{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# El-Niño tengerfelszín hőmérséklet adatok (SST) wavelet elemzése\n", "\n", "Az adatok elemzése szorosan követi [C. Torrence és G.P. Compo](http://paos.colorado.edu/research/wavelets/) weboldalán található kiváló leírást és a szerzők \"A Practical Guide to Wavelet Analysis\" c. [cikkét](http://paos.colorado.edu/research/wavelets/bams_79_01_0061.pdf). Az elemzéshez felhasználjuk Evgeniya Predybaylo által írt [Python függvényeket](http://paos.colorado.edu/research/wavelets/wave_python/waveletFunctions.py) (`waveletFunctions.py`).\n", "\n", "Az évszakonként átlagolt, éves ciklus nélküli [adatokat](http://paos.colorado.edu/research/wavelets/wave_python/sst_nino3.dat) elemezzük. Ehhez először is betöltjük az adatokat az [sst_nino3.dat](http://paos.colorado.edu/research/wavelets/wave_python/sst_nino3.dat) állományból:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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", "#from urllib2 import urlopen\n", "\n", "#url = 'http://paos.colorado.edu/research/wavelets/wave_python/sst_nino3.dat'\n", "#sst = np.loadtxt(urlopen(url))\n", "# tmpnb.org-on az urlopen nem működik, helyette:\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": [ "Ezután kiszámítjuk az adatsor wavelet transzformáltját (CWT). A diszkrét $x_n$ adatsor CWT-jét az $x_n$ és a $\\psi_0(\\eta)$ anya wavelet átskálázott és eltolt másolataival vett konvolúciójaként számíthatjuk ki:\n", "\n", "$$ W_n(s) = \\sum_{n'=0}^{N-1} x_{n'} \\psi*\\left[ \\frac{(n'-n)\\delta t}{s}\\right].$$\n", "\n", "Az SST idősor mintavételi időköze $\\delta t = ¼$ év. \n", "\n", "## Skála megválasztása\n", "\n", "Ha kiválasztottuk az anya wavelet függvényt, akkor ki kell választanunk azokat az $s$ skála értékeket, melyekre kiszámítjuk a CWT-t. Kényelmes a skálát 2 tört kitevőjű hatványaiként megadni:\n", "\n", "$$s_j = s_0 2^{j\\delta j}, \\quad j=0,1,...,J$$\n", "\n", "ahol $s_0$ a legkisebb még kiszámítható skála és $J$ határozza meg a legnagyobb skálát. Az $s_0$ értékét úgy kell megválasztani, hogy a $\\lambda$ egyenértékű Fourier periódus közelítőleg $2\\delta t$ legyen.\n", "\n", "A Morlet wavelet esetében az $s$ skálához tartozó egyenértékű Fourier periódus $4\\pi s/(\\omega_0 +\\sqrt{2+\\omega_0})$, ami $\\omega_0=6$-ra $\\lambda = 1.03s$-t ad, tehát jó közelítéssel $s_0 = ½$ év. Az oktávot nyolc rész oktávra bontjuk: $\\delta j = 0.125$. $J = 56$, tehát összesen 57 skálát elemzünk (7 oktávot):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "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": [ "## Folytonos wavelet transzformáció\n", "\n", "A transzformációhoz a `waveletFunctions.py` modulban található `wavelet()` függvényt használjuk:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Wavelet transzformáció:\n", "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, mother)\n", "power = (np.abs(wave)) ** 2 # energiaspektrum (nem egészen korrekt)\n", "scale_ext = np.outer(scale,np.ones(n))\n", "power = (np.abs(wave))**2 /scale_ext # energiaspektrum (korrigált)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Felrajzoljuk a wavelet energiaspektrumot:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#--- wavelet energiaspektrum (szintvonalas és színes ábra)\n", "import matplotlib\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)) #*** vagy 'contour'\n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "# im = plt.imshow(np.log2(np.flipud(power)),extent=[1870, 2000, 0.5, 64])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('NINO3 SST Morlet wavelet energiaspektrum (korrigált)')\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.colorbar(im, orientation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mennyire függ az eredmény a wavelet megválasztásától?