{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Thie notebook examines the NOAA tidal predictions at Neah Bay." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Question:\n", "1. Is NOAA using the long period constituents in its tidal predictions?\n", "\n", "To approach this questions, I used t_tide to generate two tidal predictions: one with long period constituents and one without. I used a year in which I had a similar amplitude for Sa as what is published on the NOAA Neah Bay site (~12cm).\n", "\n", "I also downloaded the NOAA published tidal predictions and the NOAA observations from Jan 2015 - Sept 2015.\n", "\n", "The tidal predictions I generated are from Jan 2015-Dec 2015.\n", "\n", "I would like to see if the NOAA produced tidal predictions match well with one of the tidal predictions that I produced." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "from salishsea_tools.nowcast import figures\n", "from salishsea_tools import stormtools\n", "import datetime\n", "import seaborn as sns\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load tidal predictions with long period excluded" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "filename = 'NeahBay_tidal_prediction_31-Dec-2014_31-Dec-2015_nolong.csv'\n", "tide_nolong, msl = stormtools.load_tidal_predictions(filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load tidal predictions with long period included" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "filename = 'NeahBay_tidal_prediction_31-Dec-2014_31-Dec-2015.csv'\n", "tide_long, msl = stormtools.load_tidal_predictions(filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load observed water levels and NOAA tides" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SITES = figures.SITES\n", "\n", "start = '01-Jan-2015'\n", "end = '01-Oct-2015'\n", "\n", "obs = figures.get_NOAA_wlevels(SITES['Neah Bay']['stn_no'],start, end, 'hourly_height')\n", "tides_NOAA = figures.get_NOAA_tides(SITES['Neah Bay']['stn_no'],start, end, 'h')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Calculate residual for each\n", "\n", "pred_nolong = figures.interp_to_model_time(obs.time, tide_nolong['pred_all'], tide_nolong['time'])\n", "res_nolong = obs.wlev - pred_nolong\n", "\n", "pred_long = figures.interp_to_model_time(obs.time, tide_long['pred_all'], tide_nolong['time'])\n", "res_long = obs.wlev - pred_long\n", "\n", "pred_NOAA = figures.interp_to_model_time(obs.time, tides_NOAA.pred, tides_NOAA.time)\n", "res_NOAA = obs.wlev - pred_NOAA" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TxjJ16r/58cfFvPzySyQmJtKsWTMeeGA0jRo14qmnJrJ+/Tpatz6K/Pz8Cq/jiisu5vXX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\nXsIeuw5utby8rJCLlk5jWHkJe4+vBKCoQBX4O7sDJg9vfH38/N16MSUiI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amWRp/FaboZ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot\n", "fig, ax = plt.subplots(1,1,figsize=(15,5))\n", "ax.plot(obs.time, res_long, label = 'With long period in tidal predictions')\n", "ax.plot(obs.time, res_nolong, label = 'Without long period in tidal predictions')\n", "ax.plot(obs.time, res_NOAA, label = 'With NOAA tidal predictions')\n", "ax.legend(loc=0)\n", "ax.set_ylabel('Residual (m)')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nPvzQnjkrNfUUPv54OQwGA+bMeQ0dO/JfQh1yXnnlNdyyG264GTfccLNmH507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UAAAg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\nQDMzMzMzsxLxItDMzMzMzKxE/gEUHtHZcS5eXAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(15,5))\n", "ax.plot(obs.time, res_NOAA - res_long, label = 'With long period in tidal predictions')\n", "ax.plot(obs.time, res_NOAA - res_nolong, label = 'Without long period in tidal predictions')\n", "ax.legend(loc=0)\n", "ax.set_ylabel('Devitation from NOAA residuals (m)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The NOAA residuals clearly match best with the tidal predictions with long period constituents. So, if we use NOAA to force the model, we are excluding the seasonal bits of the water level anomaly due to meteorlogical events.\n", "\n", "I have analyzed three years of Neah Bay water levels, all of which had different amplitudes for Sa - 12cm, 8cm, and 10cm. I know this is small, but it is a pretty large fraction of the error in our nowcasts.\n", "\n", "I also think this explains why, in October, the HYCOM anomaly is suddenly larger than NOAA (based on the cycle in the green line). But this idea doens't totally match with the fact that the summer HYCOM values are similar to NOAA (according to above, they should be smaller). \n", "\n", "There is a lot of short period variability (small amplitude) in the differnce. I blame any differences between harmonics I calculated and the ones that NOAA uses. \n", "\n", "## Moving forward\n", "* If we want to keep using NOAA, I will generate my own tidal predictions (using NOAA constituents) but exclude the long period constituents. Then I will use the NOAA forcasted water level - my tidal predictions to calcaulte the anomaly.\n", "* If we decide to go with HYCOM, then I won't worry about any of the above. A neat idea might be to experiment with HYCOM in the 3.6 runs.\n", "* It would take more time/work to switch to HYCOM. I would need to do a fair amount of work setting up the netcdf files and testing before we can use this in the nowcast framework. \n", "* What does DFO do for its tidal predictions? We should keep this in mind when we compare our residauls.\n", "\n", "We still have an issue with a semi-diurnal signal in our nowcast residuals. This was not present in the hindcasts. I think this signal is due to errors in the model tides. The hindcasts used an additional tidal simulation to calculate the residual, so any errors in the model tides were present in both the storm surge sim and the tidal sim. Now, we are using a separate tidal prediction meaning that any errors in the model tide will be expressed in the residual." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }