Created
February 27, 2018 16:36
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Regrid cloud variables in GEOS-Chem using xESMF
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import xarray as xr\n", | |
"import xesmf as xe\n", | |
"\n", | |
"plt.rcParams['axes.titlesize'] = 15" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Read and check data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# just pick up a single 2D frame\n", | |
"time=0\n", | |
"lev=10\n", | |
"\n", | |
"ds1 = xr.open_dataset('./GEOSFP.20150701.A3cld.4x5.nc').isel(time=time, lev=lev)\n", | |
"ds2 = xr.open_dataset('./GEOSFP.20150701.A3cld.Native.nc').isel(time=time, lev=lev)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/zhuangjw/Research/Computing/miniconda3/envs/geo/lib/python3.6/site-packages/xarray/plot/utils.py:51: FutureWarning: 'pandas.tseries.converter.register' has been moved and renamed to 'pandas.plotting.register_matplotlib_converters'. \n", | |
" converter.register()\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x11ab909e8>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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qzWI1ZmF0hS3erHr5sVx6ZLkRb2ZOt4PJnHnR/8ult99kC+MGx8w9FYTIUYri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\nAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x118995518>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[12, 4])\n", | |
"\n", | |
"plt.subplot(121)\n", | |
"ds1['OPTDEPTH'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('4x5 in-cloud optical-depth')\n", | |
"\n", | |
"plt.subplot(122)\n", | |
"ds1['CLOUD'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('4x5 cloud fraction')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x11e47a9e8>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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KpUcq7fj03N2Ov+Z/qTFqmCcLOMWaglk/j7bT53Hm/F4reHZSlMXPOvR85xGe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t6lENviMTpeUJm3TB/S9a8VBmrunBiMDqqWc4zfT942KxTfDuUS1Hu85G2LBj2IKa0SheTxwKt4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\nXwGfFuBKr1YsphQkYpoV8K19+L/1tx0RahT5fRiuV3Ms7deUM1dTDInpW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5LgRE6Na1+p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NVG2umz1qDnPDnDa2HimwqUVbUdqIs6ZTzfB2f2kv5dtmYd6XY/WrprP3mMeKuWWOHtLpvKbG