\n", "\n", "A kérdés megválaszolásához végezzük el az elemzést a DOG wavelettel is." ] }, { "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": [ "mother = 'DOG'\n", "wave1, period1, scale1, coi1 = wavelet(sst, dt, pad, dj, s0, j1, mother)\n", "power1 = (np.abs(wave1)) ** 2\n", "\n", "# felrajzoljuk\n", "plt.figure(figsize=(10, 6))\n", "levels = np.array([2**i for i in range(-16,6)])\n", "CS = plt.contourf(time, period1, np.log2(power1), len(levels)) #*** vagy 'contour'\n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "#im = plt.imshow(np.log2(np.flipud(power)),extent=[1870, 2000, 2, 256])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('NINO3 SST DOG wavelet energiaspektrum')\n", "plt.xlim(xlim[:])\n", "plt.yscale('log', base=2, subs=None)\n", "plt.ylim([np.min(period1), np.max(period1)])\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.colorbar(im, orientation='vertical')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Szignifikánsak-e a talált spektrális csúcsok?\n", "\n", "A nullhipotézis konstrukciójához először megfelelő háttér spektrumot kell választani:\n", "* **fehér zaj** (minden frekvencián azonos energia)\n", "* **vörös zaj** (a frekvencia csökkenésével növekvő energia\n", "\n", "Ezután feltételezzük, hogy a sztochasztikus folyamat különböző realizációi e körül a **várható** (átlagos) **háttér spektrum** körül fognak ingadozni\n", "Ezek a várható spektrumok adnak lehetőséget a talált csúcsok szignifikancia vizsgálatára (adott konfidencia szinten)\n", "\n", "A szignifikancia szinteket a `wave_signif()` függvénnyel tudjuk kiszámítani. A függvénynek meg kell adni az egyváltozós AR(1) Markov-folyamat egylépéses késleltetéshez tartozó $\\alpha$ autokorrelációját ($\\alpha=0.72$). Ezt a Niño SST 1- és 2-lépéses késleltetéséhez tartozó $\\alpha_1$ és $\\alpha_2$ autokorrelációiból becsültük az $\\alpha=(\\alpha_1 + \\sqrt{\\alpha_2})/2$ képlet segítségével. Az AR(1) Markov-folyamat\n", "\n", "$$x_n=\\alpha x_{n-1} + z_n,$$\n", "\n", "ahol $x_0=0$ és $z_n$ normális eloszlású fehér zaj. A fenti Markov-folyamat diszkrét normalizált energia- (teljesítménysűrűség-) spektruma\n", "\n", "$$P_k=\\frac{1-\\alpha^2}{1+\\alpha^2-2\\alpha\\cos (2\\pi k/N)},$$\n", "\n", "ahol $k=0,... N/2$ a frekvencia index.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, 'MORLET')\n", "power = (np.abs(wave)) ** 2\n", "# szignifikancia szintek\n", "signif = wave_signif(([1.0]), dt=dt, sigtest=0, scale=scale, lag1=0.72, mother='MORLET')\n", "sig95 = signif[:, np.newaxis].dot(np.ones(n)[np.newaxis, :])\n", "sig95 = power / sig95 # ahol > 1-nél, ott az energia szignifikáns\n", "\n", "# ábra\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)) #*** vagy 'contour'\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 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(time, period, sig95, [-99, 1], colors='k')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A normalizáció korrekt-e?\n", "\n", "A $\\psi_0$ anya wavelet Fourier transzformáltja, $\\hat{\\psi}_0$ egységnyi energiára normalizált\n", "\n", "$$ \\int_{-\\infty}^{\\infty}\\left| \\hat{\\psi}_0(\\omega')\\right|^2 d\\omega' = 1.$$\n", "\n", "A Parseval-egyenlőség miatt az anya wavelet is energiára normalizált\n", "\n", "$$ \\int_{-\\infty}^{\\infty}\\left| \\hat{\\psi}_0(\\omega')\\right|^2 d\\omega' = \\int_{-\\infty}^{\\infty}\\left| \\psi_0(\\eta)\\right|^2 d\\eta.$$\n", "\n", "Annak érdekében, hogy a CWT transzformáltak mindegyik $s$ skálán közvetlenül összehasonlíthatók legyenek, egységnyi energiára kell normalizálni az átskálázott anya waveleteket:\n", "\n", "$$ \\hat{\\psi}(s \\omega_k) = \\left( \\frac{2\\pi s}{\\delta t} \\right)^{1/2} \\hat{\\psi}_0(s \\omega_k)$$.\n", "\n", "Nézzük meg, mi lesz **három, egységnyi amplitúdójú, de eltérő frekvenciájú** ($T$ periódusú) **szinusz hullám wavelet energiaspektruma**\n", "\n", "$$x_n = \\sin\\left(2\\pi\\frac{n\\delta t}{T_1} \\right) + \\sin\\left(2\\pi\\frac{n\\delta t}{T_2} \\right) + \\sin\\left(2\\pi\\frac{n\\delta t}{T_3} \\right) $$\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "N = 512\n", "dt = 0.25\n", "t = np.arange(N) * dt\n", "T1 = 1.0\n", "T2 = 4.0\n", "T3 = 16.0\n", "w1 = 2 * np.pi / T1\n", "w2 = 2 * np.pi / T2\n", "w3 = 2 * np.pi / T3\n", "s3 = np.sin(w1 * t) + np.sin(w2 * t) + np.sin(w3 * t)\n", "\n", "pad = 1 # zérus kitöltés (javasolt)\n", "dj = 0.125 # 8 részoktáv\n", "s0 = 2*dt # 6 hónapos kezdő skála\n", "j1 = 7/dj # 7 oktáv\n", "mother = 'MORLET' # anya wavelet\n", "wave, period, scale, coi = wavelet(s3, dt, pad, dj, s0, j1, mother)\n", "power = (np.abs(wave)) ** 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajzoljuk fel a jelet és a wavelet energiaspektrumot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "variance = np.std(s3, ddof=1) ** 2\n", "global_ws = variance * (np.sum(power, axis=1) / n) # idő-átlagolt globális spektrum\n", "\n", "from matplotlib import gridspec\n", "gs = gridspec.GridSpec(2, 2, width_ratios=[3,1], height_ratios=[1,3])\n", "\n", "#--- jel\n", "xlim = ([0, 130])\n", "plt.figure(figsize=(12, 10))\n", "plt.subplot(gs[0,0])\n", "plt.plot(t, s3)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('amplitúdó')\n", "plt.title('3 szinusz, periódus 1, 4, 16 év')\n", "\n", "#--- wavelet energiaspektrum\n", "plt3 = plt.subplot(gs[1,0])\n", "levels = np.array([2**i for i in range(-18,10)])\n", "CS = plt.contourf(t, period, np.log2(power), len(levels)) #*** or use 'contour'\n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('3 szinusz Morlet wavelet energiaspektrum')\n", "plt.xlim(xlim[:])\n", "# format y-scale\n", "plt3.set_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", "plt3.ticklabel_format(axis='y', style='plain')\n", "plt3.invert_yaxis()\n", "\n", "#--- globális wavelet spektrum\n", "plt4 = plt.subplot(gs[1,1])\n", "plt.plot(global_ws, period)\n", "plt.xlabel('ampl. négyzet')\n", "#plt.ylabel('periódus (év)')\n", "plt.title('globális wavelet spektr.')\n", "plt.xlim([0, 1.25 * np.max(global_ws)])\n", "# format y-scale\n", "plt4.set_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", "plt4.ticklabel_format(axis='y', style='plain')\n", "plt4.invert_yaxis()\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jól látható, hogy a három azonos amplitúdójú szinusz függvény CWT-je közel sem lesz azonos energiájú. Ezzel a kérdéssel foglalkozik Liu et al.