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/ x8 q' l7 r0 U$ iMetToolbox工具箱简介:
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1 风矢量图:+ Z. O' @# p G9 T
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clc;clear;close all
/ m) c: x1 ]& {" Z1 O2 o2 ~[x,y] = meshgrid(70:10:140,15:10:55);
) x8 {- H# }) t3 U! |: ?u = cos(x).*y*10;0 j; S* c/ l6 N: `" _3 T/ U4 f% ]
v = sin(x).*y*10;' U! s; S& G+ Y" v& t
figure(1);9 o: g4 }/ p6 C2 Q$ [
% % m_proj('Equidistant Cylindrical','long',[70 140],'lat',[15 55]);; M P" d1 Q8 ~( ]+ ~2 F! u6 a
% m_proj('lambert','lon',[70,140],'lat',[15,55]);
, L, o' a# z' y/ c. g* m: l% ma=shaperead('F:/RMeteoInfo/data/map/bou2_4l.shp'); 4 r5 Z$ [/ c! y. E
% % m_line( [ma(:).X], [ma(:).Y],'color',[0.5,0.5,0.5]);%绘制范围内的地图
9 P7 g7 L5 ^1 V, v+ q, U% % m_line([ma(:).X],[ma(:).Y],'color','k');%绘制范围内的地图4 ]! X$ h, w3 u: @4 h7 H" i' T% L
% m_plot([ma(:).X],[ma(:).Y],'color','k');%绘制范围内的地图+ v+ ~# `* U7 C$ _) R- ?! w
% hold on( Y: H2 F! K$ m$ ?9 f- _
h=quiver(x,y,u,v,0.5,'r-');
7 @0 M8 G. Z' ?& e' Chl=quiverlegend(h,10);" r" _* v% Y$ |" b# E1 q2 j' S! Z" G
%设置x轴范围和刻度7 X0 k/ A' }& h
set(gca,'XLim',[70 140]);%X轴的数据显示范围
/ z5 Y! B* B5 d. lset(gca,'XTick',[70:10:140]);%设置要显示坐标刻度6 z9 [% z: g) W! \5 \7 d
set(gca,'XTickLabel',[70:10:140]);%给坐标加标签
{6 D1 b8 ~! g. J$ b! q%设置y轴范围和刻度2 f* ]' m3 H) T; u
set(gca,'YLim',[15 55]);%X轴的数据显示范围4 @% y' {' c v( K Q7 Q. ^3 P
set(gca,'YTick',[15:10:55]);%设置要显示坐标刻度: p( K* k: R# {& m
set(gca,'YTickLabel',[15:10:55]);%给坐标加标签
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2 高版本m_map工具箱指南针&比例尺:2 D# Z* J! I5 E( [) o: ]. m. V9 |
% a0 m. {3 r" G) j9 W# y
clc;clear;close all# D0 t' K: K& q \
m_proj('miller','lat',[-77 77]);
' J, @+ y# p8 G) ?- h0 s/ n, Um_coast('patch',[.7 1 .7],'edgecolor','none');
+ O# a, C$ A* C, U( Tm_grid('box','fancy','linestyle','-','gridcolor','w','backcolor',[.2 .65 1]);
# k6 G! C/ q6 @( S; Q- @0 Hm_ruler([.4 .9],.3,'tickdir','out','ticklen',[.007 .007]);6 o. w* V( |1 K& ?3 Y" N
% 需要更新m_map
. D6 b2 }" P- G+ l( H" M% m_northarrow(76,48,0.8,'type',4,'aspect',1.5);
: r' W. N4 t" nm_northarrow(-125.4,49.7,.2,'type',2);
0 W# v9 D& V5 h( Q- H+ T% northarrow(76,48,0.8,'type',4,'aspect',1.5);1 T% M; l3 B j ~# _2 R" H* P
title('Great Circle Routes','fontsize',14,'fontweight','bold');
