{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# MHKiT River Module\n", "\n", "The following example will familiarize the user with the [MHKIT river module](https://mhkit-software.github.io/MHKiT/mhkit-python/api.river.html) by stepping through the calculation of annual energy produced for one turbine in the Tanana River near Nenana, Alaska. The data file used in this example is retrieved from the USGS website, a local version of the data is stored in the [\\\\\\\\MHKiT\\\\\\\\examples\\\\\\\\data](https://github.com/MHKiT-Software/MHKiT-Python/tree/master/examples/data) directory.\n", "\n", "Start by importing the necessary python packages and MHKiT module." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from mhkit import river" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Test\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing Data from USGS\n", " \n", "We will start by requesting daily discharge data from the USGS website for the Tanana River near Nenana, Alaska. The function `request_usgs_data` in the river IO module returns a Pandas DataFrame. The function requires the station number, parameter number, timeframe, and type of data. \n", "\n", "The station number can be found on the USGS website, though this is more difficult than searching the web for \"USGS Tanana near Nenana\" which should return a link to https://waterdata.usgs.gov/nwis/inventory/?site_no=15515500. This page contains an overview of the available data, including daily discharge data. \n", "\n", "The IEC standard recommends 10 years of daily discharge data for calculations of annual energy produced (AEP). The timeframe shows that at least 10 years of data is available. Clicking on the \"Daily Data\" will bring up a page that would allow the user to request data from the site. Each of the \"Available Parameters\" has a 5 digit code in front of it which will depend on the data type and reported units. The user at this point could use the website to download the data, however, the `request_usgs_data` function is used here." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data request URL: https://waterservices.usgs.gov/nwis/dv/?format=json&sites=15515500&startDT=2009-08-01&endDT=2019-08-01&statCd=00003¶meterCd=00060&siteStatus=all\n", " Discharge, cubic feet per second\n", "2009-08-01 00:00:00+00:00 59100\n", "2009-08-02 00:00:00+00:00 59700\n", "2009-08-03 00:00:00+00:00 56200\n", "2009-08-04 00:00:00+00:00 51700\n", "2009-08-05 00:00:00+00:00 52100\n", "... ...\n", "2019-07-28 00:00:00+00:00 66000\n", "2019-07-29 00:00:00+00:00 63900\n", "2019-07-30 00:00:00+00:00 63500\n", "2019-07-31 00:00:00+00:00 64700\n", "2019-08-01 00:00:00+00:00 64600\n", "\n", "[3653 rows x 1 columns]\n" ] } ], "source": [ "# Use the requests method to obtain 10 years of daily discharge data\n", "data = river.io.usgs.request_usgs_data(station=\"15515500\",\n", " parameter='00060',\n", " start_date='2009-08-01',\n", " end_date='2019-08-01',\n", " data_type='Daily')\n", "\n", "# Print data\n", "print(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `request_usgs_data` function returned a pandas DataFrame indexed by time. For this example, the column name \"Discharge, cubic feet per second\" is long and therefore is renamed to \"Q\". Furthermore, MHKiT expects all units to be in SI so the discharge values is converted to $m^3/s$. Finally, we can plot the discharge time series." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Store the original DataFrame column name\n", "column_name = data.columns[0]\n", "\n", "# Rename to a shorter key name e.g. 'Q'\n", "data = data.rename(columns={column_name: 'Q'})\n", "\n", "# Convert to discharge data from ft3/s to m3/s\n", "data.Q = data.Q / (3.28084)**3\n", "\n", "# Plot the daily discharge \n", "ax = river.graphics.plot_discharge_timeseries(data.Q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Flow Duration Curve\n", "\n", "The flow duration curve (FDC) is a plot of discharge versus exceedance probability which quantifies the percentage of time that the discharge in a river exceeds a particular magnitude. The curve is typically compiled on a monthly or annual basis. \n", "\n", "The exceedance probability for the highest discharge is close to 0% since that value is rarely exceeded. Conversely, the lowest discharge is found closer to 100% as they are most often exceeded." ] }, { "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": [ "# Calculate exceedence probability\n", "data['F'] = river.resource.exceedance_probability(data.Q)\n", "\n", "# Plot the flow duration curve (FDC)\n", "ax = river.graphics.plot_flow_duration_curve(data.Q, data.F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Velocity Duration Curve\n", "\n", "At each river energy converter location we must provide a curve that relates the velocity at the turbine location to the river discharge levels. IEC 301 recommends using at least 15 different discharges and that only velocities within the turbine operating conditions need to be included.