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Upload files for generating data

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  1. genChannelDrop.m +77 -0
  2. generate.m +120 -0
genChannelDrop.m ADDED
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+ function [H, PG] = genChannelDrop(par, v, samples_per_sec)
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+
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+ % Distance
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+ dist_tot = v * par.sequenceLength / samples_per_sec;
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+ samples_per_meter = 1 / (dist_tot / par.sequenceLength);
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+
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+ % par.l.simpar.samples_per_meter = samples_per_meter; not necessary
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+
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+ % Create tracks
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+ for i = 1:par.l.no_rx
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+ name = par.l.track(1, i).name;
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+ par.l.track(1, i) = qd_track('linear', 1/samples_per_meter*(par.sequenceLength - 1));
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+ par.l.track(1, i).name = name;
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+ par.l.track(1, i).scenario = 'BERLIN_UMa_NLOS';
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+ end
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+
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+ % Add random positions
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+ distances = sqrt(rand(1, par.l.no_rx)*(par.maxDistance^2 - par.minDistance^2)+par.minDistance^2);
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+ angles = (2 * rand(1, par.l.no_rx) - 1) * par.sectorAngleRad;
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+ par.l.rx_position = [cos(angles) .* distances; sin(angles) .* distances; 1.5 .* ones(1, par.l.no_rx)];
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+
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+ for i = 1:par.l.no_rx
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+ par.l.track(1, i).movement_profile = ...
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+ [0, 1 / samples_per_meter * (par.sequenceLength - 1) / v; ...
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+ 0, 1 / samples_per_meter * (par.sequenceLength - 1)];
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+
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+ par.l.track(1, i).interpolate('time', 1/samples_per_sec);
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+ end
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+
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+ % for i=1:par.l.no_rx
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+ % a = par.l.track(1,i).initial_position+par.l.track(1,i).positions;
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+ % if sum(abs(atan(a(2,:)./a(1,:))) > par.sectorAngleRad)
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+ % disp('Out of sector angle')
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+ % i
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+ % end
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+ % if sum(sqrt(a(1,:).^2+a(2,:).^2) > par.maxDistance)
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+ % disp('Out of range r')
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+ % i
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+ % end
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+ % end
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+
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+ % Get channel impulse reponses
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+ H_raw = par.l.get_channels();
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+
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+ % Get channels in frequency domain: only consider single carrier
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+ H = zeros(1, par.l.no_rx, par.l.tx_array.no_elements, par.sequenceLength);
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+
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+ PG = zeros(1, par.l.no_rx);
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+
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+ for k = 1:par.l.no_rx
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+ h = squeeze(H_raw(k).fr(par.bandwidth, 1, 1:par.sequenceLength));
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+
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+ pg = sqrt(10.^(0.1 * H_raw(k).par.pg_parset));
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+ h = h / pg;
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+
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+ % Visualize channels
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+ % figure
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+ % surf(real(h), 'EdgeColor', 'None');
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+ % view(2)
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+ % title('Real part CSI sample sequence')
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+ % xlabel('shapshots')
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+ % ylabel('BS antennas')
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+
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+ % figure
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+ % surf(imag(h));
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+ % view(2)
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+ % title('Imag part CSI sample sequence')
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+ % xlabel('n shapshots')
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+ % ylabel('BS antennas')
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+
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+
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+ H(1, k, :, :) = single(h);
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+ PG(1, k) = single(pg);
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+ end
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+ H = {H};
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+ PG = {PG};
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+ end
generate.m ADDED
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+ close all
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+ clear
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+
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+ rng(27)
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+ %%
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+
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+ % numDrops \times K = 32K
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+
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+ numDrops = 1500; % Number of random user drops to simulate
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+ sequenceLength = 20; % Number of snapshots for each track
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+
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+ K = 100; % Number of users
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+
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+ centerFrequency = 2.6e9;
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+ bandwidth = 20e6;
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+
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+ antennaHeight = 25; % Antenna height of the BS station in m
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+ antennaSpacing = 1 / 2; % Antenna spacing in multiples of the wavelength