# e& p( u) r0 \' }# Z2 kset(gcf,'color','w'); % Need to do this otherwise 'print' turns the lakes black
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3 r8 H; ^% A3 [$ U4 a& S3 利用Map Toolbox不同投影全球地形的绘制
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clc;clear;close all! G: o- u' H) ^1 |
load etopo0 @5 j! x X3 b' h$ |8 Q
load topo2 I) }( E8 D/ W7 `# k0 a- Y
figure(1);
P9 O4 s/ k2 J5 b; z# w( q; Yctopo=topo(90:160,50:160);
( H7 _0 q; {9 H$ l( S' `clegend=[1 70 50];( p( H+ K2 m, s% B% V8 [
worldmap(topo,topolegend);
- k/ U* y$ E. [! k4 Kmeshm(topo,topolegend);+ b ^, C" A4 O$ d7 H
dEMCmap(topo)
) q, y5 I1 J) \& Aaxis off( \ D( }! ?& W6 j
setm(gca,'Origin',[0 105 0])& i/ q0 V! F/ s* Q( g
ptopo = topo; ptopo(topo<0) = 0;( X% q! p3 {* S/ k- D" u
ptopo = 100*ptopo/(6371*1000);" e# F* c- c0 b' t. @7 K: @( s: l1 l
figure(2);; w1 v" q1 y" E |
axesm('MapProjection','ortho','Origin',[0 0 15])
& }8 r3 h3 R u9 P5 ~meshm(topo,topolegend,size(topo),topo/10000);
! Y5 ]( U& }2 d$ }6 M0 oshading interp
% q' r' x: @+ m7 t7 c7 X, t- {demcmap(topo)
7 H7 H' E1 [# R8 C8 [9 @8 Hlightm(23.5,80,'Color',[1 1 0.2])
( S* S# e. w; W" @6 kmaterial([.6 0.8 0]);
+ z, U: Z( k9 V6 u) _: S+ ~lighting phong3 G1 w7 m, a1 A6 W: i
axis off: ?1 P: B4 T% W5 T4 w, e
daspectm('km',20000)
: w) _) m" O5 O' X# f* ]0 qfigure(3);
& m; p) X. d j- g! d$ X# {7 p4 T9 iaxesm('MapProjection','globe','Origin',[0 105 0])
# ^9 M, E" u1 {' @meshm(topo,topolegend,size(topo),topo/100000); % V6 R9 S1 E6 g* @* X- f
shading interp
?6 D" t/ ]$ N$ M. P% [lat,lon]=meshgrat(topo,topolegend);9 d' @/ D1 W5 ^2 E# C: t( D/ }3 D! f
% suRFm(lat,lon,topo,ptopo)
3 [: K5 {3 a; t5 o3 [' c7 }# }demcmap(topo)" U* q; a: N) B2 V7 K
lightm(23.5,20,'Color','y')9 Y2 E) _- ?2 X* Z1 ]5 P3 ~6 S l+ C
material([.6 1 0]);3 }: v/ P* V3 W2 v; X' e4 a& _
lighting phong
; r2 s! h( E: h+ Waxis off
1 b/ v; K, K1 [1 v- [view([200 0])/ p- L. _$ {: ]1 I, X+ Y
z=topo;
& @5 h" s8 v1 O% o! wfigure(4);4 L- z4 F% s) ^% [
surf(z)
) Y; L* ^! f1 z9 Ashading interp3 b' W" b* {5 K0 h/ S
demcmap(z)
4 l% ]6 Z8 `" S6 z( cview([0 90]); a- z) f+ ?9 \/ K( G |* B( I
axis off$ {+ d3 s; d- T* q
light('position',[1 180 1000],'color','w')$ f0 ]$ j: _ T8 l& v
material([0.6 1 0]);
7 B& `3 _5 M6 s. g* _lighting phong
