{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Szűrés folytonos wavelet transzformációval\n", "\n", "A folytonos wavelet transzformáció kiválóan alkalmazható a jel elemzésén túlmenően a jelek **szűrésére** is.\n", "\n", "Az előzőekben az évszakonként átlagolt, éves ciklus nélküli tengerfelszín hőméréséklet [adatokat](http://paos.colorado.edu/research/wavelets/wave_python/sst_nino3.dat) elemeztük. Használjuk ismét a munkakörnyezetbe feltöltött [sst_nino3.dat](http://paos.colorado.edu/research/wavelets/wave_python/sst_nino3.dat) állományt és végezzük el az adatok szűrését." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from waveletFunctions import wavelet, wave_signif\n", "import matplotlib.pyplot as plt\n", "\n", "sst = np.loadtxt('sst_nino3.dat')\n", "n = len(sst)\n", "dt = 0.25\n", "time = np.arange(len(sst)) * dt + 1871.0 # időpontok tömbje\n", "xlim = ([1870, 2000])\n", "\n", "\n", "%matplotlib inline\n", "plt.figure(figsize=(12, 4))\n", "plt.plot(time, sst)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('NINO3 SST (°C)')\n", "plt.title('NINO3 tengerfelszín hőmérséklet (évszakos)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Szűrjük a jelet úgy, hogy a 2-8 éves periódusú rész maradjon csak meg benne.\n", "\n", "Korábban már megírtuk az inverz wavelet transzformáció függvényét, használjuk ezt ismét." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def icwt(W, sj, dt, dj=1/8, mother='morlet'):\n", " \"\"\"\n", " Folytonos inverz wavelet transzformáció.\n", "\n", " Paraméterek\n", " ----------\n", " W : a wavelet transzformált\n", " sj : skála indexek vektora\n", " dt : mintavételezés intervalluma\n", " dj : diszkrét skála intervallum, alapértelmezésben 0.125.\n", " mother : anya wavelet (alapértelmezés: Morlet)\n", " \n", " Eredmény\n", " --------\n", " iW : inverz wavelet transzformált\n", " \"\"\"\n", " mother = mother.upper()\n", " if mother == 'MORLET':\n", " Cd = 0.7785 \n", " psi0 = 0.751126\n", " elif mother == 'PAUL': # Paul, m=4\n", " Cd = 1.132\n", " psi0 = 1.07894\n", " elif mother == 'DOG': # Dog, m=2\n", " Cd = 3.541\n", " psi0 = 0.86733\n", " else:\n", " raise Error('Mother must be one of Morlet, Paul, DOG')\n", "\n", " a, b = W.shape\n", " c = sj.size\n", " if a == c:\n", " sj = (np.ones([b, 1]) * sj).transpose()\n", " elif b == c:\n", " sj = np.ones([a, 1]) * sj\n", " else:\n", " raise Warning('Input array dimensions do not match.')\n", "\n", " iW = dj * np.sqrt(dt) / (Cd * psi0) * (\n", " np.real(W) / np.sqrt(sj)).sum(axis=0)\n", " return iW\n", "\n", "pad = 1 # zérus kitöltés (javasolt)\n", "dj = 0.125 # 8 rész-oktáv (egy oktávon belül)\n", "s0 = 2 * dt # 6 hónapos kezdő skála\n", "j1 = 7 / dj # 7 oktáv\n", "mother = 'MORLET'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Végezzük el a CWT-t, számítsuk ki a korrigált jel teljesítményt, szűrjük a 2-8 éves periódusra és rekonstruáljuk inverz CWT-vel a szűrt jelet." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, mother)\n", "scale_ext = np.outer(scale,np.ones(n))\n", "power = (np.abs(wave))**2 /scale_ext # energiaspektrum (korrigált)\n", "\n", "# szűrés 2-8 éves periódusra\n", "zmask = np.logical_or(scale_ext<2, scale_ext>=8) # itt kell kinullázni\n", "power[zmask] = 0.0\n", "wavethr = np.copy(wave)\n", "wavethr[zmask] = 0.0\n", "\n", "# rekonstrukció inverz wavelet transzformációval\n", "x = icwt(wavethr, scale, dt, dj, 'morlet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajzoljuk fel a wavelet térképet és a szűrt jelet:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":5: RuntimeWarning: divide by zero encountered in log2\n", " CS = plt.contourf(time, period, np.log2(power), len(levels))\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "\n", "plt.figure(figsize=(10, 6))\n", "levels = np.array([2**i for i in range(-15,5)])\n", "CS = plt.contourf(time, period, np.log2(power), len(levels)) \n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('NINO3 SST Morlet wavelet szűrt energiaspektrum')\n", "plt.xlim(xlim[:])\n", "plt.yscale('log', base=2, subs=None)\n", "plt.ylim([np.min(period), np.max(period)])\n", "ax = plt.gca().yaxis\n", "ax.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", "plt.ticklabel_format(axis='y', style='plain')\n", "plt.gca().invert_yaxis()\n", "plt.show()\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.plot(time, x)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('SST (°C)')\n", "plt.title('NINO3 SST inverz CWT-vel szűrt (2-8 éves periódus)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kerék gyorsulás adatok szűrése CWT-vel\n", "\n", "A szűréshez [Vinkó Ákos](http://www.epito.bme.hu/vinko-akos) bicikli kerékre szerelt 3 tengelyű gyorsulásmérő adatait használjuk fel, amelyeket *spline interpolációval* egyenlő, 0.01 s-os időközökre [interpoláltunk](aint.dat).\n", "\n", "Először is beolvassuk az $a_x$, $a_y$ érintő irányú és centrifugális gyorsulás adatokat és felrajzoljuk." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "aint = np.loadtxt('aint.dat')\n", "tint= aint[:,0]\n", "axi = aint[:,1]\n", "ayi = aint[:,2]\n", "n = len(tint)\n", "dt = 0.01\n", "\n", "xlim = [32,48]\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(tint, axi, label='ax')\n", "plt.plot(tint, ayi, label='ay')\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('m/s^2')\n", "plt.title('kerék gyorsulás, Vinkó Á.')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kiszámítjuk az $a_x$ gyorsulás adatsor folytonos wavelet transzformáltját (Morlet wavelettel):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pad = 1 \n", "dj = 0.125 \n", "s0 = 2*dt\n", "j1 = 10/dj \n", "mother = 'MORLET'\n", "\n", "wave, period, scale, coi = wavelet(axi,dt,pad,dj,s0,j1,mother)\n", "# energiaspektrum (Compo)\n", "power = (np.abs(wave)) ** 2 \n", "# szűrés - küszöbértékekkel\n", "pvar = np.std(power)**2 # jel variancia\n", "lvl = 0.15 # küszöbszint (jel varianciához viszonyítva)\n", "thr = lvl*pvar\n", "zmask = power <=thr # itt kell kinullázni\n", "powerthr = np.copy(power)\n", "powerthr[zmask] = 0.0\n", "wavethr = np.copy(wave)\n", "wavethr[zmask] = 0.0\n", "\n", "# rekonstrukció inverz wavelet transzformációval\n", "axr = icwt(wavethr, scale, dt, dj, 'morlet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajzoljuk fel az érintő irányú gyorsulás wavelet térképét:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "levels = np.array([2**i for i in range(-15,5)])\n", "CS = plt.contourf(tint, period, np.log2(power), len(levels)) \n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('periódus (s)')\n", "plt.title('érintő irányú gyorsulás, wavelet energiaspektrum')\n", "plt.xlim(xlim[:])\n", "plt.yscale('log', base=2, subs=None)\n", "plt.ylim([np.min(period), np.max(period)])\n", "ax = plt.gca().yaxis\n", "ax.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", "plt.ticklabel_format(axis='y', style='plain')\n", "plt.gca().invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajzoljuk fel a szűrt wavelet térképet és a szűrt jelet:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":3: RuntimeWarning: divide by zero encountered in log2\n", " CS = plt.contourf(tint, period, np.log2(powerthr), len(levels))\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "levels = np.array([2**i for i in range(-15,5)])\n", "CS = plt.contourf(tint, period, np.log2(powerthr), len(levels)) \n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('periódus (s)')\n", "plt.title('érintő irányú gyorsulás, szűrt energiaspektrum')\n", "plt.xlim(xlim[:])\n", "plt.yscale('log', base=2, subs=None)\n", "plt.ylim([np.min(period), np.max(period)])\n", "ax = plt.gca().yaxis\n", "ax.