{
"cells": [
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# using Pkg; Pkg.add(\"ControlSystemIdentification\"); Pkg.add(\"Optim\"); Pkg.add(\"Plots\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook, we will explore system identification of an LTI state-space model using [ControlSystemIdentification.jl](https://github.com/baggepinnen/ControlSystemIdentification.jl)\n",
"Before any identification can begin, we need to load all the relevant packages. The package Optim does the heavy lifting under the hood, and we load it to be able to s"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"using ControlSystemIdentification, ControlSystems, Optim, Plots\n",
"using Random, LinearAlgebra\n",
"using ControlSystemIdentification: newpem\n",
"default(size=(500,280))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start by creating a system to use as the subject of identification"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iter Function value Gradient norm \n",
" 0 3.752219e-01 2.846173e+00\n",
" * time: 7.390975952148438e-5\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": [
"\n",
"\n"
],
"text/html": [
"\n",
"\n"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function generate_system(nx,ny,nu)\n",
" A = randn(nx,nx)\n",
" A = A - A'\n",
" A -= 0.1I\n",
" A = exp(A)\n",
" B = randn(nx,nu)\n",
" C = randn(ny,nx)\n",
" sys = ss(A,B,C,0,1)\n",
"end\n",
"\n",
"Random.seed!(1)\n",
"T = 300 # Number of time steps\n",
"nx = 3 # Number of poles in the true system\n",
"nu = 1 # Number of control inputs\n",
"ny = 1 # Number of outputs\n",
"x0 = randn(nx) # Initial state\n",
"sim(sys,u,x0=x0) = lsim(sys, u, 1:T, x0=x0)[1] # Helper function\n",
"sys = generate_system(nx,nu,ny)\n",
"u = randn(nu,T) # Generate random input\n",
"y = sim(sys, u, x0) # Simulate system\n",
"d = iddata(y,u,1)\n",
"\n",
"sysh,opt = newpem(d, nx) # Estimate model\n",
"\n",
"yh = predict(sysh, d) # Predict using estimated model\n",
"plot([y; yh]', lab=[\"y\" \"ŷ\"]) # Plot prediction and true output, see also predplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We could also use the function `predplot` to plot the predicted output together with the measurements."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the example above, there was no noise on the measurement signal. This is of course not a realistic scenario, and we can increase the realism by simulating some measurement noise"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iter Function value Gradient norm \n",
" 0 5.206939e+01 9.417315e+01\n",
" * time: 7.295608520507812e-5\n",
" 50 2.823161e+01 6.061666e+02\n",
" * time: 0.042353153228759766\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": [
"\n",
"\n"
],
"text/html": [
"\n",
"\n"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Both noises\n",
"σu = 0.2\n",
"σy = 0.2\n",
"\n",
"sysn = generate_system(nx,ny,ny)\n",
"\n",
"u = randn(nu,T)\n",
"un = u + sim(sysn, σu*randn(size(u)),0*x0)\n",
"y = sim(sys, un, x0)\n",
"yn = y + sim(sysn, σy*randn(size(u)),0*x0)\n",
"dn = iddata(yn, un, 1)\n",
"sysh,opt = newpem(dn,nx, iterations=400)\n",
"f1 = bodeplot([sys,sysh.sys], lab=[\"True system\" \"estimated system\"])\n",
"f2 = predplot(sysh,dn)\n",