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! Z- Z, q! m- k5 c+ s; D3 Q4 利用uniteprv合并东北三省与内蒙四个区域
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clc;clear;close all
$ `' ? e$ a0 l$ G! v5 [: L8 fload prvpatch;+ A+ Y' q0 l, R* i# J+ O
figure
1 h9 z: c- d9 w. m. hhold on6 i2 k$ U9 n4 q6 k! `0 V
wnprv={'内蒙','黑龙江','吉林','辽宁'};3 U0 E0 E- n1 F% e! S
nw=1;" l5 j: a8 v9 C+ f+ m8 T
for i=1:38! Z1 c* \5 d. J
if any(cellfun(@(x) ~isempty(strmatch(x,s(i).tag)),wnprv))
5 U, O: K* W2 y9 K disp([nw i])
& l4 i" d: P8 B/ u- w if nw==1" M) }! E4 k" U. Z
long=s(i).long;- R; X6 x5 P) U7 N. t
lat=s(i).lat;/ R/ [/ H( [) n: R' X
else' ]5 o* @% {; W% I+ I4 Z
[long lat]=uniteprv(long,lat,s(i).long,s(i).lat);$ ~3 }/ C+ R$ a) s! @
end; S3 |' Y% w& L) r3 f6 M8 E2 h
nw=nw+1;
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plot(s(i).long,s(i).lat). u6 n6 v) r8 t) }- _- L& j
end$ \. q5 G" V2 q. f6 M
% [long lat]=pactpt(long,lat,0.1);
. n1 ]; [3 F+ d& L' z' M' Rpatch(long,lat,'m');( R: |/ z% t* n/ |% D3 E/ s! Q
mapnorm;9 U, b4 L- w8 L* g
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/ N8 V9 G4 o `5 V5 填充带条纹的等值线
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% `2 L# G3 l" P) N* ~clc;clear;close all
" i% x& O9 K' f8 U' E2 p0 @z=peaks;
# G7 P& e g5 g& y8 i$ v4 ?/ cx=1:size(z,2);" P" j" P$ A4 O7 Z4 Z
y=1:size(z,1);* d7 e* a; I( t& H4 E/ j! o) s
cv=-8:2:8;
' s0 h4 ]9 ?* `9 U# _cmap=cusjet(10);! {: h" ^6 z+ r# ?% D3 K. A! O
ifirst=0;) o" B, X! t9 Q0 M, L
ndelta=1;' ~' {- S$ a8 O
iswbg=true;
- g( l0 x" ^2 V! G" h+ i8 xbardir='horiz';
! ] _& _" h: l) D8 W% csty={'r.-',linewidth,markersize,linecolor,markeredgecolor,markerfacecolor};
2 h2 m0 s! v0 T* n0 \% tex={ctex,nnl,ldir,csty}+ u. v4 y$ N: X9 d: g/ c
csty={'r.-'};
, C8 X' C+ w7 n8 k5 ~/ _tex={-4,[100 80],1,{'r:'}; 2,[100 80],3,{'b-'}};( @: D' e4 R1 U7 @$ `* G0 f
figure
4 e3 O; h- N4 S. G2 ?1 r[C,h,hb]=freecontourf2(x,y,z,cv,cmap,ifirst,ndelta,iswbg,bardir,tex);
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6 空间插值&白化
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clc;clear;close all* H' r5 E' g5 Y2 _3 _3 @* d
load('mdata/chnmon756.mat');
) z! P4 ]$ Z6 G, b7 j8 xidate=find(stat.date>=19881200&stat.date<=19981100);
. F* _6 t( W; T; y! cx=stat.long;
2 ^; i- D& J5 Y& v1 ~y=stat.lat;
# K' D' w! E6 L: q z) z0 P2 Rz=stat.prec(idate,:);1 S7 c8 r% r+ I) {3 K$ p) w
z=mean(z)';%mm/day2 c# R+ @2 b5 o% I
lo=[72:1:137];/ u( t+ ^ B) M/ N
la=[15:1:55];8 t, W0 ]( n" [) I9 }
[clo,cla]=chngon('g');
& _7 O0 `8 u. M5 {* \[lo2 la2]=meshgrid(lo,la);
9 ]" B- K" x2 S$ s9 t8 H3 Yin=inpolygon(lo2,la2,clo,cla);
' a: }7 O+ r" X3 Acv=[0.1 1:5];
- D3 y; v, Z+ m* b* x% cv=[0:5];
: X' S3 B$ ?9 S0 u# v U% cmap=nclcmap(142,numel(cv)+1);
5 m% s/ ~' b/ a' s5 X5 ?1 r7 jload('colorbar-mat/rainbow.mat');
! b2 y. u* c1 ~$ C+ I; Pcmap=rainbow;6 s2 R. S( L: |% {
zi=cus_griddata(x,y,z,lo,la,'v4');
8 @& m2 p8 x# @# U9 ^# sfigure
7 ~/ D7 c5 _- [! a% Y8 mhold on
% {! C" ?6 r1 i: l% [C,h,hb]=freecontourf(lo,la,zi,cv,cmap,true);
& ]; ?$ y- e1 p$ x4 T; K0 }[C,h,hb]=freecontourf(lo,la,zi,cv);
4 j2 I; a Q/ R% J& `set(h,'edgecolor','none')
# p5 K5 r/ a1 Y- Pset(h,'linew',2)4 Q/ A; d! C: C5 m- C, n1 \7 K
chnmask2(lo,la,'g')
( E* l' _: o( e2 ^+ L: X( g+ vhc=mapnorm(lo([1 end]),la([1 end]),false,false,true,true,true,0,[10 5],1,'g',2);
; Z# w8 R0 F0 A& Kgrid off0 y7 Z9 J4 y7 g* q! n
set(gcf,'pos',[89 200 520 445]): q: N/ ~2 D1 Y' R% I$ V
set(gca,'pos',[0.0913 0.1504 0.8747 0.7730]);
0 E% ~% e l& @& P8 R- P" P( Z4 L& kssaxes(4,0.14,[3 4 1.6 1.1 1.35 0.98],'nanhai2',2);' ~5 K) B2 o: E; g# ]/ a
set(gca,'linew',2);( s" ?; [4 E' I ?
set(gca,'fontsize',14)
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7 WRF模拟嵌套区域绘制
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clc;clear;close all4 [, \: w+ |/ d; `5 \
si=[1, 107, 94, 47];8 N3 W0 j- ]) c: M
sj=[1, 47, 37, 122];
5 x/ h/ A4 Z6 ~- P" w( q: bnx=[179 169 151 145]; %nested grid number should be 3n+1
* |! o$ x- ^8 R7 w; Vny=[161 199 157 151];6 @) p- f7 M" o, R- l: I5 D
dxy=[30000 10000 3333.33 3333.33];+ ]+ |: ^! B' {6 l- z
grat=[1 1/3 1/3 1/3];
8 r& W! r& `" q6 z0 Ypid=[1 1 2 2];
# }: z& G# Q1 O5 v; [9 L1 U- z+ f% param=[nx(1) ny(1) 100 35 30 60 36000];( b* J( y4 j) @. Z
% param=[nx(1) ny(1) 105 35 (nx(1)+1)/2 (ny(1)+1)/2 30 60 115 dxy([1 1])];
# S8 b; p, r3 Kparam=[nx(1) ny(1) 102 36.5 (nx(1)+1)/2 (ny(1)+1)/2 30 60 102 dxy([1 1])];; k7 i+ O4 P+ P
[x y]=wrf_nestxy(si,sj,nx,ny,grat,pid);9 o# I5 L; d3 k; V+ p0 K2 t% k2 q6 k
nb=10;
e1 e$ R A& E% cnbb=nb*[1 1/3];
7 Y% i% L0 l8 N$ @1 j& U1 _figure,hold on) ~$ M) N9 Y8 o& Y: {$ i9 M+ T
maplam(param,false,false,true,true,true,0,[10 5],3,'h',2,':');; m9 |! Z$ U/ e& e