\n", "\n", "Here we only provide 6 different discharge to velocities relationships created using a hydrological model. The data is loaded into a pandas DataFrame using the pandas method `read_csv`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9971199490337133\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load discharge to velocity curve at turbine location\n", "DV_curve = pd.read_csv('data/river/tanana_DV_curve.csv')\n", "\n", "# Create a polynomial fit of order 2 from the discharge to velocity curve.\n", "# Return the polynomial fit and and R squared value\n", "p, r_squared = river.resource.polynomial_fit(DV_curve.D, DV_curve.V, 2)\n", "\n", "# Plot the polynomial curve\n", "river.graphics.plot_discharge_vs_velocity(DV_curve.D, DV_curve.V, polynomial_coeff=p)\n", "\n", "# Print R squared value\n", "print(r_squared)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The IEC standard recommends a polynomial fit of order 3. By changing the order above and replotting the polynomial fit to the curve data it can be seen this is not a good fit for the provided data. Therefore the order was set to 2. \n", "\n", "Next, we calculate velocity for each discharge using the polynomial and plot the VDC." ] }, { "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": [ "# Use polynomial fit from DV curve to calculate velocity ('V') from discharge at turbine location\n", "data['V'] = river.resource.discharge_to_velocity(data.Q, p)\n", "\n", "# Plot the velocity duration curve (VDC) \n", "ax = river.graphics.plot_velocity_duration_curve(data.V, data.F )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Power Duration Curve \n", "The power duration curve is created in a nearly identical manner to the VDC. Here, a velocity to power curve is used to create a polynomial fit. The polynomial fit is used to calculate the power produced between the turbine cut-in and cut-out velocities. The velocity to power curve data is loaded into a pandas DataFrame using the pandas method `read_csv`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9994550455214494\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate the power produced from turbine velocity to power curve\n", "VP_curve = pd.read_csv('data/river/tanana_VP_curve.csv')\n", "\n", "# Calculate the polynomial fit for the VP curve\n", "p2, r_squared_2 = river.resource.polynomial_fit(VP_curve.V, VP_curve.P, 2)\n", "\n", "# Plot the VP polynomial curve\n", "ax = river.graphics.plot_velocity_vs_power(VP_curve.V, VP_curve.P, polynomial_coeff=p2)\n", "\n", "# Print the r_squared value\n", "print(r_squared_2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second-order polynomial fits the data well. Therefore, the polynomial is used to calculate the power using the min and max of the curves velocities as the turbine operational limits." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate power from velocity at the turbine location\n", "data['P'] = river.resource.velocity_to_power(data.V, \n", " polynomial_coefficients=p2,\n", " cut_in=VP_curve.V.min(), \n", " cut_out=VP_curve.V.max())\n", "# Plot the power duration curve\n", "ax = river.graphics.plot_power_duration_curve(data.P, data.F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annual Energy Produced\n", "Finally, annual energy produced is computed, as shown below.\n", "\n", "Note: The function `energy_produced` returns units of Joules(3600 Joules = 1 Wh)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annual Energy Produced: 5.30 kWh\n" ] } ], "source": [ "# Calculate the Annual Energy produced\n", "s = 365. * 24 * 3600 # Seconds in a year\n", "AEP = river.resource.energy_produced(data.P, s)\n", "\n", "print(f\"Annual Energy Produced: {AEP/3600000:.2f} kWh\")" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }