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Copy pathsippi_prior_birthdeath.m
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209 lines (158 loc) · 6.15 KB
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% sippi_prior_birthdeath
%
% Call:
% [m,prior]=sippi_prior_birthdeath(prior,m_current,im)
%
%
% prior{im}.type='birthdeath'
% prior{im}.N_layers_min % min number of layers
% prior{im}.N_layers_max % max number of layers
% prior{im}.v_min % min value in layer
% prior{im}.v_max % max value in layer
% prior{im}.z_interface_step % step in percentage of y-axis range, when
% % moving layer
%
% prior{im}.p_lev=[p_birth p_death p_move p_value]
% [1/6 1/6 1/6 1/2];
% p_birth, probability of birth of layer
% p_death, probability of death of layer
% p_move, probability of movement of layer boundary
% p_value, probability of perturbing value in each layer
% (step--> prior{im}.seq_gibbs.step)
%
function [m,prior]=sippi_prior_birthdeath(prior,m_current,im);
% if nargin == 01
% for i=1:100
% oimdisp(1)
% [m,prior]=sippi_prior_birthdeath;
% plot(m{1}+i*5,prior{1}.x);
% hold on
% end
% hold off
% return
% end
if nargin<3, im=1; end
if nargin<1, prior{im}.type='birthdeath';end
if ~isfield(prior{im},'otuput_nl');
prior{im}.otuput_nl=0;
end
% force uncondtional
if nargin<2,
if isfield(prior{im},'z_interface');
prior{im}=rmfield(prior{im},'z_interface');
end
if isfield(prior{im},'v_interface');
prior{im}=rmfield(prior{im},'v_interface');
end
if isfield(prior{im},'N_layers');
prior{im}=rmfield(prior{im},'N_layers');
end
end
%
if ~isfield(prior{im},'x');prior{im}.x=0:1:124;end
if ~isfield(prior{im},'N_layers_min');prior{im}.N_layers_min=1;end
if ~isfield(prior{im},'N_layers_max');prior{im}.N_layers_max=5;end
if ~isfield(prior{im},'N_layers');
l_r = randi(prior{im}.N_layers_max-prior{im}.N_layers_min+1);
prior{im}.N_layers=prior{im}.N_layers_min+l_r-1;
end
if ~isfield(prior{im},'v_min');prior{im}.v_min=-1;end
if ~isfield(prior{im},'v_max');prior{im}.v_max=3;end
% set z_interface, v_interface
if ~isfield(prior{im},'z_interface');
y0=min(prior{im}.x);
wy=max(prior{im}.x)-min(prior{im}.x);
prior{im}.z_interface=sort(rand(1,prior{im}.N_layers-1)*wy+y0);
end
if ~isfield(prior{im},'z_interface_step');
prior{im}.z_interface_step=1; % step length moving boundary
end
if ~isfield(prior{im},'v_interface');
wv=prior{im}.v_max-prior{im}.v_min;
prior{im}.v_interface=rand(1,prior{im}.N_layers)*wv+prior{im}.v_min;
%disp(prior{im}.v_interface);
end
if ~isfield(prior{im},'init')
prior=sippi_prior_init(prior);
end
%% birth deaths
if ~isfield(prior{im},'p_lev');
prior{im}.p_lev=[1/6 1/6 1/6 1/2];
end
prior{im}.p_lev=prior{im}.p_lev./sum(prior{im}.p_lev);
pcum=cumsum(prior{im}.p_lev);
r=rand(1);
vlev=2;
if r<pcum(1)&&(prior{im}.N_layers<prior{im}.N_layers_max);
% birth
sippi_verbose('birth',vlev)
wv=prior{im}.v_max-prior{im}.v_min;
v_interface_new = rand(1)*wv+prior{im}.v_min;
y0=min(prior{im}.x);
wy=max(prior{im}.x)-min(prior{im}.x);
z_interface_new = rand(1)*wy+y0;
sippi_verbose(sprintf('nz=%d',length(prior{im}.z_interface)),3)
sippi_verbose(sprintf('nv=%d',length(prior{im}.v_interface)),3)
interfaces_org = [[0,prior{im}.z_interface];[prior{im}.v_interface]];
interfaces_new = [[0,prior{im}.z_interface, z_interface_new];[prior{im}.v_interface, v_interface_new]];
interfaces_sort= sortrows(interfaces_new',1)';
prior{im}.z_interface=interfaces_sort(1,2:end);
prior{im}.v_interface=interfaces_sort(2,:);
prior{im}.N_layers = prior{im}.N_layers + 1;
prior{im}.N_layers = length(prior{im}.v_interface);
sippi_verbose(sprintf('nz=%d',length(prior{im}.z_interface)),3)
sippi_verbose(sprintf('nv=%d',length(prior{im}.v_interface)),3)
elseif r<pcum(2)&&(prior{im}.N_layers>prior{im}.N_layers_min);
% death
sippi_verbose('death',vlev)
N_interfaces = prior{im}.N_layers-1;
idel = randi(N_interfaces);
sippi_verbose(sprintf('removing interface %d of %d',idel,N_interfaces),2)
v_interface = prior{im}.v_interface(setxor(1:prior{im}.N_layers,idel+1));
z_interface = prior{im}.z_interface(setxor(1:N_interfaces,idel));
prior{im}.v_interface = v_interface;
prior{im}.z_interface = z_interface;
prior{im}.N_layers = length(prior{im}.v_interface);
elseif r<pcum(3);
% move
sippi_verbose('move',vlev)
N_interfaces = prior{im}.N_layers-1;
if (N_interfaces)>0
imove = randi(N_interfaces);
move_step = prior{im}.z_interface_step.*prior{im}.seq_gibbs.step;
dz = max(prior{1}.x)-min(prior{1}.x);
z_interface = prior{im}.z_interface;
z_interface(imove) = z_interface(imove) + randn(1)*move_step*dz;
if (z_interface(imove)>min(prior{1}.x))&&(z_interface(imove)<max(prior{1}.x))
prior{im}.z_interface = z_interface;
end
end
else
% resistvity
sippi_verbose('resistivity',vlev)
% Next lines leads to a lof of values at the edges...
prior{im}.v_interface = prior{im}.v_interface + randn(size(prior{im}.v_interface)).*prior{im}.seq_gibbs.step;
imax=find(prior{im}.v_interface>prior{im}.v_max);
imin=find(prior{im}.v_interface<prior{im}.v_min);
prior{im}.v_interface(imin)=prior{im}.v_min;
prior{im}.v_interface(imax)=prior{im}.v_max;
% Next line is better for independent realizations!!!
if prior{im}.seq_gibbs.step==1;
wv=prior{im}.v_max-prior{im}.v_min;
prior{im}.v_interface=rand(1,prior{im}.N_layers)*wv+prior{im}.v_min;
end
end
sippi_verbose(sprintf('Nl=%d',prior{im}.N_layers),2)
%% remove thin layers
%% build model
m{im}=ones(length(prior{im}.x),1).*prior{im}.v_interface(1);
for i=1:(prior{im}.N_layers-1);
ii=find(prior{im}.x>prior{im}.z_interface(i));
m{im}(ii)=prior{im}.v_interface(i+1);
end
if prior{im}.ndim==1
m{im}=m{im}';
end
if prior{im}.otuput_nl==1;
m{im+1}=prior{im}.N_layers;
end