for i=2:length(pid)
3 f* K& m4 o, ?. p [xx yy]=meshgrid(x{i},y{i});/ t1 {! G, I% r; [* a5 z
xx2=[xx(1,:) xx(:,end)' xx(end,end:-1:1) xx(end:-1:1,1)'];
, `6 U: ~, J- r( C+ w1 K yy2=[yy(1,:) yy(:,end)' yy(end,end:-1:1) yy(end:-1:1,1)'];
$ t! T# s! b$ Y# S8 } plot(xx2,yy2,'m','linew',2)
; \, n7 g8 _0 Tend, A& ~/ {0 F# I9 X: Y) m' P
[xx yy]=meshgrid(x{1},y{1});
% Z/ e& `& g/ m7 Oxx2=[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)];
: ^7 o4 i4 H7 Wyy2=[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)];
7 U: f5 K& x( q: Rplot(xx2,yy2,'b','linew',2)
o- t+ Z+ q; E8 g+ Dload prvpatch
2 S+ U' k0 n3 k0 z+ p0 b[clong clat]=polyjoin({s(1:34).long},{s(1:34).lat});! b5 a2 _9 l# F* C Q, o- W% f
[cx cy]=deg2grd(clong,clat,param);6 D$ ?2 X0 {% n4 e
plot(cx,cy,'k')
% i3 l' ^3 F6 S F0 e- K7 D- R
5 ]% s" G% ~& T
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1 ~7 ]9 ]: c4 _' d7 \" j8 k1 E* p
8 Analysis of power spectrum4 ?0 w. I/ Y1 l
* \) U* @& I$ y. w& B, Oclc;clear;close all
0 U" \8 z! Z- s0 R5 R- S9 J% Analysis of power spectrum9 s# O* N0 B _5 z r6 n& O! E3 I
% load enso_sst.mat+ ^8 n* `/ ?- H9 N
zsim=xlsread('data2.xlsx');
$ y( V9 O% Y4 y6 O) ezi=zsim(:,1);% N0 O; |/ _+ f* J. T
zi=zi-mean(zi); % must remove mean.; _! T9 m0 m' X. Y: {; N% ^& \
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%0 R& I* X' ^- a! q5 l$ X) P
%fft
# K4 g: k4 r! \; W7 oFs = 1; % Sampling frequency
' m9 V4 Y( x- B, MT = 1/Fs; % Sample time3 Y: P z7 S% Q8 o' m: |5 t
L = length(zi); % Length of signal
4 }9 V V8 J/ g m2 }0 f: s5 Ut = (0:L-1)*T; % Time vector2 n$ Q9 Y+ N5 R8 w
y=zi;% m, n" _, ]) l
figure,hold on( A& B! r( k9 @5 M7 `
% NFFT = 2^nextpow2(L); % Next power of 2 from length of y
4 v9 C+ X# U9 Z3 C5 I. a. bNFFT = L; % Next power of 2 from length of y
+ L# G) p/ w$ `8 vY = fft(y,NFFT);
0 v W X. I6 B& FP=Y.*conj(Y)/NFFT; %power spectrum density: J, o; j9 D% d' }4 r: O
P=smooth(P,7);8 r- S, j. c: n& K. r
f=Fs/2*(0:NFFT/2-1)/(NFFT/2);
% t2 T% t. ^0 H+ ~P=P(1:NFFT/2);" G' `! i) i) W
df=1/NFFT;7 t1 h N( d% E4 l: B1 a1 A' K* p
svar=(P(1)+P(end))*df/2+sum(P(2:end-1))*df;5 q+ m x4 l K r6 R$ |) w9 H6 J
svar0=var(y);
8 J& X* D% p; T. i6 jP=P/svar*svar0;& C; Q* a: G* F h+ B
% Plot single-sided amplitude spectrum.( R1 O+ c' S- l2 w7 f$ o6 q3 `