(2007): Rectification of the Bias in the Wavelet Power Spectrum *Journal of Atmospheric and Oceanic Technology*, 24(12), 2093-2102, amely letölthető a szerző [honlapjáról](http://ocgweb.marine.usf.edu/~liu/wavelet.html).\n", "\n", "Liu et al. javasolták, hogy a szokásos $|W_n(s)|^2$ normalizáció helyett az $1/s_j\\;|W_n(s)|^2$ normalizációt használjuk (skála inverzével van szorozva a CWT energiája).\n", "\n", "Nézzük meg, hogy mit eredményez ez az alternatív normalizáció a fenti példában." ] }, { "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": [ "scale_ext = np.outer(scale,np.ones(N))\n", "power = (np.abs(wave))**2 /scale_ext # energiaspektrum (korrigált)\n", "global_ws = variance * (np.sum(power, axis=1) / n) # idő-átlagolt globális spektrum\n", "\n", "gs = gridspec.GridSpec(2, 2, width_ratios=[3,1], height_ratios=[1,3])\n", "\n", "#--- jel\n", "xlim = ([0, 130])\n", "plt.figure(figsize=(12, 10))\n", "plt.subplot(gs[0,0])\n", "plt.plot(t, s3)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('amplitúdó')\n", "plt.title('3 szinusz, periódus 1, 4, 16 év')\n", "\n", "#--- wavelet energiaspektrum\n", "plt3 = plt.subplot(gs[1,0])\n", "levels = np.array([2**i for i in range(-20,6)])\n", "CS = plt.contourf(t, period, np.log2(power), len(levels)) #*** or use 'contour'\n", "im = plt.contourf(CS, levels=np.log2(levels))\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('3 szinusz Morlet wavelet energiaspektrum, korrigált')\n", "plt.xlim(xlim[:])\n", "# format y-scale\n", "plt3.set_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", "plt3.ticklabel_format(axis='y', style='plain')\n", "plt3.invert_yaxis()\n", "\n", "#--- globális wavelet spektrum\n", "plt4 = plt.subplot(gs[1,1])\n", "plt.plot(global_ws, period)\n", "plt.xlabel('ampl. négyzet')\n", "#plt.ylabel('periódus (év)')\n", "plt.title('globális wavelet spektr.')\n", "plt.xlim([0, 1.25 * np.max(global_ws)])\n", "# format y-scale\n", "plt4.set_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", "plt4.ticklabel_format(axis='y', style='plain')\n", "plt4.invert_yaxis()\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most az egyes szinusz hullámok már közel azonos energiájúak. Viszont van egy bökkenő. A fehérzaj *korrigált* spektruma nem azonos teljesítményű az összes frekvencián, tehát a szignifikancia vizsgálathoz a **nem korrigált érték** kell.\n", "\n", "(Feladat: A fenti állítást támassza alá normális eloszlású fehér zaj kétféle normalizáció szerinti folytonos wavelet transzformáltjainak kiszámításával! A számítások eredményeit az alábbi ábra formájában közöljük:)\n", "\n", "![Fehérzaj kétféle normalizációval](wn.png \"Normális eloszlású fehérzaj CWT-je kétféle normalizációval\")\n", "\n", "\n", "## Hatáskúp\n", "\n", "Mivel az adatsor hossza véges, a wavelet spektrum eleje és vége hibás lesz, mivel a Fourier transzformált **periódikus** adatsort tételez fel. Lehetséges megoldás az idősort zérusokkal feltölteni a transzformáció előtt, utána pedig ezeket eltávolítani. A zérussal való feltöltés ugrást eredményez a végpontokban, és az egyre nagyobb skálák esetén a szélek közelében egyre jobban csökkenti az amplitúdót. A **hatáskúp** (COI) a wavelet spektrumnak az a része, ahol a peremhatás fontossá válik. Úgy határozzuk meg, hogy az az idő, melyre az adott skálán a wavelet autokorreláció $e$-ed részére, a wavelet energia $e^2$-ed részére csökken. Periódusos adatok esetében nincs szükség zérus feltöltésre, ezért nincs hatáskúp.