{ "metadata": { "name": "", "signature": "sha256:b8b862f641e97cf12b231609da4ac3f29baee8a3a40844cd9651d995cd308fda" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Given the altitude of a CGRF grid cell, calculate the pressure at sea level." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from __future__ import division\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "from salishsea_tools import (viz_tools,\n", " \n", " bathy_tools,\n", " nc_tools, stormtools,\n", ")\n", "import requests\n", "from xml.etree import cElementTree as ElementTree\n", "import cStringIO" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Load CGRF data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f=nc.Dataset('/ocean/dlatorne/MEOPAR/CGRF/NEMO-atmos/slp_y2006m02d04.nc')\n", "press=f.variables['atmpres']\n", "f=nc.Dataset('/ocean/dlatorne/MEOPAR/CGRF/NEMO-atmos/t2_y2006m02d04.nc')\n", "T=f.variables['tair']\n", "lat=f.variables['nav_lat']\n", "lon=f.variables['nav_lon']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Correction provided by Frederic Dupont" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming constant air density, pressure correction is\n", "\n", "$ p_{corr}=\\rho_a g z_1 $\n", "\n", "where $z_1$ altitude of the grid cell, $\\rho_a = 1.22$ kg/m$^3$ and $g=9.80665$ m/s$^2$. Then, the the sea level pressure is\n", "\n", "$p_{slp} = p + p_{corr}$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#load correction\n", "fname='/ocean/nsoontie/MEOPAR/pcorrection.nc'\n", "fP = nc.Dataset(fname)\n", "corr = fP.variables['PCOR']\n", "\n", "pfred = press[:] + corr[:]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Alternative Correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the altitude $z_1$, pressure $p_1$ and temperature $T_1$, of an air parcel we can estimate the sea level pressure as:\n", "\n", "$p_{slp}=p_1\\left(\\gamma \\frac{z_1}{T_1}+1\\right)^{\\frac{g}{\\gamma R}} $\n", "\n", "where $g$ is the acceleration due to gravity, $R$ is the specific gas constant, and $\\gamma$ is the temperature lapse rate of the atmosphere.\n", "\n", "The assumptions are:\n", "\n", "1. The temperature of the atmosphere decreases with height at a constant rate $\\frac{dT}{dz}=\u2212\\gamma$.\n", "2. The atmosphere is an ideal gas, $p=\\rho RT$\n", "3. The atmosphere is in hydrostatic equilibrium $\\frac{d p}{dz}=\u2212\\rho g$.\n", "\n", "\n", "We have taken $R = 287$ J/kg/K, $g = 9.81$ m/s$^2$, and $\\gamma = 0.0098$ deg/m.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#correction function\n", "R = 287 #ideal gas constant\n", "g = 9.81 #gravity\n", "gam = 0.0098 #lapse rate(deg/m)\n", "\n", "def slp_correct(Z,P,T):\n", " ps = P*(gam*(Z/T) +1)**(g/gam/R)\n", " return ps" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "#load altitude\n", "fname='/data/nsoontie/MEOPAR/tools/I_ForcingFiles/Atmos/altitude_CGRF.nc'\n", "fP = nc.Dataset(fname)\n", "Z = fP.variables['alt']\n", "\n", "#correct pressure\n", "palt = slp_correct(Z[:],press[:],T[:])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Compare with observations near YVR" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#prepare for getting EC Pressure at YVR\n", "def get_pressure_obs(station, start_day, end_day, month, year):\n", " station_ids = {\n", " 'Sandheads': 6831,\n", " 'YVR': 889,\n", " 'PointAtkinson': 844,\n", " 'Victoria': 10944,\n", " 'CampbellRiver': 145,\n", " 'PatriciaBay': 11007\n", " }\n", " wind_spd, pressure = [], []\n", " url = 'http://climate.weather.gc.ca/climateData/bulkdata_e.html'\n", " query = {\n", " 'timeframe': 1,\n", " 'stationID': station_ids[station],\n", " 'format': 'xml',\n", " 'Year': year,\n", " 