{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Culvert Performance Curve Validation\n", "\n", "This notebook shows a method to validate culverts in swmm/xpswmm models using the HY8 results, I will explore more on the theory side in another post, here I am just focusing on the tooling and procedures." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Performance Curve\n", "\n", "[HY-8 Culvert Hydraulic Analysis Program](https://www.fhwa.dot.gov/engineering/hydraulics/software/hy8/) can calculate culvert performance curves uisng the [FWHA HDS5 ](https://www.fhwa.dot.gov/engineering/hydraulics/pubs/12026/hif12026.pdf) methods. An example is shown below.\n", "\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I write a few scripts in this notebook to automate the process of comparing the modeling results to the HY8 results.\n", "\n", "Major steps are,\n", "\n", "- Setup the HY8 culvert model, and create the discharge vs inlet/outlet table\n", "- Setup the swmm5 model, and run the model\n", "- Setup the XPSWMM model, and create results table." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup HY8 Culvert Model\n", "\n", "Setting up a culvert model in HY8 is farily straight forward.\n", "\n", "The model is saved to : **./data/hy8/hds5_example.hy8**\n" ] }, { "attachments": { "image.png": { "image/png": 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" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup SWMM5 Model\n", "\n", "A swmm5 model is created: \n", "\n", "Model: **./data/swmm5/dg131.inphds5_example2.inp**\n", "\n", "- For the culvert, I didn't set any losses, I am hoping entering the culvert code should handle all these automatically.\n", "- I loaded a hydrograph from 0 - 300 cfs in 6 hours.\n", "- The depth vs total inflow in node 54RCP_2 should give the performance curve\n", "- added 3.5ft tail water at outlet\n", "- Had to use a hotstart file to get the starting level correct" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup an XPSWMM Model\n", "\n", "Import the xpx file into XPSWMM and run the model\n", "\n", "Model:**./data/xpswmm/dg131.xpx**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create xpswmm results table\n", "\n", "Export the node stage and link flow to a csv file.\n", "\n", "- graph the node, export the stage time series\n", "- graph the link, export the flow time series\n", "\n", "The results are saved in : **./data/xpsmm/dg131.csv**\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The scripts\n", "\n", "I used the following scripts to,\n", "- read the csv files from hy8, xpswmm results\n", "- run swmm5 file and extract results\n", "- plot the performance curves" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import sys\n", "lib_path = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\source'\n", "if lib_path not in sys.path:\n", " sys.path.append(lib_path)\n", "sys.path\n", "\n", "import swmm_tools as st" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "def compare_performance_curve(hy8_curve_csv, swmm5_out, xpswmm_csv):\n", " df = pd.read_csv(hy8_curve_csv)\n", " df_swmm = st.extract_node(swmm5_out, '4')\n", " df_xp = pd.read_csv(xpswmm_csv)\n", " ax = df.plot(x='q', y='inlet', label='Inlet', style='x-', figsize=(10,10))\n", " ax = df.plot(x='q', y='outlet', label='Outlet', style='.-', ax=ax)\n", " ax = df_swmm.plot(x='total_flow', y='depth', label='SWMM5', style='o-', ax=ax)\n", " ax.fill_between(df_swmm['total_flow'], df_swmm['depth']*0.9, df_swmm['depth']*1.1, alpha=0.2)\n", " ax = df_xp.plot(x='q', y='xpswmm', label='XPSWMM', style='o-', ax=ax)\n", " plt.xlabel('Discharge(cfs)')\n", " plt.ylabel('Headwater(ft)')\n", " plt.title('SWMM5 culvert vs HY8')\n", " plt.grid(True)\n", " plt.show()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare\n", "\n", "You need to update the path to each file in the code block below. Run it and it will plot the results." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ws = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\references\\culvert\\data'\n", "swmm5_out = os.path.join(ws, 'swmm5/dg131.out')\n", "hy8_curve_csv = os.path.join(ws, 'hy8/dg131_performance_curve.csv')\n", "xpswmm_csv = os.path.join(ws, 'xpswmm/dg131.csv')\n", "\n", "compare_performance_curve(hy8_curve_csv, swmm5_out, xpswmm_csv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The comparison is shown above,\n", "- X is the discharge, Y is the head water depth\n", "- the green line is swmm5 results\n", "- the shaded area is the 90-110% for the swmm5 simulated curve\n", "- the orange is the inlet curve\n", "- the blue is the outlet curve\n", "- the red curve is XPSWMM result\n", "\n", "The conclusions,\n", "- the culvert performance curve is the higher of the inlet/outlet curve\n", "- other than <50cfs, the culvert is inlet control, for inlet control both swmm5/xpswmm seems to be very close to the HY8 results\n", "- for the design flow 200cfs, both XPSMWW and SWMM shows very similar results within 10% to HY8\n", "- SWMM5 showed stability issues for areas > 250 cfs\n", "- XPSWMM doesn't seem to switch to the outlet control for areas < 50 cfs\n", "\n", "For design purposes, the results look pretty good for the region around 200 cfs. \n", "\n", "In the next post, I'll see how things will work out if it is an outlet control condition.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }