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LowerEnvelope.m
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LowerEnvelope.m
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% env = LowerEnvelope( signal, filtLength )
% Return lower envelope of signal
function env = LowerEnvelope( signal, filtLength, varargin )
parser = inputParser();
parser.addParameter('interpStyle', 'linear')
parser.addParameter('plot', false)
parser.addParameter('title', 'LowerEnvelope')
parser.parse( varargin{:} )
options = parser.Results;
transpose = iscolumn( signal );
if transpose
signal = signal';
end
if ~isrow( signal )
error( 'signal must be a 1D array' )
end
nanSignal = isnan( signal );
if any( nanSignal )
% break signal up into segments of non-nan data, and get lower envelope
% of good segments
env = nan( size(signal) );
starts = find( ~nanSignal & [ true, nanSignal(1:end-1) ] );
stops = find( ~nanSignal & [ nanSignal(2:end), true ] );
for n = 1:numel( starts )
start = start(n); stop = stops(n);
env(start:stop) = getLowerEnvelope( signal(start:stop), ...
filtLength, options );
end
else
env = getLowerEnvelope( signal, filtLength, options );
end
if options.plot
plotLowerEnvelope( signal, env, options )
end
if transpose
env = env';
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% get the lower envelop of signal with no NaN data
function env = getLowerEnvelope( signal, filtLength, options )
env = imerode( signal, ones( 1, filtLength ) );
if strcmpi( options.interpStyle, 'none' )
return % no interpolation
end
% find points where the envelope is >= signal
touchPoints = getTouchPoints( signal, env );
% interpolate the envelope between touchPoints
env = interp1( touchPoints, signal(touchPoints), 1:numel( signal ), ...
options.interpStyle );
% find height of env above signal (indicates need for refinement)
err = env - signal;
while any( err > 0 )
[maxErr, errInds] = arrayfun( @(i1,i2) checkMax( err(i1:i2) ), ...
touchPoints(1:end-1), touchPoints(2:end) );
errInds = errInds + touchPoints(1:end-1) - 1;
errInds( maxErr <= 0 ) = [];
touchPoints = sort( [touchPoints, errInds] );
env = interp1( touchPoints, signal(touchPoints), 1:numel( signal ), ...
options.interpStyle );
% find height of env above signal (indicates need for refinement)
err = env - signal;
end
function [maxVal, maxInd] = checkMax( vals )
if isempty(vals)
maxVal = zeros( 'like', vals ); maxInd = 0;
else
[maxVal, maxInd] = max( vals );
end
end
%{
converged = false;
while ~converged
% interpolate the envelope between touchPoints
env = interp1( touchPoints, signal(touchPoints), 1:numel( signal ), ...
options.interpStyle );
% save old, get new touchPoints
oldTouchPoints = touchPoints;
touchPoints = getTouchPoints( signal, env );
% loop until the touchPoints don't change
converged = isequal( touchPoints, oldTouchPoints );
end
%}
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% find points where the envelope is >= signal.
function touchPoints = getTouchPoints( signal, env )
touchPoints = find( env >= signal );
% insist that the end-points be included
if touchPoints(1) > 1
touchPoints = [ 1 touchPoints ];
end
if touchPoints(end) < numel( signal )
touchPoints = [ touchPoints numel( signal ) ];
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% visualize the results of the process
function plotLowerEnvelope( signal, env, options )
fig = NamedFigure( options.title ); fig.WindowStyle = 'docked';
clf( fig )
ax1 = subplot( 2, 1, 1, 'Parent', fig );
plot( ax1, signal, 'b-' )
hold( ax1, 'on' )
plot( ax1, env, 'r-', 'LineWidth', 2 )
ax1.XTick = [];
axis( ax1, 'tight' )
lg1 = legend( ax1, { 'signal', 'envelope' }, 'Location', 'NorthOutside', ...
'Orientation', 'Horizontal', 'Units', 'normalized', ...
'FontSize', 8 );
setPos( ax1, lg1, [ 0.05, 0.53, 0.88, 0.5/1.2 ] )
ax2 = subplot( 2, 1, 2, 'Parent', fig );
plot( ax2, signal - env, 'b-' )
axis( ax2, 'tight' )
lg2 = legend( ax2, { 'signal - envelope' }, 'Location', 'NorthOutside', ...
'Orientation', 'Horizontal', 'Units', 'normalized', ...
'FontSize', 8 );
setPos( ax2, lg2, [ 0.05, 0.07, 0.88, 0.5/1.2 ] )
linkaxes( [ax1, ax2], 'x' )
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function setPos( ax, lg, pos )
ax.Units = 'normalized';
ax.FontUnits = 'normalized';
ax.FontSize = 0.05;
ax.Position = pos;
lg.Position(2) = sum( ax.Position([2 4]) );
end