"f3 = simplot(sysh,dn)\n",
"plot(f1,f2,f3, layout=(1,3), size=(900,300))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also optimize other metrics, such as the sum of absolute errors. One can also add a regularization function:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iter Function value Gradient norm \n",
" 0 1.041061e+02 2.935336e+02\n",
" * time: 6.103515625e-5\n",
" 50 7.822966e+01 9.149926e+01\n",
" * time: 0.2074291706085205\n",
" 100 7.786358e+01 9.284712e+01\n",
" * time: 0.23303818702697754\n"
]
},
{
"data": {
"image/png": 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",
"image/svg+xml": [
"\n",
"\n"
],
"text/html": [
"\n",
"\n"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"u = randn(nu,T)\n",
"un = u + sim(sysn, σu*randn(size(u)),0*x0)\n",
"y = sim(sys, un, x0)\n",
"yn = y + sim(sysn, σy*randn(size(u)),0*x0)\n",
"d = iddata(y, u, 1)\n",
"dn = iddata(yn, un, 1)\n",
"sysh,opt = newpem(dn,nx, metric=abs, regularizer=(p, P)->(0.1/T)*norm(p), iterations=3000)\n",
"plot(predplot(sysh,d),simplot(sysh,d))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now create both test data and validation data and fit 4 different models of increasing order."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"InputOutput data of length 300 with 1 outputs and 1 inputs"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"σy = 0.5\n",
"sim(sys,u) = lsim(sys, u, 1:T)[1]\n",
"sys = tf(1,[1,2*0.1,0.1])\n",
"sysn = tf(σy,[1,2*0.1,0.3])\n",
"\n",
"# Training data\n",
"u = randn(nu,T)\n",
"un = u + 0.1randn(size(u))\n",
"y = sim(sys, u)\n",
"yn = y + sim(sysn, σy*randn(size(u)))\n",
"dn = iddata(yn, un, 1)\n",
"\n",
"# Validation data\n",
"uv = randn(nu,T)\n",
"yv = sim(sys, uv)\n",
"ynv = yv + sim(sysn, σy*randn(size(uv)))\n",
"dnv = iddata(ynv, uv, 1)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iter Function value Gradient norm \n",
" 0 3.252749e+03 9.862239e+03\n",
" * time: 6.890296936035156e-5\n",
" 50 2.166017e+02 8.595861e+02\n",
" * time: 0.03091287612915039\n",
"Iter Function value Gradient norm \n",
" 0 5.947661e+01 5.473508e+02\n",
" * time: 4.410743713378906e-5\n",
" 50 5.892303e+00 3.814770e+02\n",
" * time: 0.020408153533935547\n",
"Iter Function value Gradient norm \n",
" 0 2.451672e+02 2.157385e+04\n",
" * time: 4.100799560546875e-5\n",
" 50 1.634334e+01 8.497676e+03\n",
" * time: 0.0279541015625\n",
"Iter Function value Gradient norm \n",
" 0 1.477232e+01 7.723547e+01\n",
" * time: 4.38690185546875e-5\n",
" 50 4.040811e+00 3.030091e+01\n",
" * time: 0.031090974807739258\n"
]
},
{
"data": {
"text/plain": [
"4-element Vector{Tuple{PredictionStateSpace{Discrete{Float64}, StateSpace{Discrete{Float64}, Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}}, Vector{Float64}, Optim.MultivariateOptimizationResults{BFGS{LineSearches.InitialStatic{Float64}, LineSearches.BackTracking{Float64, Int64}, Nothing, Nothing, Flat}, Vector{Float64}, Float64, Float64, Vector{OptimizationState{Float64, BFGS{LineSearches.InitialStatic{Float64}, LineSearches.BackTracking{Float64, Int64}, Nothing, Nothing, Flat}}}, Bool, NamedTuple{(:f_limit_reached, :g_limit_reached, :h_limit_reached, :time_limit, :callback, :f_increased), NTuple{6, Bool}}}}}:\n",
