📄 normalisation_laplacian.m
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function [Q, sigma_deg] = normalisation_laplacian(number_clusters, ... power_lin, AS_deg, delta_phi_deg)% [Q, sigma_deg] = normalisation_laplacian(number_clusters,% power_lin, AS_deg, delta_phi_deg)%% Computes the variances sigma_k and the power normalising% coefficients Q_k such that the Power Azimuth Spectrum (PAS) can% be regarded as a probability distribution function (pdf), that is% to say int_{-\pi}^{pi} PAS(\phi) d\phi = 1.%% Revision history%% July 2003 - Bug fix: half-domain definition delta_phi_deg held as% a vector instead of as a scalar% April 2003 - Bug fix: half-domain definition delta_phi_deg% passed as parameter. Used to be hard-coded. Thanks to% Cesar Caballero, University of Zaragoza (Spain) for% reporting the bug.% July 2001 - Creation%%% STANDARD DISCLAIMER%% The Computer Science Institute of the University of Namur (hereafter% "FUNDP-INFO") is furnishing this item "as is". FUNDP-INFO does not% provide any warranty of the item whatsoever, whether express,% implied, or statutory, including, but not limited to, any warranty% of merchantability or fitness for a particular purpose or any% warranty that the contents of the item will be error-free.%% In no respect shall FUNDP-INFO incur any liability for any damages,% including, but limited to, direct, indirect, special, or% consequential damages arising out of, resulting from, or any way% connected to the use of the item, whether or not based upon% warranty, contract, tort, or otherwise; whether or not injury was% sustained by persons or property or otherwise; and whether or not% loss was sustained from, or arose out of, the results of, the% item, or any services that may be provided by FUNDP-INFO.%% (c) Laurent Schumacher, FUNDP-INFO - July 2003%% Computation of sigma%for k=1:number_clusters string = ['exist(''AS2sigma_laplacian_', num2str(delta_phi_deg(k)),'.mat'')']; if eval(string) == 0 disp(['!!! Look-up table AS -> sigma unavailable for ', ... num2str(delta_phi_deg(k)),'? half-domain definition']); disp('!!! Please generate with AS_vs_sigma_laplacian.m'); break; end; string = ['load AS2sigma_laplacian_', num2str(delta_phi_deg(k)),' tmp;']; eval(string); if ((AS_deg(k) < min(tmp(:,1))) | (AS_deg(k) >= max(tmp(:,1)))) disp('!!! Look-up table AS -> sigma incomplete.'); disp('!!! Please regenerate with AS_vs_sigma_laplacian.m'); break; end; pos = find(tmp(:,1)>=AS_deg(k)); sigma_deg(k) = ((tmp(pos(1),1)-AS_deg(k))*tmp(pos(1)-1,2) + ... (AS_deg(k) - tmp(pos(1)-1,1))*tmp(pos(1),2))/ ... (tmp(pos(1),1)-tmp(pos(1)-1,1));end;% Conversion degree -> radAS_rad = AS_deg.*(pi/180);sigma_rad = sigma_deg.*(pi/180);% Domain definitiondelta_phi_rad = delta_phi_deg.*(pi/180);%% Computation of Q%if (number_clusters == 1) Q = 1/(1-exp(((-1)*sqrt(2)*delta_phi_rad)/sigma_rad));else A = zeros(number_clusters); A(1:number_clusters-1,1) = 1/(sigma_rad(1)*power_lin(1)); for k=2:number_clusters A(k-1,k) = (-1)/(sigma_rad(k)*power_lin(k)); end; A(number_clusters,:) = ones(1,number_clusters)-exp(((-1).* ... sqrt(2).* ... delta_phi_rad)./ ... sigma_rad); b = zeros(number_clusters,1); b(number_clusters,1) = 1; Q = (inv(A)*b).';end;%% Validation%if ~(sum((ones(1,number_clusters)-exp(((-1).*sqrt(2).* ... delta_phi_rad)./sigma_rad))*Q.')-1 ... < 1e-15) disp('Normalisation of laplacian distribution failed!'); %break;%lid return;end;
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