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+ M_V = 8; % Number of vertical antenna elements
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+ M_H = 4; % Number of horizontal antenna elements
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+
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+ minDistance = 50;
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+ maxDistance = 150;
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+ userHeight = 1.5;
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+ sectorAngle = 60;
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+ sectorAngleRad = sectorAngle / 180 * pi;
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+
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+
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+ %% Scenario
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+ s = qd_simulation_parameters;
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+ s.center_frequency = centerFrequency;
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+ s.use_absolute_delays = 1; % Include delay of the LOS path
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+ s.show_progress_bars = 0;
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+ lambda = s.speed_of_light / centerFrequency;
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+ %% Layout
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+ l = qd_layout(s);
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+
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+ % Base station
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+ l.no_tx = 1;
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+ l.tx_position(3) = antennaHeight;
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+ % l.tx_array = qd_arrayant('3gpp-3d', M_V, M_H, centerFrequency, 3, 0, antennaSpacing);
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+ l.tx_array = qd_arrayant('3gpp-3d', M_V, M_H, centerFrequency);
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+
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+ % for n = 1:M_V
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+ % for nn = 1:M_H
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+ % indeces = (n - 1) * M_H + nn;
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+ % l.tx_array.element_position(1, indeces) = ...
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+ % (nn) * antennaSpacing * lambda - lambda / 4 - M_V / 2 * antennaSpacing * lambda;
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+ %
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+ %
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+ % l.tx_array.element_position(2, indeces) = 0;
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+ % l.tx_array.element_position(3, indeces) = ...
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+ % (n) * antennaSpacing * lambda - lambda / 4 - M_H / 2 * antennaSpacing * lambda + antennaHeight;
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+ %
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+ %
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+ % end
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+ % end
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+
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+ % Users
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+ l.no_rx = K;
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+ l.rx_array = qd_arrayant('omni');
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+
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+ l.set_scenario('BERLIN_UMa_NLOS');
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+
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+
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+ %% Create struct to store parameters
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+ par.minDistance = minDistance;
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+ par.maxDistance = maxDistance;
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+ par.sectorAngleRad = sectorAngleRad;
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+ par.bandwidth = bandwidth;
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+ par.sequenceLength = sequenceLength;
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+ par.s = s;
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+
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+ params = cell(1, numDrops);
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+ for n = 1:numDrops
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+ params{1, n} = par;
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+ params{1, n}.l = l.copy;
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+ end
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+
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+
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+ h = cell(1, numDrops);
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+ pg = cell(1, numDrops);
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+ velocity_ms = cell(1, numDrops);
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+
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+ %% Generate tracks
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+
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+ Ts = 0.5e-3; % slot time
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+ fs = 1/Ts;
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+
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+ Tsym = 33.33e-6; % considering that a slot contains 14 symbols
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+
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+ for n = 1:numDrops
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+
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+ n
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+
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+ v = raylrnd(8);
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+ % doppler = v/lambda % Hz
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+ % norm_doppler = v/lambda * Tsym;
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+ velocity_ms(1, n) = {v};
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+
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+ [h(1, n), pg(1, n)] = genChannelDrop(params{1, n}, v, fs);
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+ end
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+
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+ %% Save HDF5
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+ H = cell2mat(h');
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+ H_r = real(H);
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+ H_i = imag(H);
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+
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+ clear h
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+ hdf5write('./channels.hdf5', 'H_r', H_r, 'H_i', H_i)
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+
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+ PG = cell2mat(pg');
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+ clear pg
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+ hdf5write('./pgs.hdf5', 'PG', PG)
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+
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+ VELOCITY_MS = cell2mat(velocity_ms);
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+ clear velocity_ms
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+ hdf5write('./velocity_ms.hdf5', 'VELOCITY_MS', VELOCITY_MS)
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+
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+