Skill v1.0.1
currentAutomated scan100/100+3 new
version: "1.0.1" name: matlab-add-awgn description: "Read BEFORE writing any code that adds Additive White Gaussian Noise (AWGN) to signals and converts between SNR, Eb/No, Es/No, and per-subcarrier SNR for communications simulations, using awgn(), convertSNR(), berawgn(). The default MATLAB patterns for AWGN (e.g., 'measured' option, manual SNR formulas) produce subtly incorrect results. This skill specifies the correct calling conventions, required function usage, and critical anti-patterns that must be avoided." license: MathWorks BSD-3-Clause metadata: author: MathWorks version: "1.1"
AWGN & SNR Management
Add white Gaussian noise to signals and convert between SNR definitions (SNR, Eb/No, Es/No, per-subcarrier SNR) for communications system simulations.
When to Use
- Adding noise to a signal in a link simulation
- Converting between Eb/No, Es/No, SNR, or per-subcarrier SNR
- Setting up the correct SNR for a coded, oversampled, or OFDM system
- Obtaining noise variance to pass to a soft-decision demodulator
When NOT to Use
- Configuring fading channels (delay profile, Doppler, antenna arrays)
Must-Follow Rules
- NEVER pass `'measured'` to `awgn` — Always pass explicit signal power as the third argument. For unit-power signals use
0; otherwise compute power withmean(abs(x).^2)and convert to dBW:10*log10(sigPow). The'measured'option computes instantaneous power internally, which gives incorrect noise levels after fading channels and obscures the power assumption. Even in AWGN-only scenarios, explicit power is required for correctness and clarity. - Use `UnitAveragePower=true` when signal power doesn't matter — This is the simplest path: signal power = 0 dBW, so
awgn(x, snr, 0)is exact. If the user needs original constellation scaling (e.g., PA modeling, hardware-in-the-loop), do NOT useUnitAveragePower=true— use the default modulator, compute the actual average power withmean(abs(x).^2), and pass it explicitly:awgn(x, snr, sigPowdBW). - Use `convertSNR` for all conversions — NEVER compute SNR/Eb/No/Es/No formulas manually — Even when the formula is simple, always use
convertSNR. Manual formulas are error-prone for edge cases (oversampling, subcarrier loading) and bypass the toolbox's validated implementation. Anti-pattern:snr = ebno + 10*log10(bitsPerSymbol * codeRate). Correct:convertSNR(ebno, "ebno", "snr", BitsPerSymbol=6, CodingRate=3/4). - Distinguish wideband SNR and per-subcarrier SNR in OFDM systems — Eb/No is a per-subcarrier quantity. To go from Eb/No to the wideband SNR that
awgnneeds, use two steps: (1)convertSNR(ebno, "ebno", "snr", BitsPerSymbol=..., CodingRate=...)gives the SNR per subcarrier, (2)convertSNR(snrsc, "snrsc", "snr", FFTLength=..., NumActiveSubcarriers=...)gives the wideband SNR forawgn. Directebno→snrscis not supported and throws an error. Caveat: If the user asks for per-subcarrier SNR only, step 1 alone is the complete answer — do NOT apply step 2. Applying the FFTLength/NumActiveSubcarriers correction to a per-subcarrier value gives the wideband SNR, which is a different (lower) quantity. Note: The"snrsc"mode requires R2023b or later. For R2022a–R2023a, compute wideband SNR manually:snr_wideband = snr_per_sc - 10*log10(FFTLength/NumActiveSubcarriers). - Capture noise variance for soft demodulation — Use
[y, nVar] = awgn(...)and passnVarto the demodulator viaNoiseVariance=nVar.
Critical Anti-Patterns — NEVER Do These
NEVER use 'measured' with awgn
% WRONG — never generate thisrxSignal = awgn(txSignal, snrdB, 'measured');% CORRECT for unit-power signals (UnitAveragePower=true)rxSignal = awgn(txSignal, snrdB, 0);% CORRECT for non-unit-power signalssigPow = mean(abs(txSignal).^2);rxSignal = awgn(txSignal, snrdB, 10*log10(sigPow));
NEVER compute SNR conversions manually
% WRONG — never generate manual formulas like theseSNR_dB = EbNo_dB + 10*log10(k * codeRate);SNR_dB = EbNo_dB + 10*log10(k * codeRate) - 10*log10(oversamplingFactor);EsNo = EbNo + 10*log10(bitsPerSymbol);% CORRECT — always use convertSNRsnrDb = convertSNR(ebnoDb, "ebno", "snr", BitsPerSymbol=6, CodingRate=3/4);snrDb = convertSNR(ebnoDb, "ebno", "snr", BitsPerSymbol=6, CodingRate=3/4, SamplesPerSymbol=4);esnoDb = convertSNR(ebnoDb, "ebno", "esno", BitsPerSymbol=6);
Key Functions
| Function | Purpose | |
|---|---|---|
awgn | Add AWGN to a signal at a specified SNR | |
convertSNR | Convert between ebno, esno, snr, and snrsc | |
berawgn | Theoretical BER over AWGN for standard modulations (PSK, QAM, FSK, DPSK, PAM) |
Gotchas
Why 'measured' is banned (background)
Thermal noise in a receiver is dominated by the noise figure and bandwidth — it does not change when the signal fades. The 'measured' option in awgn computes instantaneous signal power and scales noise to match, which artificially keeps the instantaneous SNR constant through fades. It also hides the power assumption, making code harder to verify. Always pass explicit power instead.
