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{
"cell_type": "markdown",
"source": [
"Import the necessary modules. We need stationarity from ntrfc and some other modules for the definition of a signal and for rendering a plot"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
"from ntrfc.timeseries.stationarity import estimate_stationarity\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Lets define a signal generator. We want to generate a signal with some noise, an initial transient and a constant deterministic fluctuation."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
"outputs": [],
"source": [
"def signalgen_abatingsine(amplitude, noiseamplitude, frequency, mean, abate, time):\n",
" resolution = 24\n",
" step = (1 / frequency) / resolution\n",
"\n",
" times = np.arange(0, time, step)\n",
" noise = np.random.normal(-1, 1, len(times)) * noiseamplitude\n",
"\n",
" values = amplitude * np.sin(frequency * (2 * np.pi) * times) + mean + np.e ** -(times * abate) + noise\n",
" return times, values"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Lets define the input arguments for the signal generator and lets generate a signal."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
"outputs": [],
"source": [
"test_amplitudes = 0.1\n",
"test_noiseamplitude = 0.01\n",
"test_frequencies = 6\n",
"\n",
"\n",
"timesteps, values = signalgen_abatingsine(amplitude=test_amplitudes, noiseamplitude=test_noiseamplitude,\n",
" frequency=test_frequencies, mean=test_mean, time=test_times,\n",
" abate=test_abate)\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Lets compute the index of the stationary timestep."
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
"stationary_timestep = estimate_stationarity(values)\n",
"well_computed_stationarity_limit = -np.log(0.05) / test_abate\n",
"well_computed_stationary_time = timesteps[-1] - well_computed_stationarity_limit\n",
"stationary_time = timesteps[-1] - stationary_timestep\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
{
"cell_type": "markdown",
"source": [
"Lets plot the result"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(timesteps, values)\n",
"plt.axvline(timesteps[stationary_timestep], color=\"green\")\n",
"plt.show()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(timesteps[stationary_timestep:],values[stationary_timestep:], color=\"green\")\n",
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"plt.show()\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}