802.11ah Packet Error Rate Simulation for 2x2 TGah Channel
This example shows how to measure the packet error rate of an IEEE® 802.11ah™ S1G short preamble link using an end-to-end simulation with a fading TGah indoor channel model and additive white Gaussian noise.
In this example an end-to-end simulation is used to determine the packet error rate for an 802.11ah [ 1 ] S1G short preamble link with a fading channel at a selection of SNR points. For each SNR point multiple packets are transmitted through a channel, demodulated and the PSDUs recovered. The PSDUs are compared to those transmitted to determine the number of packet errors and hence the packet error rate. The processing for each packet is summarized in the following diagram.
This example simulates the S1G-Short format with no impairment correction apart from channel estimation and equalization. The received signal is synchronized to the start of the packet by compensating for a known delay and the default OFDM demodulation symbol sampling offset. No frequency synchronization is performed. For information on how to automatically detect and synchronize to the received signal, see these examples for 802.11n™ and 802.11ac™.
This example also demonstrates how a
parfor loop can be used instead of the
for loop when simulating each SNR point to speed up a simulation.
parfor as part of the Parallel Computing Toolbox™, executes processing for each SNR in parallel to reduce the total simulation time.
A single-user 802.11ah S1G short preamble transmission is simulated in this example. An S1G format configuration object contains the format specific configuration of the transmission. The object is created using the
wlanS1GConfig function. The properties of the object contain the configuration. In this example the object is configured for a 2 MHz channel bandwidth, short preamble, 2 transmit antennas, 2 space-time streams, 256 bytes payload, and 64-QAM rate-5/6 (MCS 7).
% Create S1G configuration object for single user S1G short preamble % transmission with 2 transmit antennas and 2 space-time streams cfgS1G = wlanS1GConfig; cfgS1G.ChannelBandwidth = 'CBW2'; % 2 MHz channel bandwidth cfgS1G.Preamble = 'Short'; % Short preamble cfgS1G.NumTransmitAntennas = 2; % 2 transmit antennas cfgS1G.NumSpaceTimeStreams = 2; % 2 space-time streams cfgS1G.APEPLength = 256; % APEP length in bytes cfgS1G.MCS = 7; % 64-QAM rate-5/6
In this example a TGah N-LOS indoor channel model is used with delay profile Model-B. For Model-B, when the distance between transmitter and receiver is greater than or equal to 5 meters, the model is NLOS. This is described further in
wlanTGahChannel. A 2x2 MIMO channel is simulated in this example therefore 2 receive antennas are specified.
% Create and configure the TGah channel tgahChannel = wlanTGahChannel; tgahChannel.DelayProfile = 'Model-B'; tgahChannel.NumTransmitAntennas = cfgS1G.NumTransmitAntennas; tgahChannel.NumReceiveAntennas = 2; tgahChannel.TransmitReceiveDistance = 5; % Distance in meters for NLOS tgahChannel.ChannelBandwidth = cfgS1G.ChannelBandwidth; tgahChannel.LargeScaleFadingEffect = 'None'; tgahChannel.NormalizeChannelOutputs = false;
For each SNR point in the vector
snr a number of packets are generated, passed through a channel and demodulated to determine the packet error rate.
snr = 25:10:45;
The number of packets tested at each SNR point is controlled by two parameters:
maxNumErrorsis the maximum number of packet errors simulated at each SNR point. When the number of packet errors reaches this limit, the simulation at this SNR point is complete.
maxNumPacketsis the maximum number of packets simulated at each SNR point and limits the length of the simulation if the packet error limit is not reached.
The numbers chosen in this example will lead to a very short simulation. For meaningful results we recommend increasing the numbers.
maxNumErrors = 1e2; % The maximum number of packet errors at an SNR point maxNumPackets = 1e3; % The maximum number of packets at an SNR point
Set the remaining variables for the simulation.
% Indices for accessing each field within the time-domain packet fieldInd = wlanFieldIndices(cfgS1G); % OFDM information ofdmInfo = wlanS1GOFDMInfo('S1G-Data',cfgS1G); % Set the sampling rate of the channel tgahChannel.SampleRate = wlanSampleRate(cfgS1G); if ~strcmp(packetFormat(cfgS1G),'S1G-Short') error('This example only supports the S1G-Short packet format'); end
Processing SNR Points
For each SNR point a number of packets are tested and the packet error rate calculated. At each SNR point:
Multiple data packets are transmitted through a 2x2 TGah channel with AWGN.
Each packet is time synchronized given a known delay.
The S1G-LTF1 and S1G-LTF2N fields are demodulated and channel estimation is performed.
The S1G-Data field is extracted from the synchronized received waveform and OFDM demodulated.
The data carrying subcarriers are equalized using the channel estimates.
The PSDU is recovered using the equalized data subcarriers, noise variance estimate, and channel state information (CSI).
The recovered PSDU of each packet is compared to those transmitted to determine the number of packet errors and hence the packet error rate.
parfor loop can be used to parallelize processing of the SNR points. To enable the use of parallel computing for increased speed comment out the 'for' statement and uncomment the 'parfor' statement below.
packetErrorRate = zeros(numel(snr),1); %parfor i = 1:numel(snr) % Use 'parfor' to speed up the simulation for i = 1:numel(snr) % Use 'for' to debug the simulation % Set random substream index per iteration to ensure that each % iteration uses a repeatable set of random numbers stream = RandStream('combRecursive','Seed',0); stream.Substream = i; RandStream.setGlobalStream(stream); % Account for noise energy in nulls so the SNR is defined per % active subcarrier packetSNR = snr(i)-10*log10(ofdmInfo.FFTLength/ofdmInfo.NumTones); % Loop to simulate multiple packets numPacketErrors = 0; numPkt = 1; % Index of packet transmitted while numPacketErrors<=maxNumErrors && numPkt<=maxNumPackets % Generate a packet for 802.11ah short preamble txPSDU = randi([0 1],cfgS1G.PSDULength*8,1); txWaveform = wlanWaveformGenerator(txPSDU,cfgS1G); % Add trailing zeros to allow for channel delay tx = [txWaveform; zeros(50,cfgS1G.NumTransmitAntennas)]; % Pass through fading indoor TGah channel reset(tgahChannel); % Reset channel for different realization rx = tgahChannel(tx); % Add noise rx = awgn(rx,packetSNR); % Synchronize % The received signal is synchronized to the start of the packet by % compensating for a known delay and the default OFDM demodulation % symbol sampling offset. delay = 4; rxSync = rx(delay+1:end,:); % LTF demodulation and channel estimation % Demodulate S1G-LTF1 rxLTF1 = rxSync(fieldInd.S1GLTF1(1):fieldInd.S1GLTF1(2),:); demodLTF1 = wlanS1GDemodulate(rxLTF1,'S1G-LTF1',cfgS1G); % If required, demodulate S1G-LTF2N, and perform channel estimation if cfgS1G.NumSpaceTimeStreams>1 % Use S1G-LTF1 and S1G-LTF2N for channel estimation rxLTF2N = rxSync(fieldInd.S1GLTF2N(1):fieldInd.S1GLTF2N(2),:); demodLTF2N = wlanS1GDemodulate(rxLTF2N,'S1G-LTF2N',cfgS1G); chanEst = s1gLTFChannelEstimate([demodLTF1 demodLTF2N],cfgS1G); else % Use only S1G-LTF1 for channel estimation chanEst = s1gLTFChannelEstimate(demodLTF1,cfgS1G); end % Noise variance estimate from S1G-LTF1 demodulated symbols noiseVarEst = helperNoiseEstimate(demodLTF1); % Extract S1G-Data field rxData = rxSync(fieldInd.S1GData(1):fieldInd.S1GData(2),:); % OFDM demodulation demodSym = wlanS1GDemodulate(rxData,'S1G-Data',cfgS1G); % Extract data subcarriers from demodulated symbols and channel % estimate demodDataSym = demodSym(ofdmInfo.DataIndices,:,:); chanEstData = chanEst(ofdmInfo.DataIndices,:,:); % MMSE frequency domain equalization [eqDataSym,csi] = helperSymbolEqualize(demodDataSym,chanEstData,noiseVarEst); % Recover PSDU bits rxPSDU = s1gDataBitRecover(eqDataSym,noiseVarEst,csi,cfgS1G); % Determine if any bits are in error, i.e. a packet error packetError = any(biterr(txPSDU,rxPSDU)); numPacketErrors = numPacketErrors+packetError; numPkt = numPkt+1; end % Compute PER for this SNR point packetErrorRate(i) = numPacketErrors/(numPkt-1); disp(['SNR ' num2str(snr(i))... ' completed after ' num2str(numPkt-1) ' packets,'... ' PER: ' num2str(packetErrorRate(i))]); end
SNR 25 completed after 123 packets, PER: 0.82114 SNR 35 completed after 922 packets, PER: 0.10954 SNR 45 completed after 1000 packets, PER: 0.013
Plot Packet Error Rate vs SNR Results
figure; semilogy(snr,packetErrorRate,'-ob'); grid on; xlabel('SNR (dB)'); ylabel('PER'); title(['802.11ah ' cfgS1G.Preamble ', ' num2str(cfgS1G.ChannelBandwidth(4:end)) ... 'MHz, MCS' num2str(cfgS1G.MCS) ', ' ... num2str(tgahChannel.NumTransmitAntennas) 'x' num2str(tgahChannel.NumReceiveAntennas) ... ' TGah Channel ' num2str(tgahChannel.DelayProfile)]);
The number of packets tested at each SNR point is controlled by two parameters:
maxNumPackets. For meaningful results, these values should be larger than those presented in this example. As an example, the figure below was created by running a longer simulation with
maxNumErrors = 1e3 and
maxNumPackets = 1e4, and the SNR range
snr = 20:8:60.
This example uses the following helper functions:
IEEE P802.11ah™ D5.0 IEEE Draft Standard for Information technology - Telecommunications and information exchange between systems - Local and metropolitan area networks - Specific requirements - Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications - Amendment 2: Sub 1 GHz License Exempt Operation.