% WRONG after fading: Noise tracks fading — instantaneous SNR stays constantrxFaded = fadingChannel(txSig);rxNoisy = awgn(rxFaded, snr, 'measured');% CORRECT: Compute signal power before fading, pass explicitlysigPow = mean(abs(txSig).^2);sigPowdBW = 10*log10(sigPow);rxFaded = fadingChannel(txSig);rxNoisy = awgn(rxFaded, snr, sigPowdBW);% SIMPLEST: Use unit-power signal, then 0 dBW is exacttxSig = qammod(data, M, UnitAveragePower=true); % power = 0 dBWrxFaded = fadingChannel(txSig);rxNoisy = awgn(rxFaded, snr, 0);
awgn default assumes 0 dBW signal power
Calling awgn(x, snr) without a third argument assumes the signal has 0 dBW (1W) average power. This is only correct if the signal actually has unit average power. For non-normalized signals, compute the actual power and pass it explicitly.
ebno↔snrsc conversion is not supported
convertSNR supports these paths:
| From | To | Supported | Notes | |
|---|---|---|---|---|
ebno | snr | Yes | For OFDM: gives SNR per subcarrier (not wideband) | |
ebno | esno | Yes | ||
esno | snr | Yes | ||
snr | snrsc | Yes | "snr" = wideband SNR, "snrsc" = per-subcarrier | |
ebno | snrsc | No | Throws error. Use two-step: ebno→"snr" then "snrsc"→"snr" | |
esno | snrsc | No | Throws error. Same two-step path required | |
snrsc | ebno | No | Use two-step: "snrsc"→"snr" then "snr"→"ebno" | |
snrsc | esno | No | Use two-step: "snrsc"→"snr" then "snr"→"esno" |
Fading channel path gain normalization
The awgn(rxFaded, snr, 0) pattern assumes the fading channel preserves average signal power. This is true when NormalizePathGains=true (the default for comm.RayleighChannel and comm.RicianChannel). If NormalizePathGains is false, the channel applies its actual path gains and the average received power shifts — you must account for this in the power argument to awgn.
% NormalizePathGains=true (default): pre-fading power is correctchan = comm.RayleighChannel(NormalizePathGains=true, ...);rxFaded = chan(txSig);rxNoisy = awgn(rxFaded, snr, 0); % 0 dBW is still correct% NormalizePathGains=false: adjust for average path gainchan = comm.RayleighChannel(NormalizePathGains=false, ...AveragePathGains=[0 -3 -6], ...);avgGaindB = 10*log10(sum(10.^(chan.AveragePathGains/10)));rxFaded = chan(txSig);rxNoisy = awgn(rxFaded, snr, avgGaindB); % account for channel gain
Noise variance is total, not per-component
The second output of awgn is the total noise variance. For complex signals, the per-component (I or Q) variance is half this value:
[y, nVar] = awgn(x, snr, 0);% nVar = total noise variance% nVar/2 = per-component (I or Q) variance
berawgn takes Eb/No, not SNR
If you have SNR, convert to Eb/No first:
ebno = convertSNR(snr, "snr", "ebno", BitsPerSymbol=log2(M));ber = berawgn(ebno, 'qam', M);
Patterns
Add AWGN to a unit-power signal
M = 16;data = randi([0 M-1], 1000, 1);txSig = qammod(data, M, UnitAveragePower=true);snrdB = 15;[rxSig, noiseVar] = awgn(txSig, snrdB, 0);
Convert Eb/No to SNR for a coded system
M = 64; % 64-QAMbitsPerSymbol = log2(M); % 6codeRate = 3/4; % LDPC code ratesamplesPerSymbol = 4; % Pulse shaping oversamplingebnoDb = 10;snrDb = convertSNR(ebnoDb, "ebno", "snr", ...BitsPerSymbol=bitsPerSymbol, ...CodingRate=codeRate, ...SamplesPerSymbol=samplesPerSymbol);
OFDM conversion: Eb/No → per-subcarrier SNR → wideband SNR
In the OFDM context, convertSNR(ebno, "ebno", "snr") returns the SNR per subcarrier (not wideband SNR). To get the wideband SNR needed by awgn, convert from "snrsc" to "snr".
M = 64;bitsPerSymbol = log2(M);codeRate = 3/4;fftLen = 256;numActiveSC = 200;ebnoDb = 10;% Step 1: Eb/No → per-subcarrier SNRsnrscDb = convertSNR(ebnoDb, "ebno", "snr", ...BitsPerSymbol=bitsPerSymbol, ...CodingRate=codeRate);% Step 2: Per-subcarrier SNR → wideband SNR (for awgn)snrWbDb = convertSNR(snrscDb, "snrsc", "snr", ...FFTLength=fftLen, ...NumActiveSubcarriers=numActiveSC);
Capture noise variance for soft-decision demodulation
M = 16;data = randi([0 M-1], 1000, 1);txSig = qammod(data, M, UnitAveragePower=true);snrDb = 12;[rxSig, noiseVar] = awgn(txSig, snrDb, 0);% Pass noise variance to demodulator for accurate LLR computationsoftBits = qamdemod(rxSig, M, UnitAveragePower=true, ...OutputType="llr", ...NoiseVariance=noiseVar);
After Adding Noise
- Validate against theory — Compare simulated BER to theoretical BER using
berawgn. See references/snr-conversion-guide.md. - Estimate required Eb/No — If the user asks for the Eb/No or SNR needed to achieve a target BER/BLER/FER, refer to the "Estimate required Eb/No" section in references/snr-conversion-guide.md.
- Visualize the noisy signal — Use
scatterplotorcomm.ConstellationDiagramto inspect the received constellation. - Measure EVM — Use
comm.EVMto quantify signal degradation from noise.
References
| Load when... | Reference | |
|---|---|---|
Need theoretical BER curves, conversion formulas, berawgn usage, or common system examples | references/snr-conversion-guide.md |
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