'Month': month,\n", " 'Day': 1,\n", " }\n", " response = requests.get(url, params=query)\n", " tree = ElementTree.parse(cStringIO.StringIO(response.content))\n", " root = tree.getroot()\n", " raw_data = root.findall('stationdata')\n", " for record in raw_data:\n", " day = int(record.get('day'))\n", " hour = int(record.get('hour'))\n", " year = int(record.get('year'))\n", " month = int(record.get('month'))\n", " selectors = (\n", " (day == start_day - 1 and hour >= 16)\n", " or\n", " (day >= start_day and day < end_day)\n", " or\n", " (day == end_day and hour < 16)\n", " )\n", " if selectors:\n", " try:\n", " wind_spd.append(float(record.find('windspd').text))\n", " except TypeError:\n", " wind_spd.append(0)\n", " if station == 'YVR':\n", " try:\n", " pressure.append(float(record.find('stnpress').text) )\n", " except ValueError:\n", " pressure.append(0)\n", " wind_spd= np.array(wind_spd) * 1000 / 3600\n", " pressure = np.array(pressure)\n", " \n", " return wind_spd, pressure" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "#Load Data\n", "[wind,press_o] = get_pressure_obs('YVR', 4, 4,2,2006) \n", "\n", "# CGRF Point close to YVR\n", "point =[463, 526]\n", "\n", "\n", "#plot\n", "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(press_o*1000,label='observations')\n", "ax.plot(press[:,point[0],point[1]],label='uncorrected CGRF')\n", "ax.plot(pfred[:,point[0],point[1]],label='Freds correction')\n", "ax.plot(palt[:,point[0],point[1]],label='alternative correction')\n", "ax.legend(loc=0)\n", "ax.set_xlabel('time on Feb 4 in hours'); ax.set_ylabel('Pressure [Pa]')\n", "ax.set_title('Pressure at Feb 4, 2006 near YVR')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EYMGCBXjw4EFt7SZjjD1XZGQkJ3iMsdeu1pK8Xr16PfWlduDAAaEfhaenJ/bv3w9A2aG2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\nKLtVIkII4PflTqPR/Th4sPxWU9PWqCiCkpL4IT6eodVoBe3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vXs3AgQMpLi6mqKio1CHn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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Longer Times Series" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d=15;\n", "P=[]; PFRED=[]; PALT=[]\n", "# CGRF Point close to YVR\n", "point =[463, 526]\n", "for t in np.arange(2,d+1):\n", " da= \"%02d\" % (t,)\n", " string='y2006m02d' +str(da) +'.nc'\n", " f=nc.Dataset('/ocean/nsoontie/MEOPAR/CGRF/NEMO-atmos/slp_' +string)\n", " press=f.variables['atmpres']; P.append(press[:,point[0],point[1]])\n", " pfred = press[:] +corr[:]; PFRED.append(pfred[:,point[0],point[1]])\n", " f=nc.Dataset('/ocean/nsoontie/MEOPAR/CGRF/NEMO-atmos/slp_corr_'+string)\n", " palt=f.variables['atmpres']\n", " PALT.append(palt[:,point[0],point[1]])\n", " \n", "l = d-1 \n", "PALT=np.array(PALT).reshape(l*24,)\n", "P=np.array(P).reshape(l*24,)\n", "PFRED=np.array(PFRED).reshape(l*24,)\n", " \n", "[wind,press_o] = get_pressure_obs('YVR', 2, d,2,2006) \n", "time = np.array(stormtools.convert_date_hours(np.arange(l*24), '02-Feb-2006'))\n", "\n", "#plot\n", "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(time,press_o*1000,label='observations')\n", "ax.plot(time,P,label='uncorrected CGRF')\n", "ax.plot(time,PFRED,label='Freds correction')\n", "ax.plot(time,PALT,label='alternative correction')\n", "ax.legend(loc=0)\n", "ax.set_xlabel('time'); ax.set_ylabel('Pressure [Pa]')\n", "ax.set_title('Pressure near YVR')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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dC+z+fahbV2Yq6dIl8z4hZCD0T4aG2QQD69bBxIkke3rSYcYMgnQ62js4UMHC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\nZ2caPnw4ZWVl1ajL8SOytLQkP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