" (PredictionStateSpace{Discrete{Float64}, StateSpace{Discrete{Float64}, Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}}\n",
"A = \n",
" 0.9670657208474821\n",
"B = \n",
" -0.0004164374412114029\n",
"C = \n",
" -2.4167593262889273\n",
"D = \n",
" 0.0\n",
"\n",
"Sample Time: 1.0 (seconds)\n",
"Discrete-time state-space model, [-0.040944514749169485], * Status: failure (reached maximum number of iterations)\n",
"\n",
" * Candidate solution\n",
" Final objective value: 2.166017e+02\n",
"\n",
" * Found with\n",
" Algorithm: BFGS\n",
"\n",
" * Convergence measures\n",
" |x - x'| = 3.80e-11 ≰ 0.0e+00\n",
" |x - x'|/|x'| = 1.57e-11 ≰ 0.0e+00\n",
" |f(x) - f(x')| = 2.21e-09 ≰ 1.0e-16\n",
" |f(x) - f(x')|/|f(x')| = 1.02e-11 ≰ 0.0e+00\n",
" |g(x)| = 8.60e+02 ≰ 1.0e-12\n",
"\n",
" * Work counters\n",
" Seconds run: 0 (vs limit 100)\n",
" Iterations: 50\n",
" f(x) calls: 506\n",
" ∇f(x) calls: 51\n",
")\n",
" (PredictionStateSpace{Discrete{Float64}, StateSpace{Discrete{Float64}, Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}}\n",
"A = \n",
" 0.7963016096125531 0.3269158686742356\n",
" -0.2385574675969522 0.8873845317749124\n",
"B = \n",
" -0.36974987482103927\n",
" 0.2505451148539292\n",
"C = \n",
" 2.4489005282409986 5.351530284538445\n",
"D = \n",
" 0.0\n",
"\n",
"Sample Time: 1.0 (seconds)\n",
"Discrete-time state-space model, [0.18289280793433368, -0.12418559151566994], * Status: failure (reached maximum number of iterations)\n",
"\n",
" * Candidate solution\n",
" Final objective value: 5.892303e+00\n",
"\n",
" * Found with\n",
" Algorithm: BFGS\n",
"\n",
" * Convergence measures\n",
" |x - x'| = 3.40e-11 ≰ 0.0e+00\n",
" |x - x'|/|x'| = 6.35e-12 ≰ 0.0e+00\n",
" |f(x) - f(x')| = 2.12e-10 ≰ 1.0e-16\n",
" |f(x) - f(x')|/|f(x')| = 3.61e-11 ≰ 0.0e+00\n",
" |g(x)| = 3.81e+02 ≰ 1.0e-12\n",
"\n",
" * Work counters\n",
" Seconds run: 0 (vs limit 100)\n",
" Iterations: 50\n",
" f(x) calls: 521\n",
" ∇f(x) calls: 51\n",
")\n",
" (PredictionStateSpace{Discrete{Float64}, StateSpace{Discrete{Float64}, Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}}\n",
"A = \n",
" 1.0099478050135495 -0.7043340672475571 0.0\n",
" 0.018366358326455938 0.8106598838062368 0.2503963593824119\n",
" 0.0 -0.24482325662901439 0.9416679797386908\n",
"B = \n",
" 0.28064744382478163\n",
" -0.2583276995996772\n",
" 0.2366985016459889\n",
"C = \n",
" 0.29195903655208594 3.521459951378126 5.49123028244722\n",
"D = \n",
" 0.0\n",
"\n",
"Sample Time: 1.0 (seconds)\n",
"Discrete-time state-space model, [-63.34348312735423, -1.0998183695345702, 3.902723664042919], * Status: failure (reached maximum number of iterations)\n",
"\n",
" * Candidate solution\n",
" Final objective value: 1.634334e+01\n",
"\n",
" * Found with\n",
" Algorithm: BFGS\n",
"\n",
" * Convergence measures\n",
" |x - x'| = 1.69e-10 ≰ 0.0e+00\n",
" |x - x'|/|x'| = 2.66e-12 ≰ 0.0e+00\n",
" |f(x) - f(x')| = 2.01e-09 ≰ 1.0e-16\n",
" |f(x) - f(x')|/|f(x')| = 1.23e-10 ≰ 0.0e+00\n",
" |g(x)| = 8.50e+03 ≰ 1.0e-12\n",
"\n",
" * Work counters\n",
" Seconds run: 0 (vs limit 100)\n",
" Iterations: 50\n",
" f(x) calls: 574\n",
" ∇f(x) calls: 51\n",
")\n",
