{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Energy System Modelling - Tutorial I\n", "\n", "SS 2018, Karlsruhe Institute of Technology, Institute for Automation and Applied Informatics\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imports" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Introductory Comments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Help\n", "\n", "Executing cells with Shift-Enter and with h there is help.\n", "\n", "Help is available with . or load.sort_values() <- cursor between brackets, Shift-" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using one-dimensional arrays (Numpy and Pandas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Numpy**" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.arange(10)\n", "a" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 2])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a[1:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pandas**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "foo 0.748951\n", "bar 0.286110\n", "baz 0.274185\n", "dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = pd.Series(np.random.random(3), index=['foo', 'bar', 'baz'])\n", "s" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "foo 0.748951\n", "bar 0.286110\n", "dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s[\"foo\":\"bar\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using two-dimensional arrays (Numpy and Pandas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Numpy** " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "array([[0.28941884, 0.4004386 , 0.67028241, 0.40211146, 0.87918444],\n", " [0.42221308, 0.13808648, 0.08780219, 0.96793469, 0.62714239],\n", " [0.97390844, 0.83849364, 0.65386425, 0.15093854, 0.29176614]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.random((3,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pandas**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01234
foo0.3901260.5020560.9588720.1868660.860330
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" ], "text/plain": [ " 0 1 2 3 4\n", "foo 0.390126 0.502056 0.958872 0.186866 0.860330\n", "bar 0.042661 0.636768 0.233535 0.577435 0.909700\n", "baz 0.957205 0.313162 0.348274 0.542685 0.698854" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = pd.DataFrame(np.random.random((3,5)), index=['foo', 'bar', 'baz'])\n", "s" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.463331\n", "1 0.483995\n", "2 0.513560\n", "3 0.435662\n", "4 0.822961\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Problem I.1\n", "\n", "The following data are made available to you on the __[coures homepage](https://nworbmot.org/courses/complex_renewable_energy_networks/)__:\n", "\n", "de_data.csv, gb_data.csv, eu_data.csv\n", "and alternatively\n", "wind.csv, solar.csv, load.csv\n", "\n", "They describe (quasi-real) time series for wind power generation $W(t)$, solar power generation $S(t)$ and load $L(t)$ in Great Britain (GB), Germany (DE) and Europe (EU). The time step is 1 h and the time series are several years long.\n", "\n", "> Remark: In this example notebook, we only look at Germany and the EU, Great Britain works in exactly the same way." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "**Read Data**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "de = pd.read_csv('tutorial_data/de_data.csv', parse_dates=True, index_col=0)\n", "eu = pd.read_csv('tutorial_data/eu_data.csv', parse_dates=True, index_col=0)\n", "gb = pd.read_csv('tutorial_data/gb_data.csv', parse_dates=True, index_col=0)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "wind = pd.read_csv('tutorial_data/wind.csv', parse_dates=True, index_col=0)\n", "solar = pd.read_csv('tutorial_data/solar.csv', parse_dates=True, index_col=0)\n", "load = pd.read_csv('tutorial_data/load.csv', parse_dates=True, index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the first 5 lines (header) of the German data:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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time
2011-01-01 00:00:000.5351440.046209.0
2011-01-01 01:00:000.5804560.044236.0
2011-01-01 02:00:000.6036050.042502.0
2011-01-01 03:00:000.6141140.041479.0
2011-01-01 04:00:000.6272570.039923.0
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" ], "text/plain": [ " wind solar load\n", "time \n", "2011-01-01 00:00:00 0.535144 0.0 46209.0\n", "2011-01-01 01:00:00 0.580456 0.0 44236.0\n", "2011-01-01 02:00:00 0.603605 0.0 42502.0\n", "2011-01-01 03:00:00 0.614114 0.0 41479.0\n", "2011-01-01 04:00:00 0.627257 0.0 39923.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The wind, solar and load files are just differently organized datasets, its the same data:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(wind['DE'] == de['wind']).all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "**(a) Check that the wind and solar time series are normalized to ’per-unit of installed capacity’,\n", "and that the load time series is normalized to MW.**\n", "**(b) Calculate the maximum, mean, and variance of the time series. **" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2011-01-01 00:00:00', '2011-01-01 01:00:00',\n", " '2011-01-01 02:00:00', '2011-01-01 03:00:00',\n", " '2011-01-01 04:00:00', '2011-01-01 05:00:00',\n", " '2011-01-01 06:00:00', '2011-01-01 07:00:00',\n", " '2011-01-01 08:00:00', '2011-01-01 09:00:00',\n", " ...\n", " '2014-12-31 14:00:00', '2014-12-31 15:00:00',\n", " '2014-12-31 16:00:00', '2014-12-31 17:00:00',\n", " '2014-12-31 18:00:00', '2014-12-31 19:00:00',\n", " '2014-12-31 20:00:00', '2014-12-31 21:00:00',\n", " '2014-12-31 22:00:00', '2014-12-31 23:00:00'],\n", " dtype='datetime64[ns]', name='time', length=35064, freq=None)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de.index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data set includes four years ranging from 2011-01-01 until 2014-12-31." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " wind solar load\n", "count 35064.000000 35064.000000 35064.000000\n", "mean 0.265785 0.149262 0.692142\n", "std 0.239194 0.221564 0.130599\n", "min 0.000577 0.000000 0.368300\n", "25% 0.078827 0.000000 0.584236\n", "50% 0.181354 0.000000 0.688570\n", "75% 0.394514 0.268505 0.806615\n", "max 0.994588 0.913781 1.000000" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de.describe()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "wind 0.057214\n", "solar 0.049091\n", "load 0.017056\n", "dtype: float64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "de.var()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 35064 time slots: 8760h*4 + 24 (2012 was a leap year!)\n", "\n", "The wind and solar time series have a maximum slightly below 1, thus we can conclude that per-unit values are given.\n", "\n", "The load time series has a unit of MW, with the mean of 55 GW, which is typical for Germany.\n", "\n", "Max, mean and variance as shown above in per-unit/MW." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "** (c) For all three regions, plot the time series $W (t)$, $S(t)$, $L(t)$ for a winter month (January) and a summer month (July). **" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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