下面这个函数大家都不会陌生,计算zernike函数值的,并根据此可以还原出图像来, eF8um$t9
我输入10阶的n、m,r,theta为38025*1向量,最后得到的z是29525*10阶的矩阵, USf;}F:-C
这个,跟我们用zygo干涉仪直接拟合出的36项zernike系数,有何关系呢? TGPdi5Eq
那些系数是通过对29525*10阶的矩阵每列的值算出来的嘛? r-BqIoVT
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function z = zernfun(n,m,r,theta,nflag) Y%rC\Ij/i
%ZERNFUN Zernike functions of order N and frequency M on the unit circle. >*w(YB]/$V
% Z = ZERNFUN(N,M,R,THETA) returns the Zernike functions of order N +DT)7koA
% and angular frequency M, evaluated at positions (R,THETA) on the Qa16x<Xlm
% unit circle. N is a vector of positive integers (including 0), and 9hwn,=Vh)
% M is a vector with the same number of elements as N. Each element h1_KZ[X
% k of M must be a positive integer, with possible values M(k) = -N(k) () HIcu*i
% to +N(k) in steps of 2. R is a vector of numbers between 0 and 1, n@e|PWu
% and THETA is a vector of angles. R and THETA must have the same .=b)Ae c
% length. The output Z is a matrix with one column for every (N,M) }WkR-5N
% pair, and one row for every (R,THETA) pair. bF3}L=z
% DOo34l6#
% Z = ZERNFUN(N,M,R,THETA,'norm') returns the normalized Zernike gJn_8\,C>Q
% functions. The normalization factor sqrt((2-delta(m,0))*(n+1)/pi), i*vf(0G
% with delta(m,0) the Kronecker delta, is chosen so that the integral [=xO>
% of (r * [Znm(r,theta)]^2) over the unit circle (from r=0 to r=1,
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% and theta=0 to theta=2*pi) is unity. For the non-normalized dJg72?"ka
% polynomials, max(Znm(r=1,theta))=1 for all [n,m]. 9s6d+HhM
% |
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% The Zernike functions are an orthogonal basis on the unit circle. tTrue?
% They are used in disciplines such as astronomy, optics, and cbA90 8@s
% optometry to describe functions on a circular domain. ^$O,Gy) V
% w0t||qj^>"
% The following table lists the first 15 Zernike functions. B8G1
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% \.dvRI'
% n m Zernike function Normalization PT`gAUCw
% -------------------------------------------------- #$>m`r
% 0 0 1 1 Qjh @oWT
% 1 1 r * cos(theta) 2 Z4Qq#iHZR
% 1 -1 r * sin(theta) 2 kO\aNtK
% 2 -2 r^2 * cos(2*theta) sqrt(6) AUAJMS!m
% 2 0 (2*r^2 - 1) sqrt(3) E>SLR8!Cv
% 2 2 r^2 * sin(2*theta) sqrt(6) HTCn=MZm
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% 3 -3 r^3 * cos(3*theta) sqrt(8) -i?-Xj#%
% 3 -1 (3*r^3 - 2*r) * cos(theta) sqrt(8) 6ax|EMw
% 3 1 (3*r^3 - 2*r) * sin(theta) sqrt(8) 9a9{OJa6M
% 3 3 r^3 * sin(3*theta) sqrt(8) Q<pL5[00fD
% 4 -4 r^4 * cos(4*theta) sqrt(10) 2V#(1Hc!
% 4 -2 (4*r^4 - 3*r^2) * cos(2*theta) sqrt(10) JuT~~Z
% 4 0 6*r^4 - 6*r^2 + 1 sqrt(5) jz;"]k
% 4 2 (4*r^4 - 3*r^2) * cos(2*theta) sqrt(10) rt\4We,7
% 4 4 r^4 * sin(4*theta) sqrt(10) ',p`B-dw
% -------------------------------------------------- A|d(5{:N
% ON=6w_
% Example 1: VS \~t
% !N1DJd
% % Display the Zernike function Z(n=5,m=1) 7].FdjT.
% x = -1:0.01:1; uD''0G\
% [X,Y] = meshgrid(x,x); 3 tp'}v
% [theta,r] = cart2pol(X,Y); 3Ga!)
% idx = r<=1; H?>R#Ds-
% z = nan(size(X)); ]MP6VT
% z(idx) = zernfun(5,1,r(idx),theta(idx)); G? "6[w/p
% figure .pOTIRbA
% pcolor(x,x,z), shading interp >{^&;$G+*
% axis square, colorbar 2 -uL
% title('Zernike function Z_5^1(r,\theta)') ,$96bF "#
% <x),HTJ
% Example 2: aD@sb o
% 1^zpO~@S
% % Display the first 10 Zernike functions ]QS?fs Z
% x = -1:0.01:1; Hinz6k6!
% [X,Y] = meshgrid(x,x); -Ug
% [theta,r] = cart2pol(X,Y); zR+EJFf
% idx = r<=1; O#E]a<N`
% z = nan(size(X)); _s
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% n = [0 1 1 2 2 2 3 3 3 3]; 39QAj&
% m = [0 -1 1 -2 0 2 -3 -1 1 3]; G.,dP+i
% Nplot = [4 10 12 16 18 20 22 24 26 28]; z5v)~+"1
% y = zernfun(n,m,r(idx),theta(idx)); io$!z=W
% figure('Units','normalized') a8Jn.!
