Datasets:
				
			
			
	
			
			
	
		ArXiv:
	
	
	
	
	
	
	
	
License:
	
	
	
	
	
	
	
Upload files for generating data
Browse files- genChannelDrop.m +77 -0
 - generate.m +120 -0
 
    	
        genChannelDrop.m
    ADDED
    
    | 
         @@ -0,0 +1,77 @@ 
     | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
| 
         | 
|
| 1 | 
         
            +
            function [H, PG] = genChannelDrop(par, v, samples_per_sec)
         
     | 
| 2 | 
         
            +
             
     | 
| 3 | 
         
            +
                % Distance
         
     | 
| 4 | 
         
            +
                dist_tot = v * par.sequenceLength / samples_per_sec;
         
     | 
| 5 | 
         
            +
                samples_per_meter = 1 / (dist_tot / par.sequenceLength);
         
     | 
| 6 | 
         
            +
                
         
     | 
| 7 | 
         
            +
            %     par.l.simpar.samples_per_meter = samples_per_meter; not necessary
         
     | 
| 8 | 
         
            +
             
     | 
| 9 | 
         
            +
                % Create tracks
         
     | 
| 10 | 
         
            +
                for i = 1:par.l.no_rx
         
     | 
| 11 | 
         
            +
                    name = par.l.track(1, i).name;
         
     | 
| 12 | 
         
            +
                    par.l.track(1, i) = qd_track('linear', 1/samples_per_meter*(par.sequenceLength - 1));
         
     | 
| 13 | 
         
            +
                    par.l.track(1, i).name = name;
         
     | 
| 14 | 
         
            +
                    par.l.track(1, i).scenario = 'BERLIN_UMa_NLOS';
         
     | 
| 15 | 
         
            +
                end
         
     | 
| 16 | 
         
            +
             
     | 
| 17 | 
         
            +
                % Add random positions
         
     | 
| 18 | 
         
            +
                distances = sqrt(rand(1, par.l.no_rx)*(par.maxDistance^2 - par.minDistance^2)+par.minDistance^2);
         
     | 
| 19 | 
         
            +
                angles = (2 * rand(1, par.l.no_rx) - 1) * par.sectorAngleRad;
         
     | 
| 20 | 
         
            +
                par.l.rx_position = [cos(angles) .* distances; sin(angles) .* distances; 1.5 .* ones(1, par.l.no_rx)];
         
     | 
| 21 | 
         
            +
             
     | 
| 22 | 
         
            +
                for i = 1:par.l.no_rx
         
     | 
| 23 | 
         
            +
                    par.l.track(1, i).movement_profile = ...
         
     | 
| 24 | 
         
            +
                        [0, 1 / samples_per_meter * (par.sequenceLength - 1) / v; ...
         
     | 
| 25 | 
         
            +
                        0, 1 / samples_per_meter * (par.sequenceLength - 1)];
         
     | 
| 26 | 
         
            +
             
     | 
| 27 | 
         
            +
                    par.l.track(1, i).interpolate('time', 1/samples_per_sec);
         
     | 
| 28 | 
         
            +
                end
         
     | 
| 29 | 
         
            +
             
     | 
| 30 | 
         
            +
                %     for i=1:par.l.no_rx
         
     | 
| 31 | 
         
            +
                %         a = par.l.track(1,i).initial_position+par.l.track(1,i).positions;
         
     | 
| 32 | 
         
            +
                %         if sum(abs(atan(a(2,:)./a(1,:))) > par.sectorAngleRad)
         
     | 
| 33 | 
         
            +
                %             disp('Out of sector angle')
         
     | 
| 34 | 
         
            +
                %             i
         
     | 
| 35 | 
         
            +
                %         end
         
     | 
| 36 | 
         
            +
                %         if sum(sqrt(a(1,:).^2+a(2,:).^2) > par.maxDistance)
         
     | 
| 37 | 
         
            +
                %             disp('Out of range r')
         
     | 
| 38 | 
         
            +
                %             i
         
     | 
| 39 | 
         
            +
                %         end
         
     | 
| 40 | 
         
            +
                %     end
         
     | 
| 41 | 
         
            +
             
     | 
| 42 | 
         
            +
                % Get channel impulse reponses
         
     | 
| 43 | 
         
            +
                H_raw = par.l.get_channels();
         
     | 
| 44 | 
         
            +
             
     | 
| 45 | 
         
            +
                % Get channels in frequency domain: only consider single carrier
         
     | 
| 46 | 
         
            +
                H = zeros(1, par.l.no_rx, par.l.tx_array.no_elements, par.sequenceLength);
         
     | 
| 47 | 
         
            +
             
     | 
| 48 | 
         
            +
                PG = zeros(1, par.l.no_rx);
         
     | 
| 49 | 
         
            +
             
     | 
| 50 | 
         
            +
                for k = 1:par.l.no_rx
         
     | 
| 51 | 
         
            +
                    h = squeeze(H_raw(k).fr(par.bandwidth, 1, 1:par.sequenceLength));
         
     | 
| 52 | 
         
            +
             
     | 
| 53 | 
         
            +
                    pg = sqrt(10.^(0.1 * H_raw(k).par.pg_parset));
         
     | 
| 54 | 
         
            +
                    h = h / pg;
         
     | 
| 55 | 
         
            +
             
     | 
| 56 | 
         
            +
            %         Visualize channels
         
     | 
| 57 | 
         
            +
            %         figure
         
     | 
| 58 | 
         
            +
            %         surf(real(h), 'EdgeColor', 'None');
         
     | 
| 59 | 
         
            +
            %         view(2)
         
     | 
| 60 | 
         
            +
            %         title('Real part CSI sample sequence')
         
     | 
| 61 | 
         
            +
            %         xlabel('shapshots')
         
     | 
| 62 | 
         
            +
            %         ylabel('BS antennas')
         
     | 
| 63 | 
         
            +
             
     | 
| 64 | 
         
            +
                    %         figure
         
     | 
| 65 | 
         
            +
                    %         surf(imag(h));
         
     | 
| 66 | 
         
            +
                    %         view(2)
         
     | 
| 67 | 
         
            +
                    %         title('Imag part CSI sample sequence')
         
     | 
| 68 | 
         
            +
                    %         xlabel('n shapshots')
         
     | 
| 69 | 
         
            +
                    %         ylabel('BS antennas')
         
     | 
| 70 | 
         
            +
             
     | 
| 71 | 
         
            +
             
     | 
| 72 | 
         
            +
                    H(1, k, :, :) = single(h);
         
     | 
| 73 | 
         
            +
                    PG(1, k) = single(pg);
         
     | 
| 74 | 
         
            +
                end
         
     | 
| 75 | 
         
            +
                H = {H};
         
     | 
| 76 | 
         
            +
                PG = {PG};
         
     | 
| 77 | 
         
            +
            end
         
     | 
    	
        generate.m
    ADDED
    
    | 
         @@ -0,0 +1,120 @@ 
     | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
| 
         | 
|
| 1 | 
         
            +
            close all
         
     | 
| 2 | 
         
            +
            clear
         
     | 
| 3 | 
         
            +
             
     | 
| 4 | 
         
            +
            rng(27)
         
     | 
| 5 | 
         
            +
            %%
         
     | 
| 6 | 
         
            +
             
     | 
| 7 | 
         
            +
            % numDrops \times K = 32K
         
     | 
| 8 | 
         
            +
             
     | 
| 9 | 
         
            +
            numDrops = 1500; % Number of random user drops to simulate
         
     | 
| 10 | 
         
            +
            sequenceLength = 20; % Number of snapshots for each track
         
     | 
| 11 | 
         
            +
             
     | 
| 12 | 
         
            +
            K = 100; % Number of users
         
     | 
| 13 | 
         
            +
             
     | 
| 14 | 
         
            +
            centerFrequency = 2.6e9;
         
     | 
| 15 | 
         
            +
            bandwidth = 20e6;
         
