{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross commodity portfolios\n", "\n", "In this sample we illustrate how to define a portfolio that optimizes across different commodities. Here we take the example of heat and power, where a combined heat and power asset produces heat and power at the same time.\n", "\n", "A (local) heat demand is fixed and power can be marketed in the power market. An additional power-to-heat asset enables us to convert power to heat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some prerequisites\n", "### Basics" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime as dt\n", "from copy import deepcopy\n", "# in case eao is not installed\n", "import os\n", "import sys\n", "# in case eao is not installed, set path\n", "myDir = os.path.join(os.getcwd(), '../..')\n", "sys.path.append(myDir)\n", "addDir = os.path.join(os.getcwd(), '../../../..')\n", "sys.path.append(addDir)\n", "\n", "import eaopack as eao\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the nodes for heat and power\n", "\n", "(1) Nodes. In this example, we need to define a node for power and node for heat, since a node may only be used for one commodity. Accordingly we set different physical units for the nodes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "unit_power = eao.assets.Unit(volume = 'MWh(el)', flow = 'MW(el)')\n", "node_power = eao.assets.Node(name = 'power', unit = unit_power)\n", "unit_heat = eao.assets.Unit(volume = 'MWh(th)', flow = 'MW(th)')\n", "node_heat = eao.assets.Node(name = 'heat', unit = unit_heat)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(2) Assets\n", "\n", "In this example we define several assets for illustration:\n", "* a heat demand with a fixed profile. The heat demand must be met\n", "* a heat storage\n", "* a Combined heat and power (CHP) generator, that simultaneously generates heat and power\n", "* a power-to-heat converter (e.g. heat pump)\n", "* a power market where power may be bought or sold" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "## create battery\n", "storage = eao.assets.Storage(name = 'heat_storage', \n", " nodes = node_heat, \n", " cap_out = .5, \n", " cap_in = .5, \n", " size = 3., \n", " start_level = 0., \n", " end_level = 0.,\n", " eff_in = 0.9, \n", " block_size = 'd') # optimization for each day independently \n", "\n", "power2heat = eao.assets.MultiCommodityContract(name = 'power-2-heat', min_cap= 0, max_cap = 1, nodes = [node_power, node_heat], factors_commodities=[-1, 2])\n", "power_gen = eao.assets.MultiCommodityContract(name = 'CHP', extra_costs = 50, min_cap= 0, max_cap=1, nodes = [node_power, node_heat], factors_commodities=[0.8, 2.2])\n", "market = eao.assets.SimpleContract(name = 'power_market', price='price', min_cap= -10, max_cap=10, nodes = node_power)\n", "\n", "Start = dt.date(2020,1,1)\n", "End = dt.date(2020,1,3)\n", "dates = pd.date_range(Start, End, freq = 'h').values\n", "\n", "heat_curve = {'start' : dates, \n", " 'values' : - np.sin(np.linspace(0,3, len(dates)))}\n", "heat_demand = eao.assets.Contract(name = 'heat_demand', extra_costs = -20, min_cap= heat_curve, max_cap=heat_curve, nodes = node_heat)\n", "portf = eao.portfolio.Portfolio([storage, power2heat, power_gen, market, heat_demand])\n", "portf.set_timegrid(eao.assets.Timegrid(Start, End, freq = 'h'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the power-to-heat converter as well as the CHP plant live on both, heat and power, nodes. In our definition of the CHP, one dispatch unit translates to 0.8 MWh(el) and 2.2 MWh(th). If the CHP burns gas, we could easily add gas as the third commodity to link all markets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The overall portfolio\n", "\n", "The below network chart shows the setup of the portfolio. Note how our assets link both markets / commodities" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eao.network_graphs.create_graph(portf = portf, title = 'Simple portfolio example')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Perform the optimization\n", "\n", "Let's load some illustrative power price data and perform the optimization" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "prices = pd.read_csv('2020_price_sample.csv')\n", "# cast to timegrid (in this case not necessary, but may be if input granularity does not correspond to timegrid in optimization)\n", "prices = {'price': portf.timegrid.values_to_grid({'start': pd.to_datetime(prices['start'].values), 'values': prices['price'].values})}\n", "op = portf.setup_optim_problem(prices)\n", "res = op.optimize()\n", "out = eao.io.extract_output(portf, op, res, prices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create charts and interpret the results" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "allcols = out['dispatch'].columns.values\n", "heat = []\n", "power = []\n", "for mycol in allcols:\n", " if '(heat)' in mycol:\n", " heat.append(mycol)\n", " else:\n", " power.append(mycol)\n", "fig, ax = plt.subplots(1,3, tight_layout = True, figsize=(12,4))\n", "out['dispatch'][heat].plot(ax = ax[0], style = '-')\n", "out['dispatch'][power].plot(ax = ax[1], style = '-')\n", "out['prices']['input price: price'].plot(ax = ax[2], style = '-')\n", "ax[0].set_title('heat')\n", "ax[1].set_title('power')\n", "ax[2].set_title('power price')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpretation\n", "\n", "Heat demand must be met in all times. Depending on prices, either CHP or power-2-heat will be utilized to meet heat demand. The heat storage is utilized to arbitrage between the best hours (mainly with regards to prices on the power market)" ] } ], "metadata": { "interpreter": { "hash": "be3a6be14975f865340184f994f156f34e69121a76ba7e4bc9a17cfb93fc79ca" }, "kernelspec": { "display_name": "Python 3.9.2 64-bit", "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": "3.9.2" }, "orig_nbformat": 2 }, "nbformat": 4, "nbformat_minor": 2 }