{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Robust estimation\n",
"In this notebook we will explore signal processing using low-rank matrix completion and the effects of really nasty noise on the estimation of LTI models. α-Sub Gaussian noise is both highly impulsive and correlated in time, making it the perfect candidate to corrupt our measurement signals with. This kind of noise is common in shallow seawater as the common snapping shrimp produces noise with approximately this distribution. After having experimented with simulated data for a while, we'll have a go at an audio sample containing a dolphin whistle masked by real snapping-shrimp noise."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start by generating some signals and some noise so that we can see how our methods work when we know the correct answer."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m new project at `~/repos/julia_examples`\n"
]
}
],
"source": [
"using Pkg\n",
"Pkg.activate(@__DIR__())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"using ControlSystemIdentification, ControlSystemsBase, AlphaStableDistributions, DSP, TotalLeastSquares, Plots, Statistics, Random\n",
"default(show=false)\n",
"Random.seed!(0)\n",
"N = 10_000 # Number of samples\n",
"f = 100_000 # Sampling frequency\n",
"t = LinRange(0,N/f,N) # Time vector\n",
"\n",
"F = [2000, 8000, 10000, 15000, 25000] # Vector of frequencies that make up the signal\n",
"na = 2length(F) # The order of AR models we're going to fit. Two poles per frequency peak in the spectrum are required.\n",
"y = sum(sin.(2π*f .* t) for f in F); # The clean signal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below, we draw a sample from the `AlphaSubGaussian` distribution with default parameters and plot this noise together with the clean signal."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"e = rand(AlphaSubGaussian(n=N))\n",
"e ./= std(e)\n",
"plot([y e], lab=[\"y\" \"e\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, the noise is highly impulsive. Impulses are characterized by a flat spectrum, they are thus likely to mask interesting frequencies no matter where they appear.\n",
"\n",
"Next, we estimate AR models using [ControlSystemIdentification.jl](https://github.com/baggepinnen/ControlSystemIdentification.jl) in a number of different ways and plot their spectra. We do this for several different intensities of the noise."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"σ = 0.0001\n",
"σ = 0.00031622776601683794\n",
"σ = 0.001\n",
"σ = 0.0031622776601683794\n",
"σ = 0.01\n",
"σ = 0.03162277660168379\n",
"σ = 0.1\n",
"σ = 0.31622776601683794\n",
"σ = 1.0\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"σvec = exp10.(LinRange(-4, 0, 9)) # Vector of noise intensities\n",
"figs = map(σvec) do σ\n",
" @show σ\n",
" yn = y + σ*e # Form the noisy signal\n",
" dn = iddata(yn,1/f)\n",
"\n",
" P = welch_pgram(yn, fs=f) # Estimate Welch spectrum\n",
" freqs = Vector(P.freq)\n",
" fig = plot(freqs, .√P.power, yscale=:log10, lab=\"Welch spectrum\", title=\"Noise: $(round(σ, sigdigits=2))\", alpha=0.6)\n",
" vline!(F, l=(:red, :dash, 0.4), lab=\"True frequencies\")\n",
"\n",
" Gls = ar(dn, na)\n",
" b = bodev(Gls, 2pi .* freqs)[1]\n",
" plot!(freqs, b./N, lab=\"LS\", c=:orange)\n",
"\n",
" yf = lowrankfilter(yn, 80)\n",
" df = iddata(yf,1/f)\n",
"\n",
" Gtls = ar(df, na, estimator=tls)\n",
" b = bodev(Gtls, 2pi .* freqs)[1]\n",
" plot!(freqs, b./N, lab=\"TLS*\", c=:magenta)\n",
"\n",
" robust = (A,y)->TotalLeastSquares.rtls(A,y,iters=400, tol=2e-6)\n",
" Grtls = ar(df, na, estimator=robust)\n",
" b = bodev(Grtls, 2pi .* freqs)[1]\n",
" plot!(freqs, b./N, lab=\"RTLS*\", c=:green)\n",
"\n",
" fig\n",
"end\n",
"plot(figs..., size=(1200,600))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, the standard least-squares `ls` estimate does not model the signal very well. Total least-squares `tls` does a better job, and robust estimates using robust total least squares `rtls` does even better. Notice also the line `yn = lowrankfilter(yn, 50)`. This filters the signal by forming a lag-embedding `H` and estimating a separation of the embedding matrix into a low-rank matrix and a sparse noise matrix `H = L + S`. You can try removing this line and see how the performance degrades."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This [`lowrankfilter`](https://github.com/baggepinnen/TotalLeastSquares.jl#time-series-filtering) is actually really neat, we can see how well it removes the noise from the signal as a function of the embedding dimension `n`:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9999729479541196"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yn = y + e # Form the noisy signal\n",
"e0 = ControlSystemIdentification.rms(y-yn) # This is the error without filtering"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"nvec = round.(Int, exp10.(LinRange(1, 2.8, 12)))\n",
"fits = map(nvec) do n\n",
" yh = lowrankfilter(yn, n, tol=1e-3)\n",
" ControlSystemIdentification.rms(y-yh)\n",
"end;"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter(nvec,fits, ylabel=\"RMS error\", xlabel=\"Embedding dim\", lab=\"Filtered errors\")\n",
"hline!([e0], lab=\"Unfiltered\", ylims=(0,Inf))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the error goes down rapidly in the beginning. One period of the smallest frequency must fit comfortably within the embedding vector, for our signal, this will be "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"50.0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f/minimum(F)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also visualize the signals"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yh = lowrankfilter(yn, 200)\n",