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7pfRxyhYvsFkWfeYfViVyLSdhzqfWFW3Dcfq24c4065mIWvx6jVg0TzOVd3+75ZXYzR/lkU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lZhu7pUR85SryTT1xaqPoJsHYoZ02k/8Fpj7XQfLFO5AyRtuRJ+E88D08PGpkM8nYWBAG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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11ac5e710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[12, 4])\n", | |
"\n", | |
"plt.subplot(121)\n", | |
"ds2['OPTDEPTH'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('0.25x0.3125 in-cloud optical-depth')\n", | |
"\n", | |
"plt.subplot(122)\n", | |
"ds2['CLOUD'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('0.25x0.3125 cloud fraction')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Compute grid and making regridder" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def makeLLgrid(dlat, dlon):\n", | |
" '''Compute GC latlon centers and bounds (Stolen from Lizzie)'''\n", | |
" lon_b = np.linspace(-180 - dlon/2, 180 - dlon/2, int(360/dlon) + 1)\n", | |
" lat_b = np.linspace(-90 - dlat/2, 90 + dlat/2, int(180/dlat) + 2).clip(-90,90)\n", | |
" lat = (lat_b[1:] + lat_b[:-1]) / 2\n", | |
" lon = (lon_b[1:] + lon_b[:-1]) / 2\n", | |
" llgrid = {'lat': lat,\n", | |
" 'lon': lon,\n", | |
" 'lat_b': lat_b,\n", | |
" 'lon_b': lon_b}\n", | |
" return llgrid" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"grid_4x5 = makeLLgrid(4, 5)\n", | |
"grid_native = makeLLgrid(0.25, 0.3125)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Reuse existing file: conservative_721x1152_46x72.nc\n", | |
"CPU times: user 54.1 ms, sys: 39.8 ms, total: 93.9 ms\n", | |
"Wall time: 81.8 ms\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"# computing the weights at the first time takes tens of seconds\n", | |
"# better to read it from file\n", | |
"regridder = xe.Regridder(grid_native, grid_4x5, 'conservative', reuse_weights=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Regrid cloud fraction" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"dr_cloud = regridder(ds2['CLOUD'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x11d7a06a0>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UTZVmRLv6I0w/zvjjqUH5zaPuFe3s6ew+lvuoTZUjG/NqZDDsPPORwv6HPynq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\nCCGEZBBOsAkhhBBCCMkg/webMitFqA+p+AAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e4ae8d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[12, 4])\n", | |