     | 
| 16 | 
         
            +
             
     | 
| 17 | 
         
            +
            antennaHeight = 25; % Antenna height of the BS station in m
         
     | 
| 18 | 
         
            +
            antennaSpacing = 1 / 2; % Antenna spacing in multiples of the wavelength
         
     | 
| 19 | 
         
            +
            M_V = 8; % Number of vertical antenna elements
         
     | 
| 20 | 
         
            +
            M_H = 4; % Number of horizontal antenna elements
         
     | 
| 21 | 
         
            +
             
     | 
| 22 | 
         
            +
            minDistance = 50;
         
     | 
| 23 | 
         
            +
            maxDistance = 150;
         
     | 
| 24 | 
         
            +
            userHeight = 1.5;
         
     | 
| 25 | 
         
            +
            sectorAngle = 60;
         
     | 
| 26 | 
         
            +
            sectorAngleRad = sectorAngle / 180 * pi;
         
     | 
| 27 | 
         
            +
             
     | 
| 28 | 
         
            +
             
     | 
| 29 | 
         
            +
            %% Scenario
         
     | 
| 30 | 
         
            +
            s = qd_simulation_parameters;
         
     | 
| 31 | 
         
            +
            s.center_frequency = centerFrequency;
         
     | 
| 32 | 
         
            +
            s.use_absolute_delays = 1; % Include delay of the LOS path
         
     | 
| 33 | 
         
            +
            s.show_progress_bars = 0;
         
     | 
| 34 | 
         
            +
            lambda = s.speed_of_light / centerFrequency;
         
     | 
| 35 | 
         
            +
            %% Layout
         
     | 
| 36 | 
         
            +
            l = qd_layout(s);
         
     | 
| 37 | 
         
            +
             
     | 
| 38 | 
         
            +
            % Base station
         
     | 
| 39 | 
         
            +
            l.no_tx = 1;
         
     | 
| 40 | 
         
            +
            l.tx_position(3) = antennaHeight;
         
     | 
| 41 | 
         
            +
            % l.tx_array = qd_arrayant('3gpp-3d', M_V, M_H, centerFrequency, 3, 0, antennaSpacing);
         
     | 
| 42 | 
         
            +
            l.tx_array = qd_arrayant('3gpp-3d', M_V, M_H, centerFrequency);
         
     | 
| 43 | 
         
            +
             
     | 
| 44 | 
         
            +
            % for n = 1:M_V
         
     | 
| 45 | 
         
            +
            %     for nn = 1:M_H
         
     | 
| 46 | 
         
            +
            %         indeces = (n - 1) * M_H + nn;
         
     | 
| 47 | 
         
            +
            %         l.tx_array.element_position(1, indeces) = ...
         
     | 
| 48 | 
         
            +
            %             (nn) * antennaSpacing * lambda - lambda / 4 - M_V / 2 * antennaSpacing * lambda;
         
     | 
| 49 | 
         
            +
            %         
         
     | 
| 50 | 
         
            +
            %         
         
     | 
| 51 | 
         
            +
            %         l.tx_array.element_position(2, indeces) = 0;
         
     | 
| 52 | 
         
            +
            %         l.tx_array.element_position(3, indeces) = ...
         
     | 
| 53 | 
         
            +
            %             (n) * antennaSpacing * lambda - lambda / 4 - M_H / 2 * antennaSpacing * lambda + antennaHeight;
         
     | 
| 54 | 
         
            +
            %         
         
     | 
| 55 | 
         
            +
            %         
         
     | 
| 56 | 
         
            +
            %     end
         
     | 
| 57 | 
         
            +
            % end
         
     | 
| 58 | 
         
            +
             
     | 
| 59 | 
         
            +
            % Users
         
     | 
| 60 | 
         
            +
            l.no_rx = K;
         
     | 
| 61 | 
         
            +
            l.rx_array = qd_arrayant('omni');
         
     | 
| 62 | 
         
            +
             
     | 
| 63 | 
         
            +
            l.set_scenario('BERLIN_UMa_NLOS');
         