% for k = 1:10 ~g+?]Lk}
% z(idx) = y(:,k); Dxu2rz!li-
% subplot(4,7,Nplot(k)) k!K}<sX2
% pcolor(x,x,z), shading interp Wej 8YF@
% set(gca,'XTick',[],'YTick',[]) ;k<g#She
% axis square sV+/JDl
% title(['Z_{' num2str(n(k)) '}^{' num2str(m(k)) '}']) ~JsTHE$F
% end %11&8Fp1s
% jd|? aK;(
% See also ZERNPOL, ZERNFUN2. }^;Tt-*k
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% Paul Fricker 11/13/2006 "]81+
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% Check and prepare the inputs: N246RV1W
% ----------------------------- @JS O=8
if ( ~any(size(n)==1) ) || ( ~any(size(m)==1) ) MMglo3
error('zernfun:NMvectors','N and M must be vectors.') yT<yy>J9l#
end Rdd[b?
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if length(n)~=length(m) b/='M`D}#G
error('zernfun:NMlength','N and M must be the same length.') UW*[)y w]
end E=.4(J7K
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n = n(:); pmR6(/B#
m = m(:); \e64Us>"x
if any(mod(n-m,2)) o/bmS57
error('zernfun:NMmultiplesof2', ... sG`:mc~0
'All N and M must differ by multiples of 2 (including 0).') @sRUl
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end !SAjV)
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if any(m>n) [!B($c|\
error('zernfun:MlessthanN', ... R87-L*9B^0
'Each M must be less than or equal to its corresponding N.') `VT[YhO#}
end y| *X
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if any( r>1 | r<0 ) dHV3d'.P
error('zernfun:Rlessthan1','All R must be between 0 and 1.') oqa]iBO
end gz-X4A"
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if ( ~any(size(r)==1) ) || ( ~any(size(theta)==1) ) 3VZeUOxY\W
error('zernfun:RTHvector','R and THETA must be vectors.') z;GR(;w/
end ;q&6WO
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r = r(:); #;59THdtPk
theta = theta(:); pBV_'A}ioh
length_r = length(r); kXGJZ$
if length_r~=length(theta) / E~)xgPM<
error('zernfun:RTHlength', ... WZ@/' [
'The number of R- and THETA-values must be equal.') v|:2U8YREf
end !PX`sIkT
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% Check normalization: >h+[#3vD
% -------------------- #flOaRl.
if nargin==5 && ischar(nflag) >CtT_yhx
isnorm = strcmpi(nflag,'norm'); )&R^J;W$M1
if ~isnorm eYd6~T[9
error('zernfun:normalization','Unrecognized normalization flag.') Enu/Nj 2
end q 65mR!)
else R4+Gmx1
isnorm = false; o";5@NH
end 0Q^ -d+!
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 3T)GUzt`
% Compute the Zernike Polynomials AnK-\4
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% ck-ab0n
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% Determine the required powers of r: HAa2q=
% ----------------------------------- _&!%yW@
m_abs = abs(m); 6[g~p< 8n}
rpowers = []; 6% +s`
for j = 1:length(n) ts
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rpowers = [rpowers m_abs(j):2:n(j)]; \LX!n!@
end N|cWTbi
rpowers = unique(rpowers); ^B[%|{cO
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% Pre-compute the values of r raised to the required powers, M>H4bU(
% and compile them in a matrix: ?M'_L']N[
% ----------------------------- Q"UWh~
if rpowers(1)==0 %YjZF[P
rpowern = arrayfun(@(p)r.^p,rpowers(2:end),'UniformOutput',false); @* a'B=7
rpowern = cat(2,rpowern{:}); 6- H81y3
rpowern = [ones(length_r,1) rpowern]; Pe_mX*0
else f( (p\&y
rpowern = arrayfun(@(p)r.^p,rpowers,'UniformOutput',false); S}zh0`+d'Z
rpowern = cat(2,rpowern{:}); (ATvH_Z
end 99Jk<x
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% Compute the values of the polynomials: q^nSYp#
% -------------------------------------- ~I^}'^Dbb
y = zeros(length_r,length(n)); mQ#E{{:H+
for j = 1:length(n) Fa]fSqy@;
s = 0:(n(j)-m_abs(j))/2; 4h:R+o ^H^
pows = n(j):-2:m_abs(j); B/#tR^R
for k = length(s):-1:1 = ~{n-rMF
p = (1-2*mod(s(k),2))* ... }q0lbwYlb
prod(2:(n(j)-s(k)))/ ... 4}nsW}jCc
prod(2:s(k))/ ... 9d ZE#l!Q
prod(2:((n(j)-m_abs(j))/2-s(k)))/ ... qucw%hJ r
prod(2:((n(j)+m_abs(j))/2-s(k))); =Rnx!E
idx = (pows(k)==rpowers); xgl~4
y(:,j) = y(:,j) + p*rpowern(:,idx); "X/cG9Lw
end =\v./Q-
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if isnorm "]BefvE
y(:,j) = y(:,j)*sqrt((1+(m(j)~=0))*(n(j)+1)/pi); ). +!/x
end -OLXR c=
end \VW&z:/*pZ
% END: Compute the Zernike Polynomials }Ip"j]h
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% **I9Nw!IH
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% Compute the Zernike functions: >patv
% ------------------------------ JM8s]&
idx_pos = m>0; 79J@`
idx_neg = m<0; "z+Z8l1.
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z = y; bI^zwK,@4
if any(idx_pos) g=?KpI-pn0
z(:,idx_pos) = y(:,idx_pos).*sin(theta*m(idx_pos)'); G-FTyIP>'
end >-0b@ +j
if any(idx_neg) 3HsjF5?W
z(:,idx_neg) = y(:,idx_neg).*cos(theta*m(idx_neg)'); phIEz3Fu/
end $"Oy }
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% EOF zernfun @a.Y9;O