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streamCFS.m
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% function to create CFS stream (byte array) from raw EEG data
% raw data is 4 X Sample matrix, the 4 channels in order are:
% C3, C4, EL and ER respectively
%
% streamCFS(EEGData, samplingRate, Compress, Hash);
% EEGData is raw 4 channel raw EEG data. Must be sampled at 100Hz or more
% samplingRate is sampling rate in Hz
% Compress is optional argument (default = 1), to control compression
% Hash is optional argument (default = 1), to control transport security
%
% (c)-2018 Neurobit Technologies Amiya Patanaik [email protected]
%
% THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
% IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
% FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
% AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
% LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
% OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
% THE SOFTWARE.
function [stream, status, message, quality] = streamCFS(EEGData, samplingRate, varargin)
% set defaults for optional inputs
optargs = {1 1};
numvarargs = length(varargin);
if numvarargs > 2,
error('streamCFS accepts 4 arguments only.')
end
optargs(1:numvarargs) = varargin;
[compress, hash] = optargs{:};
%Order 50 FIR filter
%Basic Settings
SRATE = 100; %Hz
LOWPASS = 45; %Hz
HIGHPASS = 0.3; %Hz
LOWPASSEOG = 12; %Hz
EPOCH = 30*SRATE; %Samples
threshold = 10;
Fs = samplingRate/2;
bEEG = fir1(50,[HIGHPASS/Fs LOWPASS/Fs]);
bEOG = fir1(50,[HIGHPASS/Fs LOWPASSEOG/Fs]);
eogL = filter(bEOG,1,EEGData(3,:));
eogR = filter(bEOG,1,EEGData(4,:));
eeg = (filter(bEEG,1,EEGData(1,:)) + filter(bEEG,1,EEGData(2,:)))./2;
[p,q] = rat(SRATE/samplingRate);
if(samplingRate ~= 100),
eogL = resample(eogL,p,q);
eogR = resample(eogR,p,q);
eeg = resample(eeg,p,q);
end
%Extract features from data in each epoch
totalEpochs = floor(size(eeg,2)/30/SRATE);
data = zeros(32,32,3,totalEpochs);
for j=1:totalEpochs,
% FOR EEG-------------------------------------------
s = spectrogram(eeg(1,(j-1)*EPOCH+1:j*EPOCH),128,38,128,100,'yaxis');
s(33:end,:) = [];
data(:,:,1,j) = abs(s);
% FOR EOGL-------------------------------------------
s = spectrogram(eogL(1,(j-1)*EPOCH+1:j*EPOCH),128,38,128,100,'yaxis');
s(33:end,:) = [];
data(:,:,2,j) = abs(s);
% FOR EOGR-------------------------------------------
s = spectrogram(eogR(1,(j-1)*EPOCH+1:j*EPOCH),128,38,128,100,'yaxis');
s(33:end,:) = [];
data(:,:,3,j) = abs(s);
end
quality = sum(squeeze(mean(mean(squeeze(data))))>800,2)*100/size(data,4);
status = 0;
electrodes = {'C3/C4', 'EoG-L', 'EoG-R', 'EMG'};
message = 'All channels passed quality checks.';
failed_channels = '';
qc = quality > threshold;
if(any(qc))
status = 1;
for i = 1: numel(qc),
if qc(i)
failed_channels = strcat(failed_channels, electrodes{i}, ', ');
end
end
message = strcat('The following channel(s) failed quality checks: ', failed_channels);
end
%Signature first 3 bytes
signature = uint8('CFS');
%file version next 1 byte
version = uint8(1);
%frequency 1 byte - time 1byte - channel 1byte epochs 2bytes
frequency = uint8(32);
time = uint8(32);
channel = uint8(3);
epochs = typecast(uint16(totalEpochs),'uint8');
%boolean bits
compressionbit = uint8(compress);
hashsetbit = uint8(hash);
%Convert data to single as per specifications
data = cast(data(:),'single')';
actualDigest = [];
if(hashsetbit == 1)
Opt.Method = 'SHA-1';
Opt.Format = 'uint8';
Opt.Input = 'bin';
actualDigest = DataHash(data, Opt);
end
if(compressionbit == 1)
data = zlibencode(typecast(data,'uint8'));
else
data = typecast(data,'uint8');
end
stream = [signature version frequency time channel epochs compressionbit hashsetbit actualDigest data];
end