     | 
| 64 | 
         
            +
             
     | 
| 65 | 
         
            +
             
     | 
| 66 | 
         
            +
            %% Create struct to store parameters
         
     | 
| 67 | 
         
            +
            par.minDistance = minDistance;
         
     | 
| 68 | 
         
            +
            par.maxDistance = maxDistance;
         
     | 
| 69 | 
         
            +
            par.sectorAngleRad = sectorAngleRad;
         
     | 
| 70 | 
         
            +
            par.bandwidth = bandwidth;
         
     | 
| 71 | 
         
            +
            par.sequenceLength = sequenceLength;
         
     | 
| 72 | 
         
            +
            par.s = s;
         
     | 
| 73 | 
         
            +
             
     | 
| 74 | 
         
            +
            params = cell(1, numDrops);
         
     | 
| 75 | 
         
            +
            for n = 1:numDrops
         
     | 
| 76 | 
         
            +
                params{1, n} = par;
         
     | 
| 77 | 
         
            +
                params{1, n}.l = l.copy;
         
     | 
| 78 | 
         
            +
            end
         
     | 
| 79 | 
         
            +
             
     | 
| 80 | 
         
            +
             
     | 
| 81 | 
         
            +
            h = cell(1, numDrops);
         
     | 
| 82 | 
         
            +
            pg = cell(1, numDrops);
         
     | 
| 83 | 
         
            +
            velocity_ms = cell(1, numDrops);
         
     | 
| 84 | 
         
            +
             
     | 
| 85 | 
         
            +
            %% Generate tracks
         
     | 
| 86 | 
         
            +
             
     | 
| 87 | 
         
            +
            Ts = 0.5e-3; % slot time
         
     | 
| 88 | 
         
            +
            fs = 1/Ts;
         
     | 
| 89 | 
         
            +
             
     | 
| 90 | 
         
            +
            Tsym = 33.33e-6; % considering that a slot contains 14 symbols
         
     | 
| 91 | 
         
            +
             
     | 
| 92 | 
         
            +
            for n = 1:numDrops
         
     | 
| 93 | 
         
            +
                
         
     | 
| 94 | 
         
            +
                n
         
     | 
| 95 | 
         
            +
             
     | 
| 96 | 
         
            +
                v = raylrnd(8);
         
     | 
| 97 | 
         
            +
            %     doppler = v/lambda % Hz
         
     | 
| 98 | 
         
            +
            %     norm_doppler = v/lambda * Tsym;
         
     | 
| 99 | 
         
            +
                velocity_ms(1, n) = {v};
         
     | 
| 100 | 
         
            +
                
         
     | 
| 101 | 
         
            +
                [h(1, n), pg(1, n)] = genChannelDrop(params{1, n}, v, fs);
         
     | 
| 102 | 
         
            +
            end
         
     | 
| 103 | 
         
            +
             
     | 
| 104 | 
         
            +
            %% Save HDF5
         
     | 
| 105 | 
         
            +
            H = cell2mat(h');
         
     | 
| 106 | 
         
            +
            H_r = real(H);
         
     | 
| 107 | 
         
            +
            H_i = imag(H);
         
     | 
| 108 | 
         
            +
             
     | 
| 109 | 
         
            +
            clear h
         
     | 
| 110 | 
         
            +
            hdf5write('./channels.hdf5', 'H_r', H_r, 'H_i', H_i)
         
     | 
| 111 | 
         
            +
             
     | 
| 112 | 
         
            +
            PG = cell2mat(pg');
         
     | 
| 113 | 
         
            +
            clear pg
         
     | 
| 114 | 
         
            +
            hdf5write('./pgs.hdf5', 'PG', PG)
         
     | 
| 115 | 
         
            +
             
     | 
| 116 | 
         
            +
            VELOCITY_MS = cell2mat(velocity_ms);
         
     | 
| 117 | 
         
            +
            clear velocity_ms
         
     | 
| 118 | 
         
            +
            hdf5write('./velocity_ms.hdf5', 'VELOCITY_MS', VELOCITY_MS)
         
     | 
| 119 | 
         
            +
             
     | 
| 120 | 
         
            +
             
     |