" (PredictionStateSpace{Discrete{Float64}, StateSpace{Discrete{Float64}, Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}, Matrix{Float64}}\n",
"A = \n",
" 0.8387483525696412 0.2566460269271575 0.0 0.0\n",
" -0.25736006451912846 0.8880914118295825 -0.09243079834418748 0.0\n",
" 0.0 -0.0037598421121620143 0.35341217779684697 0.45792253124694243\n",
" 0.0 0.0 -0.9377734800011042 1.285978706698473\n",
"B = \n",
" -0.4015425182052098\n",
" 0.3526630684900554\n",
" 0.042167901810490245\n",
" 0.09026722979057122\n",
"C = \n",
" 2.721582746521805 4.83653285714682 0.7933047899721857 -2.1992727898394184\n",
"D = \n",
" 0.0\n",
"\n",
"Sample Time: 1.0 (seconds)\n",
"Discrete-time state-space model, [0.19117193256134293, 0.6371869296145248, 0.3900848445398745, 1.896900818429575], * Status: failure (reached maximum number of iterations)\n",
"\n",
" * Candidate solution\n",
" Final objective value: 4.040811e+00\n",
"\n",
" * Found with\n",
" Algorithm: BFGS\n",
"\n",
" * Convergence measures\n",
" |x - x'| = 3.37e-09 ≰ 0.0e+00\n",
" |x - x'|/|x'| = 6.96e-10 ≰ 0.0e+00\n",
" |f(x) - f(x')| = 7.58e-09 ≰ 1.0e-16\n",
" |f(x) - f(x')|/|f(x')| = 1.88e-09 ≰ 0.0e+00\n",
" |g(x)| = 3.03e+01 ≰ 1.0e-12\n",
"\n",
" * Work counters\n",
" Seconds run: 0 (vs limit 100)\n",
" Iterations: 50\n",
" f(x) calls: 484\n",
" ∇f(x) calls: 51\n",
")"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fit 4 different models\n",
"res = [newpem(dn,nx, iterations=50) for nx = 1:4]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can inspect the estimated noise model and compare it to the true noise system"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Warning: This call is deprecated due to ambiguity, use covar(ss(D), R) or covar(ss(D, Ts), R) instead\n",
"└ @ ControlSystems /home/fredrikb/.julia/dev/ControlSystems/src/ControlSystems.jl:191\n"
]
},
{
"data": {
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",
"image/svg+xml": [
"\n",
"\n"
],
"text/html": [
"\n",
"\n"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ω = exp10.(range(-2, stop=log10(pi), length=150))\n",
"fig = plot(layout=4, size=(1000,600))\n",
"for i in eachindex(res)\n",
" (sysh,opt) = res[i]\n",
" predplot!(sysh,dnv; subplot=1, ploty=i==1)\n",
" simplot!(sysh,dnv; subplot=2, ploty=i==1)\n",
"end\n",
"bodeplot!(getindex.(res,1), ω, plotphase=false, subplot=3, title=\"Process\", linewidth=2*[4 3 2 1])\n",
"bodeplot!([noise_model(r[1]) for r in res], ω, plotphase=false, subplot=4, linewidth=2*[4 3 2 1])\n",
"bodeplot!(sys, ω, plotphase=false, subplot=3, lab=\"True\", linecolor=:blue, l=:dash, legend = :bottomleft, title=\"System model\")\n",
"bodeplot!(ControlSystems.innovation_form(ss(sys),syse=σy^2*ss(sysn), R2=I), ω, plotphase=false, subplot=4, lab=\"True\", linecolor=:blue, l=:dash, ylims=(0.1, 100), legend = :bottomleft, title=\"Noise model\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that adding more than two poles to the model does little to improve the prediction and simulation performance, it is thus a good idea to stick with a second or third-order model."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.8.0-rc1",
"language": "julia",
"name": "julia-1.8"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.8.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}