"\n", | |
"plt.subplot(121)\n", | |
"dr_cloud.plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('CLOUD regridding results')\n", | |
"\n", | |
"plt.subplot(122)\n", | |
"ds1['CLOUD'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('reference solution')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x11ea1c780>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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R+HiBtpsZMVuORdCRFei1Jkq9xZAWMnbHQjVtp5vLCxS511HdRMZS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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11c1150b8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(dr_cloud - ds1['CLOUD']).plot()\n", | |
"plt.title('cloud fraction regridding Error')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Regrid optical depth (wrong way)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"dr_opt = regridder(ds2['OPTDEPTH'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x120783cc0>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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f5hdIxMJkTE/usAPzQQteN3vREPvXyjVY1y71oSflplMBNk8T9+loi00pOZeT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\ncvPTupXcVH1lFj0pN9jWYJe83wdHXK/fE0q4OD4qz1TvDrd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X3VpMv6pZ0yNjphiGMzpG\nc1m9Hn72JquoavKCMh06aO8dHXN1rf/IqNbR1myvvd4+tb+3xx5LrE3L+t6sd7f1RWedrW0d7Pe2\n28sXKe+1Yi3/6c0mb/+j2vbcBzcV00e3WR3MkTeokG5+2vrY3ce0I4czmuf3IQA8cUgvYP8W5gsp\nASDepscVDUyW9yI9Dr3iBawasn2Y8M5RkxcQbTRrz8Pef9f90i++YvLchiVqxx9dVUz3H7M2pf9Z\nhaz3520guWs8XUguqW3n7O3H9NULPXqvHx2xx7XT6YnOjVo7Ei1a/9ldut9l8+4w5VxStUvOE3Em\nOm3fpOZ7fb38EpP38ydUkPn6s79TTOevs0LK0WfUxv6nq+xjA/LZYUyqCSEEGBe9nEJUUUIIIXUk\nMJ/NSTUhJCAkKCU5IYSETVg+O5xn7oQQAox7tUo+5JQQkU+JyB4RebzwudHL+5iIbBORrSJyfbl6\nCCHEEJDPrsuTahH5FIA/BHCosOnjzrkfF/I+BuBWADkAf+qcu78eNhJCTj+cAC4g0UsD8rfOub/2\nN4jIGgA3A1gLYBGATSKyyjlX/gXkcUFudgyxJrv+c/DyeVo3bF6/txa5dYW+t31gwJ7zsV793r1M\nyx3YsNqUWwDNW3GGbWt3rz49a0lp3rB9jT/me5qOs5fYdag7B1WQkPeqn3tm1pTbe1jtdXlt9//d\nbwUNi6/SvHQyErb5Uu3uPZ2qYYi32eNqiWm5l1+yU4ALVmqdw61qYyZvFw4f8QLjRNcU+/gBdKJB\nc5bO0bZ3n6dtzWm1Ty0HMv46at2eiay9jq/SdN/8s0xe01O64Dh3jWpz5nVYo5pvv6yY/tuvfM7k\nuYRqYXp2eG0nrb1zf6pTFonrPmO/f6UpN7vdW88fOQ9pbw30C/9F7Uis/6gpd3DznxXTczq+Vkwf\n22fra+7U+lIbmk3ejRv+tZj2h1TPYdu/+S49zkRHmZN+ioTms+u5/KNqztnFBbm28UOJ2fgm6H21\nXlzijaWRB61njL1W1Rb7VSeDsSO2i7pX6lXdvtaK1ga9gCwr2vVi8oOzAEDa0y0eztigLt3NqkyJ\nBvjw8Z21L4F56TE7OGWhOo3Hvn/A5HXdqB3SkdTjXHK1dRK7WlToklhundC62VaEeZzOmBVgdqf0\nFI4631nbU5v3bqLNkePfPaQe+pjXbWvn2pO++CLtA18csz/Tb8rt7FNRTlREgsv0PIwMzlKbnhk0\nxfpG9Pi72iOilzvuKqYXfeGzxXR7+nJTrucl9WTxQe2P1oe/btt6TKPEuVussDDp/Xy2a4fW17na\njr2Hn1T700vUjhef/zNTblHP3cV0rsceV7Jfr52WW/ROdqc8aMr5gt+exyJ31Fme6OUta23eRzB5\nAgskcJpwE4DvOOcyAHaKyDYAl2I8XDAhhJQmMJ/daP8eFJ2zc24ngOPOmRBCKkMq/JDJcLuIPCki\nd4nInMK2xQD81y3sLmw7ARG5TUQ2i8jm3qOHJypCCJlpBOSz6zmprp5z7qVzJoQAx0UvlXzIiYjI\nJhF5eoLPTQC+BmA5gAsA7APwpVOt3zm30Tl3sXPu4tlzOk++AyEkcMLy2TVb/iEimwB0T5B1J8ad\n82cwHqHyMxh3zrecSv3OuY0ANgLA6tUXuZMUJ4TMBASN9/vbaYRzbsPJSwEi8g8AflT4ugfAmV72\nGYVthBBSnsB8ds0m1XTOhJB64AJy0I2EiCx0zu0rfH0LgKcL6fsAfEtE/gbjWpiVAB49aX1Jh+aF\nOYzssYK75GHVOnRdZZ9O9XkBLvwHV93zrHYg1aXpVi+g1FnnWK3H0THdbyxvn80Me8Fg5i1XHUhU\ncOcHWzo8agNn+VXufUpvt+2rrFDRJ9GkNqUvs3m9ftCnFnvMft8k92gfji202pSU6kCRfc4G6Xp+\njmpE/FcH7/jv7zflktA6F1361WL6pazVCC37XQ1OsmfAHrMfwOuCTg1I83Qk2lQ6pYaMeUFXhuL2\n+L3YYBhqtnmJMzRzdrPWNxQJINP7pR8X0/n555u8+NEd2tZ+7bfE0LAp17/udcV0+wvPaLvt1qYR\nT9a1aJntm+4W1Tsd/PjHiulXXowEDTr4l8X0rG7V4+w7ZK+pkf36Pddp7Wibpd8zXhCl+LM2olL8\nwtpJ8ELy2fV6+0dVnXOs2aFl9fiAGnrBDqZ5v/xpMZ38k2uL6aPPRyL5eb42PlsHWTwSrc+PjphO\n2Mh4g7kRL60Dsm/UXjDL2jqK6TwiF78XvXAsr/v1ZUdMuUP36xXZfI0a75aXfmjfeYMVFbbEdSRn\nvTvFkSFbh0toX43us/2W7Vb7nz2gNp3TZY85LtrWzs9+o5iOxWzIsP5X36Ttnm1FjBcsVUezfdTv\na+vIOxJaZ8+YJ24cs33d5UUTOyQ2b45nVl+r5o2+xiqn53pDIHpTHvg3tbFj8bs1o3ebKde2/Ugx\n3XRUxaSx1lWm3HD/Y8X0SO+rTZ6v5V27So8rFRGMLj9HbdqZ0Z/fV267wpRrvlDriyrTU7v6iukj\n/XqHbm2xx79ni9rR1GPHryxXu6LR2qaEAIifHj8TnoZ8UUQuwPgvjLsAfBAAnHPPiMj3ADwLIAvg\nj0/65g9CCAGC89n1evsHnTMhpDYE9NSjkXDOvbtM3ucAfK5UPiGElCQgn12XSTWdMyGkVoT0UyIh\nhIROSD6bYcoJIeEQmOiFEEKCJjCfzUk1ISQswlmeFzRuVJB5JY5Er9VftF/uRTKMRFpLeNEBfU2I\nH+QJADoSqn2I+zoVZ9vqatLAUQM5KzhbtEw1IhlvEWIiEshw2BO7JWNWm+GLKROLNa/vlUjEuy5t\nINOvDYwOWp2CHw9rLBtpy++qNZ6RB629Rz0Rm1tjNS3Oey1AlxfobOGbv2nb6la7uhao7QNW3mL0\nRO1WjoLmuNrR62lffGEiYM/z7CbvXDZF9Ui630FYkd2Ad2pf7vOjV1qb5A/erOmY7ftcZkkxnUrr\njkODtg8XeP0x8hoN2JWMTBy7O/RkDuXsKtctT2m/pebrcbUtsuM3/3Z9r8PclOpU2hba+mKLzDeT\nN5zT4zz0fRWJzjpqg8UdXb6mmI5G6ZwyAfnsICbV+WHB8LPjF1vrHqsc7rlGX0JyjhcOd+GbrWjP\nd8p+BERf9HZCuxEZeFtcvUaLd0GmE/ZC8AWN0YiCI97F5Tud0UiY2MxKtSuzV7e3dNn6Rof1Atqz\n194N4l5/JD21dD4XiaC3xBPqHbAX5G9/q+1JXut/aqe1d9l6Tz1/+7uK6Yj4GkvatO0DA/ZY9g/r\n9/TEgRwBAJm8OtSBMW13QbPdqSmmw78z4qD9MZDxhJDZyAr//V6QxjltNi9zoW4YHlhRTMc7lls7\n2rStnv0q/OteEXGggyom7EhZQ5ZF71gFXhjoM9/7j3kTlqVah7v9VlNuySytb9459gaVOHdBMZ2K\n6Tl/8agVI7a+1FNMN+36pcnrO18FqVLtpxQBPfUghJDgCchnBzGpJoQQAIAAEj95MUIIIQ1AYD6b\nk2pCSFgE9NSDEEKCJyCfzUk1ISQcAhO9hEysyaFlaQ7zZtnt/trQGKLrazXPX+Y1mLVLlHYOahCW\nTi8qSDKy1iiV0Ly9g6Mmb0HrxPuNRRbiDmV1mVZTzD5yS3gLafeO6Vq35sgyvXhC8+LNmp47N7Kc\nz1sRFo3a7C8BG+7QgrFF0QWr+j26hNFfLue/1n/phdaOFm9pYky0nzrsa/EN0bbi3pLLjLfs0V9D\nHcV5dUTjP/i1R197nPbiCZypYSJOWFbZmtApUVvcHkzWe7vvMwd0SaC/hhoAZnnnvDmuVnUkbX3N\n3gL5wxkbNGjdeWpHDNrXw7nSQYP8PsxEjqst4ddnyXrxFeb/h9ne9g5Trssbo4eGq/im48B8NifV\nhJCwCEj0QgghwROQzw5jUt0ESEGYO/eStMlaldL/8vz/DJOx0oduIyNa8VXKqyNRZiGQHykxKbat\nZNz/buv3/3NOenLuZMz+KyfN+p9i+zxP3Ggj0mLuHE85HLeZee9/+4GsPqWZl7TizKG85sW67ejP\nY2IV8MCYfXI04imMfU3dnKZICF3vvMyZV5nCOPo0azCn9qaTWl/0CVPMe/LgHz8A9Ga0rDeEsHCe\ntTcd10cg0RDF85bqOWv3BK+ZvG3rt6/od1+cuKDFPtlY2OKJDCNPUfyxuP2YinVXzLKPAZPt2h/+\nk75sJMaSEWpGnnq0xCe+dhal7fXQdLNGbIzL2yL2at/sGLBvXZgq1RQ+isguAAMAcgCyzrmLq1c7\nIYSQkHx2GJNqQggBCqKXKr/uCXitc+5wtSslhJAZT2A+m5NqQkhYBPRTIiGEBE9APpuTakJIOMgp\n/ZTYKSKbve8bnXMbI2UcgE0ikgPwvybIJ5OkJRnDuvltGI0EZPGXHkWDuozltaz/jv9sRATnB9o4\nmtFlTlFxn7+Man5L6dthLholxCPhVZqNxhPwvp+7ROsfigRu6UjqO/TTXS2oBL8vALuEa9gTrUXn\nK7M80VoqspQrIRPPbqL9a86R032i58vUF8nLuYmfTiYiSx19QaMvVFzUYvsp4/VHMiIYbYlp//pL\nM6P4fTqcs8v0/L2WzlMbU3HbVmtMx1S5Zab++SoXQ8FfcpouM2PzhaC5yHK+Uss0ASCemthhRvdp\n8pYYptPR0lMgMJ8dxKS6LSW4dOn4BRYdCP7A9fOiDsl37P7gbIpcFMeyugZ6JBK4pTvVPqF90XXZ\n5fAVwuXWbF+yQi80/+KflbBBQMrV4eMHron2TXR9tE86qXb4a9ZbU3bNr9/3/jmJBr8ZzPk3QOuE\nS113URfpO2F/7W5UfT7mtT0naR10S1zt8J1JS7x01JnOJrt+2Xfefno04vDWLFYb4976+3Lrpsux\nrE1V29E+9PGddQrJkuXa4pUpvRNJa1/eu/Fmo+vZvfOyqj3y+ocpIHAQqfinxMMVrLe70jm3R0S6\nADwgIs875x6ampWEEEKA8Hx2QC8yIYQQjD+aq+RTAc6NB252zh0EcA+AS6tuLyGEzGQC8tmcVBNC\ngkJilX1OWo9Im4ikj6cBvAHA07W1nhBCZhYh+ewgln8QQggAQIBYrGpK8gUA7pHxJTQJAN9yzv1b\ntSonhJAZT2A+m5NqQkhQVOudp865HQDWVac2EiXnHAZymRN+LhVPBzAW0Vz47/H3xXNRvUTSEw+W\nu133jA4V0+UEcr5eJF5mgEUFjSPeu+B9AVsqIqRr8rQU5QRnft9ERXBZT5yY8o4lqqsYKSPw9MuW\nu4yaYxPrO1JlhXm2b3y9S6W/mcdipQv65yUau8AeV2ltSiJeLvaE9tVsL+5AOd1KOXyNTDpRmTi1\nHOYYI7ExfB2Ti5xz/zz4NpXTp5WL7DgZQvLZQUyq885hMDceNjSq+vUd1IhTB+eH9ARKO+iYWJFe\nk3dR++E9AaAvqw7aH7hRmyoNIOMTvWn4F5AfXGayF7iPROrwjzka+MNvzxdMRutIlLhqomGD855g\nwb+RRfFFcNE+lBJq8eiarHiZvo/HJ3Y05ThRWKn7+Q7Jv7kC5RXik6EaY8AnevzRQDHFdiMdnPQn\nEZGy/mShL1u5kPdkCE54yQAhhJAGJTSfHcSkmhBCAIy/nqlyJTkhhJB6EpjP5qSaEBIUIT31IISQ\n0AnJZ3NSTQgJimiAD0IIIY1LSD6bk2pCSDAIgDJaJjIFROS7AM4pfJ0NoNc5d4GILAXwHICthbxH\nnHMfmmw7vg4iKqTzKRetL2YCQJW+Y/sBlqICRKuLqexWGdUfpEroQpKRW6+vmSkX8c/nxIiKul9b\nQtttiojW/GMZLmiRJrSxzDH7fSOmryvTn9SCUn09WcoF+jrdMOclqi1yJc5ZRDvjj6NsrLIxWgmh\n+ey6TKqr7ZxFpCgGjCqMp+qgo4pwX1jXFrcXccoTZlVbLFauvnJ55Zx1DBMrxKOO0Y8UWK6tbKx0\n5L1SzjYqequ6U57kaSinEJ8M5Zza6UbJc1TmuKJCW18kOjs5deW7b0NITz0aCefcO4+nReRLAPq8\n7O3OuQum3ypCyGlNYD67LpNqOmdCSK0IaX1eIyLjjybfAeB19baFEHL6E5LPrutDd885f7uedhBC\nwkAw/tSjkg+ZNFcBOOCce9HbtkxEHheRX4jIVaV2FJHbRGSziGw+cvhw7S0lhDQ0ofnseq+pLumc\nMf70+hPOuV9OtKOI3AbgNgA4c8mZNTeUEHJ6ENJTj+lGRDYB6J4g607n3L2F9LtgH4TsA7DEOXdE\nRNYD+KGIrHXO9Ucrcc5tBLARAC6++GI3N9l2wtKgMadrhUcj64b94CpZs+bZPh/q8IJzTJoajqPo\nMftL8/xleVEbzPK7SN5k3ncf3cdfLumv2Y6Wq/a79Un9KLWkMxpAxqejyuc/JJ9dsytjOp3zRRev\nD+clh4SQSSMCJAISvUw3zrkN5fJFJAHgrQDWe/tkAGQK6S0ish3AKgCba2gqISQAQvPZNZtUT6dz\njkHQFm8+qU3lQnX6+CKqagsOp5tKw7NWWkc5JiMyrKdanEwfZYW2VRaFnt5XbMOzAcDzzrndxzeI\nyHwAPc65nIgsB7ASwI56GUgIOb0IyWfX8zccOmdCSNU5XdbenabcjBM1MFcD+LSIjAHIA/iQc65n\n2i0jhJyWhOSz6zmppnMmhFSVcdFLQB66wXDOvW+CbT8A8IPpt4YQcroTms+u26SazpkQUgtCeuox\nE4jeUFOi7/+vdkCPRiF6zNVeAuUTFUWWi0ng/w4fDVBDZjb+OKp+HI6qVldXeNUQQoIiIP9MCCHB\nE5LPnlGT6pCi2hFCTmRcSc6LmxBCTgdC89kzalJNCAkbgSDG/5gJIeS0IDSfzUk1ISQoQhK9EEJI\n6ITkszmpJoQERUgOmpBSlBMgElJtajm+Qhq7nFQTQoJBAAQUnIsQQoImNJ/NSTUhJCgkoKcehBAS\nOiH5bE6qCSHBICJISEjPPQghJFxC89mcVBNCgiIkJTkhhIROSD6bk2pCSDCMh7wN56kHIaWoVNwV\nkgiMhEdoPjucIyGEEIw/9ajkUwki8kYR2Soi20TkjhqbTgghM46QfDYn1YSQgBCIVPY5aU0icQB/\nD+AGAGsAvEtE1tT4AAghZAYRls/m8g9CSDAIgITEq1XdpQC2Oed2AICIfAfATQCerVYDhBAykwnN\nZwcxqd6yZcthEXmpBlV3Ajhcg3pPFdphoR2NZQNQXTvOmuyOW7ZsuV9EOiss3iwim73vG51zG73v\niwG84n3fDeDVk7WNWAL3241gA0A7otCO2thAn10giEm1c25+LeoVkc3OuYtrUTftoB2h2NBIdjjn\n3lhvG0hlhOy3G8EG2kE7Gt0GIDyfzTXVhBAyMXsAnOl9P6OwjRBCSONRd5/NSTUhhEzMYwBWisgy\nEWkCcDOA++psEyGEkImpu88OYvlHDdl48iLTAu2w0A6lEWwAGseOquGcy4rInwC4H0AcwF3OuWfq\nbBY5OY0wFhvBBoB2RKEdSiPYUFUawWeLc2462yOEEEIIISQ4uPyDEEIIIYSQKcJJNSGEEEIIIVOE\nk+oCIvJ2EXlGRPIicrG3famIDIvI44XP//Ty1ovIU4VwmF+RSkL+TMKGQt7HCu1sFZHra2XDBDZ9\nSkT2eMd/48lsqhX1DD8qIrsK/fz48fdkishcEXlARF4s/J1Tg3bvEpGDIvK0t61ku7U6JyXsaJix\nQWYejeCzy9lRyJvRfps+u7iNPnum4JzjZ3xd+bkAzgHwIICLve1LATxdYp9HAVyG8aBAPwFwQ41s\nWAPgCQApAMsAbAcQr4UNE9j0KQB/PsH2kjbV6PzEC20sB9BUaHvNNI6PXQA6I9u+COCOQvoOAF+o\nQbtXA7jIH4Ol2q3lOSlhR0OMDX5m5qcRfPZJ7JjRfps+mz57Jn74pLqAc+4559zWSsuLyEIA7c65\nR9z4qPwmgN+rkQ03AfiOcy7jnNsJYBuAS2thwykwoU01bK8YftQ5NwrgePjRenITgLsL6btRg753\nzj0EoKfCdmt2TkrYUYrpHhtkBtIIPvskdsx0v02fffJ26bMDg5PqylhW+KnkFyJyVWHbYoyHwDzO\n7sK2WjBR6M3F02jD7SLyZOHnpOM/W5WyqVZMd3tRHIBNIrJFRG4rbFvgnNtXSO8HsGCabCnVbj36\nqBHGBiFR6u2zj7c3k/12vf0AffbE1HtcBM2Mek+1iGwC0D1B1p3OuXtL7LYPwBLn3BERWQ/ghyKy\ndpptqCnlbALwNQCfwbiD+gyALwG4ZfqsaxiudM7tEZEuAA+IyPN+pnPOici0v5+yXu0W4NggNaUR\nfPYU7Kgp9NsnhT77RDguasyMmlQ75zZMYp8MgEwhvUVEtgNYhfHQl2d4RSsKhzkZG1A69OakbJis\nTSLyDwB+dBKbakVdw4865/YU/h4UkXsw/tPYARFZ6JzbV/hJ9+A0mVOq3WntI+fcgePpOo8NEiiN\n4LMnawfot+mzFfrsGQKXf5wEEZkvIvFCejmAlQB2FH7K6ReRywrK7fcAqNUTi/sA3CwiKRFZVrDh\n0emwoeAAjvMWAMeVxBPaVM22I9Qt/KiItIlI+ngawBsw3g/3AXhvodh7UbvzH6VUu9N6ThpobBBS\npEF8NkC/TZ+t0GfPFOqtlGyUD8YH2G6MP+E4AOD+wva3AXgGwOMAfgPgd7x9Lsb4oNwO4KsoRKis\ntg2FvDsL7WyFpxSvtg0T2PRPAJ4C8CTGL7yFJ7OphufoRgAvFNq8cxrHxnKMK6OfKIyFOwvb5wH4\nKYAXAWwCMLcGbX8b4z9njxXGxq3l2q3VOSlhR8OMDX5m3qcRfHY5Owp5M9pv02fTZ8+0D8OUE0II\nIYQQMkW4/IMQQgghhJApwkk1IYQQQgghU4STakIIIYQQQqYIJ9WEEEIIIYRMEU6qCSGEEEIImSKc\nVJOGQkSO1dsGQgghlUO/Tcg4nFQTQgghhBAyRTipJg2JjPPfRORpEXlKRN5Z2H6tiDwoIt8XkedF\n5J8LUckIIYTUEfptMtNJ1NsAQkrwVgAXAFgHoBPAYyLyUCHvQgBrAewF8CsAVwB4uB5GEkIIKUK/\nTWY0fFJNGpUrAXzbOZdzzh0A8AsAlxTyHnXO7XbO5TEeinhpnWwkhBCi0G+TGQ0n1eR0JOOlc+Av\nLoQQ0ujQb5Pg4aSaNCq/BPBOEYmLyHwAVwN4tM42EUIIKQ39NpnR8D9F0qjcA+ByAE8AcAD+wjm3\nX0RW19csQgghJaDfJjMacc7V2wZCCCGEEEJOa7j8gxBCCCGEkCnCSTUhhBBCCCFThJNqQgghhBBC\npggn1YQQQgghhEwRTqoJIYQQQgiZIpxUE0IIIYQQMkU4qSaEEEIIIWSK/H81hmGwz3FQjwAAAABJ\nRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11ff78ef0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[12, 4])\n", | |
"\n", | |
"plt.subplot(121)\n", | |
"dr_opt.plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('OPTDEPTH regridding results')\n", | |
"\n", | |
"plt.subplot(122)\n", | |
"ds1['OPTDEPTH'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('reference solution')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x1242ffe80>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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K80Skr9yFlgMfKBzHcaZC+QeKacvsUWMcx3HKBoFMprgP0Etyc/DZmKdAAXAz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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e9b2a20>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# the default regridding scheme is obviously biased\n", | |