\n", "\n", "Számítsuk ki és rajzoljuk fel a Niño SST adatok CWT-je (korrigált spektrum) esetében a hatáskúpot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n = len(sst)\n", "dt = 0.25\n", "time = np.arange(len(sst)) * dt + 1871.0 # időpontok tömbje\n", "xlim = ([1870, 2000])\n", "\n", "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, 'MORLET')\n", "power = (np.abs(wave)) ** 2\n", "# szignifikancia szintek - ezeket a nem korrigált spektrummal kell számítani!\n", "signif = wave_signif(([1.0]), dt=dt, sigtest=0, scale=scale, lag1=0.72, mother='MORLET')\n", "sig95 = signif[:, np.newaxis].dot(np.ones(n)[np.newaxis, :])\n", "sig95 = power / sig95 # ahol > 1-nél, ott az energia szignifikáns\n", "\n", "scale_ext = np.outer(scale,np.ones(n))\n", "power = (np.abs(wave))**2 /scale_ext # energiaspektrum (korrigált)\n", "\n", "# ábra\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)) #*** vagy 'contour'\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 korrigált energiaspektrum, hatáskúppal')\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(time, period, sig95, [-99, 1], colors='k')\n", "# hatáskúp (COI)\n", "plt.plot(time, coi[:-1], 'k')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fázis\n", "\n", "A komplex Morlet wavelet spektrum fázisát is felrajzolhatjuk. A kapott ábra a wavelet transzformált azonos fázisú helyeit mutatja meg (hullám taréjok és teknők)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phase = (np.angle(wave))\n", "\n", "plt.figure(figsize=(8, 6))\n", "levels = np.arange(-np.pi,np.pi,0.1)\n", "CS = plt.contourf(time, period, phase, len(levels)) #*** vagy 'contour'\n", "im = plt.contourf(CS, levels=levels)\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('periódus (év)')\n", "plt.title('NINO3 SST Morlet wavelet fázis')\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": [ "## Inverz wavelet transzformáció (rekonstrukció)\n", "\n", "Nem ortogonális wavelet transzformáció bázis esetén, amilyen a CWT, az inverzió redundáns: az idősor visszaállítása *sokféle* wavelet függvény segítségével lehetséges. A legegyszerűbb az inverz CWT (iCWT) a delta ($\\delta$) függvénnyel. A rekonstruált idősor a különböző skálákon vett wavelet transzformáció valós részeinek az összege minden skálára:\n", "\n", "$$ x_n=\\frac{\\delta j \\delta t^{1/2}}{C_\\delta \\psi_0(0)} \\sum_{j=0}^J \\frac{\\Re \\left\\{ W_n(s_j) \\right\\} }{s_j^{1/2}}$$\n", "\n", "A $\\psi_0(0)$ faktor az energia skálázást küszöböli ki és $s_j^{1/2}$ a wavelet transzformáltat energia sűrűségre konvertálja, míg a $C_\\delta$ szorzó waveletenként más és más.\n", "\n", "Számítsuk ki az **SST adatsor inverz wavelet transzformáltját**. Ehhez először definiáljuk a rekonstrukcióhoz szükséges Python eljárást (ezt nem tartalmazza a Evgeniya Predybaylo által írt Python kód):" ] }, { "cell_type": "code", "execution_count": 12, "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", " # Torrence és Compo (1998), eq. (11)\n", " iW = dj * np.sqrt(dt) / (Cd * psi0) * (\n", " np.real(W) / np.sqrt(sj)).sum(axis=0)\n", " return iW" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Számítsuk