"\n",
"maxind = findmax(abs.(yn))[2]\n",
"plotinds = max(1,maxind-100):min(N, maxind+100)\n",
"plot([y yn yh][plotinds,:], lab=[\"Clean\" \"Noisy\" \"Filtered\"], alpha=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We chose a small number of indices to plot, centered around the peak noise value. There should be very little difference between the clean signal and the filtered signal, while the noisy signal can deviate dramatically.\n",
"\n",
"Te increased performance is, however, not for free. Increasing the dimension of the lag embedding causes the computation time to grow roughly as $\\mathcal{O}(n^{1.5})$, let's have a look"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"nvec = round.(Int, exp10.(LinRange(1, 3, 12)))\n",
"times = map(nvec) do n\n",
" @elapsed lowrankfilter(yn, n, tol=1e-3)\n",
"end;"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fit[2] = 1.4290204474209227\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A = log.(nvec).^((0:1)')\n",
"fit = (A\\log.(times))\n",
"@show fit[2]\n",
"plot(nvec, times, xscale=:log10, yscale=:log10, ylabel=\"Execution time\", xlabel=\"Embedding dim\")\n",
"plot!(nvec, exp.(A*fit), lab=\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's have a look at some real-life data. We load a 1-second audio clip containing a dolphin whistle masked by snapping-shrimp noise."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Info: Precompiling LPVSpectral [26dcc766-85df-5edc-b560-6076d5dbac63]\n",
"└ @ Base loading.jl:1664\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using WAV, LPVSpectral, Plots.PlotMeasures, TotalLeastSquares\n",
"wavwrite_normalized(y,fs,p) = wavwrite(0.05*y./quantile(y,0.4), fs, p)\n",
"yn,fs = wavread(\"dolphin.wav\");\n",
"yn = Float32.(yn[:] ./ std(yn))\n",
"plot(LinRange(0,1,length(yn)), yn, xlabel=\"Time [s]\", title=\"Audio containing a dolphin whistle\", lab=\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Can you spot the whistle?\n",
"\n",
"In order to make sure our filtering does not just solve a trivial problem, we compare the filtering to a heuristic method, simply thresholding large values."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 cost: 0.7456\n",
"2 cost: 0.2961\n",
"3 cost: 0.1467\n",
"4 cost: 0.07527\n",
"5 cost: 0.04194\n",
"6 cost: 0.02522\n",
"7 cost: 0.0154\n",
"8 cost: 0.009224\n",
"converged\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yth = clamp.(yn,-1,1) # Thresholding at ± 1\n",
"yf = lowrankfilter(yn,1200, tol=1e-2,lag=50, verbose=true) # Filtered signal, this might take some time\n",
"\n",
"MSs = melspectrogram(yn, 1024, fs=fs, fmin=1500)\n",
"MSf = melspectrogram(yf, 1024, fs=fs, fmin=1500)\n",
"MSth = melspectrogram(yth, 1024, fs=fs, fmin=1500)\n",
"plot(layout=4, margin=10mm, size=(800, 500))\n",
"plot!(MSs, subplot=1, colorbar=false, title=\"Mel Spectrogram Signal\")\n",
"plot!(MSf, subplot=2, colorbar=false, title=\"Mel Spectrogram Filtered\")\n",
"plot!(MSth, subplot=3, colorbar=false, title=\"Mel Spectrogram Th\")\n",
"plot!(range(0, step=1/fs, length=length(yn)), [yn yf], subplot=4, lab=[\"Signal\" \"Filtered\"], title=\"Dolphin recording\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The filtering seems to have worked, the dolphin whistle appearing at around 10kHz is much clearer in the filtered spectrogram compared to in the unfiltered spectrogram. It is also appears much clearer in the heuristically thresholded spectrogram.\n",
"\n",
"To make it easier to visually asses the performance, we plot standard Welch periodograms of the signals:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"image/svg+xml": "\n\n",
"text/html": [
"\n",
"\n"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"MSs = welch_pgram(yn, 1024, fs=fs)\n",
"MSf = welch_pgram(yf, 1024, fs=fs)\n",
"MSth = welch_pgram(yth, 1024, fs=fs)\n",
"plot(layout=1, xlabel=\"Frequency [Hz]\", title=\"Peak-normalized Welch Periodogram\", \n",
" yscale=:log10, xscale=:log10, xlims=(exp10(2.7),Inf))\n",
"plot!(MSs.freq[2:end], MSs.power[2:end] ./maximum(MSs.power), lab=\"Signal\")\n",
"plot!(MSf.freq[2:end], MSf.power[2:end] ./maximum(MSf.power), alpha=0.8, lab=\"Low rank filtered\")\n",
"plot!(MSth.freq[2:end], MSth.power[2:end]./maximum(MSth.power), alpha=0.6, lab=\"Thresholded\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The periodograms above are all normalized such that the peak value is 1 to make it easier to see how well they suppress frequencies outside the dolphin whistle.\n",
"\n",
"We see that the low-rank filtering removes all the high-frequency content that is introduced by the impulsive noise. The heuristic method actually introduce some additional high-frequency noise at the very highest frequencies. This is expected due to the thresholding operation which is nonlinear."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Signal processing using low-rank matrix completion\n",
"As mentioned above, the low-rank filter is forming a lag-embedding `H` and decomposes this matrix into a low-rank matrix and a sparse noise matrix `H = L + S`. This procedure is sometimes referred to as Robust PCA, and can, in addition to handling outliers, be used to impute missing data in matrices or time-series. The `lowrankfilter` and the underlysing `rpca` are implemented in [TotalLeastSquares.jl](https://github.com/baggepinnen/TotalLeastSquares.jl).\n",
"\n",
"That was all for today, happy robust filtering and estimation!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.8.2",
"language": "julia",
"name": "julia-1.8"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.8.2"
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},
"nbformat": 4,
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}