plot(f,P,'r')5 t7 k1 Y' Y, J9 @ O
title('Single-Sided Amplitude Spectrum of y(t)')
. }% z% F; x$ e" p# R7 \* @xlabel('Frequency (cycles/year)')
: d7 C- I( P3 S/ Y4 \% F2 Eylabel('Variance')7 k- W/ Q8 S2 r+ [0 k
S# w" j$ ^8 R5 P& x
& T5 s1 P# {* [( p
3 @" b/ i; p8 a& X. K C0 a5 `' Q5 P! r; j
) N2 W! y1 `: @/ N$ I5 Y8 Q9 Taylor图
$ L* ?7 F, U9 k6 O+ x* s7 B+ S; |+ N1 k
clc;clear;close all/ f6 E- m9 h& u- u9 b; U
zsim=xlsread('data2.xlsx');
5 B1 L+ ?5 @) T( J7 }+ G% Example for ploting taylor diagram
! c% c5 t, I$ Z7 F! I/ Z$ clss={ 'o','v','s','^','p','o','v','s','^','p','o','v','s','^','p','o','v','s','^','p','o'};, |3 i1 E& i$ `/ w
lcc=[1.0000 0 0
& O% f' p/ l- m- t* J# B0 e' l 0 0.8000 06 j! H. N) z0 }+ [% R
1.0000 0 0/ [; Q [& X# G% ]. G
0 0.9000 0.90004 Q0 f. s7 X `3 G
1.0000 0 1.00004 a- `& U' v9 D8 }. J' Y
1.0000 0.8000 0
) A+ D1 D2 B1 E( Q 1.0000 0 01 n+ B) h* g5 A, j0 ?7 j. D% ]
0 0.8000 0
" F8 K+ V# c- c2 ]/ i 0 0 1.00004 L1 M9 E- ?) d& r" ~
0 0.9000 0.9000
& f4 y ^- e Y6 m. a 1.0000 0 1.0000; o8 S6 i% H9 W3 Z+ f
1.0000 0.8000 0
$ S1 i8 A* N U" @3 F. k 0 0 1.0000
0 b! j$ i% G$ A0 @5 I6 I 0 0.8000 0
/ A+ V9 U9 Z! s; i1 F( M) U 0 0 1.0000
' m$ b- I1 H6 z3 Y 0 0.9000 0.9000
0 ~3 j0 C% i. U, S3 D: \! T 1.0000 0 1.0000
5 W6 c0 |' K, A+ `/ x% C* z5 @ 1.0000 0.8000 0
/ d% I/ S3 d% F7 V* e 1.0000 0 07 U w7 V x( E4 Z1 ^8 R: Z0 O
0 0.8000 0
+ ] I) w R: z* q* w0 p$ i 0 0 1.0000];. `; q' a# ^6 p* b! U6 l) X8 z
zobs=zsim(:,1);
7 p" n7 r: U; ]; F/ |) Ozsim=zsim(:,1:end);7 a) a, v7 B- P
stag=cellstr(num2str((1:size(zsim,2))'));, U. P4 S) j7 h+ s) v8 H, ^
stdd=std(zsim)/std(zobs);
2 E* m2 {3 a7 {% l0 `, O$ B' jccorr=corr(zobs,zsim);
/ f. D; B d) k/ ?* C9 j! a/ D! J1 @z1=zobs-mean(zobs);
: U% f9 u; U! @$ T Iz2=zsim-mean(zsim);
' h8 P: [3 i$ R1 \4 r. P3 }% \5 Ermse=rms(z2-z1)/std(zobs);; B9 O" H! w L5 t+ R y
rmse2=sqrt(stdd.*stdd-2*stdd.*ccorr+1);% r% Y4 F6 C& f8 J* _* N$ M& T
[hp,hp_std,hp_rmse,ht_corr,ht_rmse,hl]=TaylorDiag(zobs,zsim,lcc,lss,stag);' P% X9 @$ [$ t5 ~! A# m$ {
set(hp,'markersize',8);. \) g& D# ?8 K6 p
set(ht_rmse,'color','k');
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& h9 Q) Y, k0 y, V5 h0 N5 Y. g0 L; [ c6 Q1 f+ C1 @! U2 H- R/ B
. c. R' H2 q& B1 v3 j2 v: D5 S0 [( M5 y
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