ki a rekonstruált idősort. Rajzoljuk fel az eredeti adatsort, a rekonstruált adatsort és az eltéréseket:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "s0 = 2 * dt # 6 hónapos kezdő skála\n", "j1 = 7 / dj # 7 oktáv\n", "\n", "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, mother)\n", "\n", "# inverz wavelet transzformáció\n", "x = icwt(wave, scale, dt, dj, 'morlet')\n", "\n", "# eredeti adatsor\n", "plt.figure(figsize=(12, 9))\n", "plt.subplot(311)\n", "plt.plot(time, sst)\n", "plt.xlim(xlim[:])\n", "plt.ylabel('SST (°C)')\n", "plt.title('a) eredeti')\n", "\n", "# rekonstruált adatsor\n", "plt.subplot(312)\n", "plt.plot(time, x)\n", "plt.xlim(xlim[:])\n", "#plt.xlabel('idő (év)')\n", "plt.ylabel('SST (°C)')\n", "plt.title('b) rekonstruált (2dt, 7 oktáv)')\n", "\n", "# hiba\n", "plt.subplot(313)\n", "plt.plot(time, x-sst)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('SST (°C)')\n", "plt.title('c) eltérés (átlagos négyzetes rekonstrukciós hiba: 5.6%)')\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A rekonstrukció hibájának számszerű jellemzésére az eltérések szórásának a jel nagyságához (variancia) viszonyított százalékos eltérését adhatjuk meg:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "átlagos négyzetes rekonstrukciós hiba = 5.578 %\n" ] } ], "source": [ "# átlagos négyzetes rekonstrukciós hiba százalékban\n", "print (\"átlagos négyzetes rekonstrukciós hiba = %.3f %%\" % (100*np.std(x-sst)/variance))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A CWT paramétereit változtatva csökkenthető a rekonstrukció hibája, ha a kezdő skála $s_0$ értéket csökkentjük, illetve több oktávra végezzük el az elemzést." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "átlagos négyzetes rekonstrukciós hiba = 0.023 %\n" ] } ], "source": [ "s0 = 2*dt/2.0 # 3 hónapos kezdő skála\n", "j1 = 12 / dj # 12 oktáv\n", "wave, period, scale, coi = wavelet(sst, dt, pad, dj, s0, j1, mother)\n", "\n", "# inverz wavelet transzformáció\n", "x = icwt(wave, scale, dt, dj, 'morlet')\n", "\n", "# eredeti adatsor\n", "plt.figure(figsize=(12, 9))\n", "plt.subplot(311)\n", "plt.plot(time, sst)\n", "plt.xlim(xlim[:])\n", "plt.ylabel('SST (°C)')\n", "plt.title('a) eredeti')\n", "\n", "# rekonstruált adatsor\n", "plt.subplot(312)\n", "plt.plot(time, x)\n", "plt.xlim(xlim[:])\n", "#plt.xlabel('idő (év)')\n", "plt.ylabel('SST (°C)')\n", "plt.title('b) rekonstruált (1dt, 12 oktáv)')\n", "\n", "# hiba\n", "plt.subplot(313)\n", "plt.plot(time, x-sst)\n", "plt.xlim(xlim[:])\n", "plt.xlabel('idő (év)')\n", "plt.ylabel('SST (°C)')\n", "plt.title('c) eltérés (átlagos négyzetes rekonstrukciós hiba: 0.02%)')\n", "plt.tight_layout()\n", "\n", "plt.show()\n", "\n", "# átlagos négyzetes rekonstrukciós hiba százalékban\n", "print (\"átlagos négyzetes rekonstrukciós hiba = %.3f %%\" % (100*np.std(x-sst)/variance))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## További lehetséges témák\n", "\n", "* Szűrés waveletekkel\n", "* Globális wavelet spektrum (idő és skála átlagolás, simítás)\n", "* Wavelet kereszt-spektrum, koherencia\n", "* Többváltozós (komplex) folytonos WT\n", "* Diszkrét diadikus WT, skálázó függvények\n", "* Sokskálás analízis (MRA)\n", "* Operátor tömörítés waveletekkel\n", "* Saját adatok elemzése waveletekkel " ] } ], "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 1 }