E6 W/ d& y5 @! \% X
dxy=[30000 10000 3333.33 3333.33];
6 m- [! ~' }, o7 M/ e) ~grat=[1 1/3 1/3 1/3];) K+ Z' G6 U) ~" z5 D' j# N
pid=[1 1 2 2];0 ^% k8 V5 i! u& D0 H- k I
% param=[nx(1) ny(1) 100 35 30 60 36000];! a( a5 Q( }# F e
% param=[nx(1) ny(1) 105 35 (nx(1)+1)/2 (ny(1)+1)/2 30 60 115 dxy([1 1])];% A7 w! Y! ?$ I: f
param=[nx(1) ny(1) 102 36.5 (nx(1)+1)/2 (ny(1)+1)/2 30 60 102 dxy([1 1])];
& M: c% Y9 |' V; N, {" ^# A[x y]=wrf_nestxy(si,sj,nx,ny,grat,pid);
1 t5 h5 I, Y5 anb=10;
! S, x/ w0 `* v0 g; k+ B9 J/ m8 T5 Dnbb=nb*[1 1/3];) y: Q, c' O: e' a. L
figure,hold on* Q0 ^# S5 C& C* u: U6 L) q
maplam(param,false,false,true,true,true,0,[10 5],3,'h',2,':');; k5 B% ]6 G0 g/ }$ K
for i=2:length(pid)( M2 q" h' Y5 L2 N4 k% e* r
[xx yy]=meshgrid(x{i},y{i});* B3 {) N% U( }# Q I2 [! V. {
xx2=[xx(1,:) xx(:,end)' xx(end,end:-1:1) xx(end:-1:1,1)'];
" V% t* P0 C& [. q6 O% p+ U yy2=[yy(1,:) yy(:,end)' yy(end,end:-1:1) yy(end:-1:1,1)'];3 }1 I+ i7 N7 X$ \% q
plot(xx2,yy2,'m','linew',2)
- U& k2 [; m, r. L5 w( j# [end2 Q" Z3 _$ R6 j$ F9 I5 W$ x
[xx yy]=meshgrid(x{1},y{1});
, Q7 \" x. {- N6 \; P: A$ h7 Yxx2=[xx(1,1)+nbb(1) xx(1,end)'-nbb(1) xx(1,end)-nbb(1) xx(1,1)+nbb(1) xx(1,1)+nbb(1)];% [& q; u, w: t* ?" d4 f8 i6 q
yy2=[yy(1,1)+nbb(1) yy(1,1)'+nbb(1) yy(end,1)-nbb(1) yy(end,1)-nbb(1) yy(1,1)+nbb(1)];
& e9 `! A6 w" splot(xx2,yy2,'b','linew',2)
5 K! a" w, o5 a& V$ \& v: @load prvpatch
( Z4 B5 ]/ M9 W6 V5 S[clong clat]=polyjoin({s(1:34).long},{s(1:34).lat});( ^9 n! w# Z |& z0 M" ?* ^
[cx cy]=deg2grd(clong,clat,param);8 B) {3 N* E0 d
plot(cx,cy,'k')
0 N7 d7 M u* r4 y, s/ e3 ^& V7 ^6 |- \" V0 ]" i1 s% x5 |
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3 R9 Q S4 P% }/ F& A# S) Z5 T
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" u, i7 E5 ^! n9 J' r
8 Analysis of power spectrum
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clc;clear;close all$ o" W# D% L2 W* A. Y
% Analysis of power spectrum
' r/ ^! D* T. g/ |3 J% load enso_sst.mat
: L0 d* u, o4 c1 M1 E! Lzsim=xlsread('data2.xlsx');0 J+ T- ]4 \9 O6 C
zi=zsim(:,1);
6 X4 w1 a* O9 d. x7 o3 }zi=zi-mean(zi); % must remove mean.
. ~8 g6 O7 r- u%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
( Z. v# W1 I4 N6 n%fft
+ a Z5 B& D/ G- W' OFs = 1; % Sampling frequency5 }( n6 a9 t4 {
T = 1/Fs; % Sample time/ {+ R4 [3 L- ^- w0 G6 B3 {2 o
L = length(zi); % Length of signal
' o! A6 Z! ?& d- p& Ct = (0:L-1)*T; % Time vector
B, | ^5 Y# py=zi;
! m; `6 h' ?% Z7 s% Mfigure,hold on
" ^/ F+ A7 y6 } k5 d# o% NFFT = 2^nextpow2(L); % Next power of 2 from length of y
3 ~7 K: l1 x' z5 S* D' @- aNFFT = L; % Next power of 2 from length of y
$ Y! F* O) f( Q- XY = fft(y,NFFT);
+ U/ b2 e X: b0 r: \9 D1 kP=Y.*conj(Y)/NFFT; %power spectrum density0 d: c4 |4 X3 V f0 M
P=smooth(P,7);
; f% I; w/ V5 \7 a2 n% V5 H" u* if=Fs/2*(0:NFFT/2-1)/(NFFT/2);0 }/ Z: W! Z+ Z5 e5 W# p% K
P=P(1:NFFT/2);
% L# x) l# B: k) b$ N/ vdf=1/NFFT;8 @# ]7 u ?4 O7 {! p
svar=(P(1)+P(end))*df/2+sum(P(2:end-1))*df;
& R& B3 s5 g8 `2 X, j4 D. D. Tsvar0=var(y);$ V8 z0 S- m. A. o% I, \
P=P/svar*svar0;
9 i; Z; ^) _. j, ` @. ~% Plot single-sided amplitude spectrum.: s4 f, T9 h% l1 E1 V, f/ e
plot(f,P,'r')) w; g/ J W1 ?2 g- w
title('Single-Sided Amplitude Spectrum of y(t)')
* [2 g' ?* g) U2 n; v( Vxlabel('Frequency (cycles/year)')0 @) I/ T! A' F, {1 Z
ylabel('Variance')' b q$ q3 s! c' v6 t3 ^. H, q
Z! T) K1 [9 x" x5 G2 a" J: I
0 N; d& ]( m) x! O' x* i
p- Z! o, g3 [
4 b6 U' a3 T8 O( a3 m l3 U5 \2 T' v, i
9 Taylor图" U$ X% d3 K7 F. Q6 C
/ J, E; i- }: {clc;clear;close all3 s- k$ h0 I; x3 }0 B
zsim=xlsread('data2.xlsx');, g1 f( N1 w) {! a* f$ K7 t
% Example for ploting taylor diagram2 ]% X8 B+ t* {
lss={ 'o','v','s','^','p','o','v','s','^','p','o','v','s','^','p','o','v','s','^','p','o'};, o i1 f! ^3 ?; x; p, ^* Y
lcc=[1.0000 0 0
8 K* _) {# Q" h: v' w" g 0 0.8000 0
) F) |/ P w5 G' x; ^# y s* F7 C 1.0000 0 00 w% M& G6 b, H. |$ X
0 0.9000 0.9000( S, e3 g9 h# j; Z( x7 S- ^! l
1.0000 0 1.00009 x- T& o, V& u
1.0000 0.8000 0
* m8 N; N0 Q+ q1 A 1.0000 0 0
1 t# c- i a+ l# C: Y2 q 0 0.8000 0
, Y7 B0 h% F. y1 T" \ 0 0 1.0000
! q/ Z. V, Q9 b a 0 0.9000 0.9000
5 e* m" ?* r+ `- r- f 1.0000 0 1.0000
$ M) p# h4 r, @& K# @ 1.0000 0.8000 0, f, z2 h& ~% V5 m: S# h8 {/ {
0 0 1.0000
6 w: m/ V* F- v1 \4 n+ C 0 0.8000 0* r: {* S3 T, ]7 z$ Z6 @3 o: q+ C) E8 ^
0 0 1.0000
2 R: j2 A6 v/ C; n2 c8 \1 x 0 0.9000 0.9000! b0 H0 b# B K- c* L H* N
1.0000 0 1.0000
$ Q+ B @0 P0 i- \7 R 1.0000 0.8000 0
2 ~' f5 _! S: e# X* b) F# y 1.0000 0 0
/ V" c5 n0 T L" M4 U# W 0 0.8000 0
# `& i8 u2 t9 W% s4 S% \5 G! T 0 0 1.0000];
7 @0 @; l7 @0 b" @zobs=zsim(:,1);
% ^( o1 @: n- F! lzsim=zsim(:,1:end);/ X/ e+ y: G+ s& D% r9 Z
stag=cellstr(num2str((1:size(zsim,2))'));
8 R! l8 T. O( |( p# {& x4 }stdd=std(zsim)/std(zobs);
7 Z! U4 G q2 sccorr=corr(zobs,zsim);. d- s( ?1 u, `" f
z1=zobs-mean(zobs);
" D _ d9 C% P* N: P6 K/ f+ f5 }z2=zsim-mean(zsim);9 F0 @2 g2 O1 p1 D' W7 _- F5 h) j0 D
rmse=rms(z2-z1)/std(zobs);
8 S3 V! t! S/ _1 m4 rrmse2=sqrt(stdd.*stdd-2*stdd.*ccorr+1);
6 s8 p4 Q! X, C7 i+ C[hp,hp_std,hp_rmse,ht_corr,ht_rmse,hl]=TaylorDiag(zobs,zsim,lcc,lss,stag);
6 Z( |+ T$ ]! t* `4 m4 m( m p ~set(hp,'markersize',8);) g3 d8 A+ L4 ]! L' }+ C
set(ht_rmse,'color','k');+ ^3 k% r' U/ T( L, a+ f
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