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", "plt.ticklabel_format(axis='y', style='plain')\n", "plt.gca().invert_yaxis()\n", "plt.show()\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(tint, axr)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('a_x (m/s^2)')\n", "plt.title('érintö irányú gyorsulás, inverz WT-vel szűrt')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A 33 s-nál, illetve 36 s-nál fellépő periódikus tranziensek valószínűleg a kipörgő hajtott bicikli kerék miatt fellépő gyorsulások. A közelebbi vizsgálatuk is erre utal:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "plt.subplot(121)\n", "plt.plot(tint, axr)\n", "plt.xlim([33.2,33.7])\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('a_x (m/s^2)')\n", "plt.title('tranziens 1')\n", "plt.subplot(122)\n", "plt.plot(tint, axr)\n", "plt.xlim([35.8,36.3])\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('a_x (m/s^2)')\n", "plt.title('tranziens 2')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Szignifikancia vizsgálat\n", "\n", "Felmerülhet bennünk a kérdés, hogy vajon szignifikánsak-e a jelben ezek a tranziensek?\n", "\n", "Ahogy korábban tanultuk, ehhez el kell végeznük a wavelet térképhez kapcsolódó szignifikancia vizsgálatot. A megfelelő háttér spektrum felvétele érdekében az $a_x$ gyorsulás idősor adatok 1-es és 2-es késleltetéshez tartozó autokorrelációit kell megbecsülnünk és ezekből átlagot számítanunk az $\\alpha=(\\alpha_1 + \\sqrt{\\alpha_2})/2$ képlet segítségével." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "átlagos lag-1 autokorreláció: 0.923\n" ] } ], "source": [ "def autocorr(x):\n", " result = np.correlate(x, x, mode='full')\n", " return result[int(result.size/2):]\n", "\n", "acfx = autocorr(axi)\n", "\n", "# átlagos lag-1 autokorreláció\n", "lag1,lag2 = acfx[1]/acfx[0], acfx[2]/acfx[0]\n", "lag1m = (lag1 + np.sqrt(lag2))/2\n", "print(\"átlagos lag-1 autokorreláció: %.3f\" % lag1m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most már előállíthatjuk a szignifikancia vizsgálathoz szükséges adatokat." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# szignifikancia szintek\n", "signif = wave_signif(([1.0]), dt=dt, sigtest=0, scale=scale, lag1=0.923, mother='MORLET')\n", "sig95 = signif[:, np.newaxis].dot(np.ones(n)[np.newaxis, :])\n", "sig95 = power / sig95 # ahol > 1-nél, ott az energia szignifikáns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajzoljuk fel ismét az $a_x$ gyorsulás adatok wavelet térképét, kiegészítve a szignifikancia szinthez rendelt szintvonalakkal." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "levels = np.array([2**i for i in range(-15,5)])\n", "CS = plt.contourf(tint, period, np.log2(power), len(levels)) \n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (s)')\n", "plt.ylabel('periódus (s)')\n", "plt.title('érintő irányú gyorsulás, wavelet energiaspektrum')\n", "plt.xlim(xlim[:])\n", "plt.yscale('log', base=2, subs=None)\n", "plt.ylim([np.min(period), np.max(period)])\n", "ax = plt.gca().yaxis\n", "ax.set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", "plt.ticklabel_format(axis='y', style='plain')\n", "plt.gca().invert_yaxis()\n", "# 95%-os szignifikancia szint\n", "plt.contour(tint, period, sig95, [-99, 1], colors='k')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 1 }