"(dr_opt - ds1['OPTDEPTH']).plot()\n", | |
"plt.title('optical depth regridding Error')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Regrid optical depth (better way)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Replicate [Hongyu Liu's algorithm](http://acmg.seas.harvard.edu/geos/wiki_docs/geos5/GEOS-5_cloud_regridding_equations.pdf)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"a_in = ds2['OPTDEPTH']/(ds2['OPTDEPTH'] + 7.7)\n", | |
"a_out = regridder(a_in*ds2['CLOUD'])/dr_cloud\n", | |
"dr_opt_corrected = 7.7*a_out/(1-a_out)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x128a63c50>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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LsW7YH1ClJdwY834R2U+UUPomos7tvdih+g4ShYb8DbCOyPvxY/xO7naiYbn+kijO73NE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\nhBBCCCGEzJL/B8YPVPoAY45zAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1288ce828>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[12, 4])\n", | |
"\n", | |
"plt.subplot(121)\n", | |
"dr_opt_corrected.plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('OPTDEPTH regridding results')\n", | |
"\n", | |
"plt.subplot(122)\n", | |
"ds1['OPTDEPTH'].plot(cmap='cubehelix_r', vmin=0)\n", | |
"plt.title('reference solution')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x128c7def0>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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fFuDgZCRKPXlseu77uiW+uLhs2M9F63sG+56BokSnQ+IfuzRGKGs2hHAcrsi2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\nY6ODey2M5hAAMz3u4pvVbJ/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8xp16K8rTO+66AUDemcygRempRb6XfyuQzoV3uBLALSJy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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x12085fb70>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(dr_opt_corrected - ds1['OPTDEPTH']).plot()\n", | |
"plt.title('improved regridding Error')" | |
] | |
} | |
], | |
"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": "3.6.2" | |
}, | |
"toc": { | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": "block", | |
"toc_window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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