4 "cell_type": "markdown",
5 "id": "53b848a1-52c7-4f89-bd36-12ae168d9a71",
14 "id": "2889acbb-a0e2-4a41-8b8c-78fb77320abe",
19 "import numpy as np\n",
20 "import pandas as pd\n",
21 "from MesoPy import Meso\n",
22 "import matplotlib.pyplot as plt\n",
24 "meso_token=\"4192c18707b848299783d59a9317c6e1\"\n",
29 "cell_type": "markdown",
30 "id": "f670c34f-ffe4-4e93-a8ef-bde4e15f3a54",
35 "Below we print all the RAWS stations in Colorado with full data availability over the time period in question. The search and output is done in the notebook `fine_RAWS_station`.,\n",
37 "Note: the time period is arbitrary at this point, and the `find_RAWS_station` notebook summarized this data availability for this particular time period. We need to consider how this should work for a different time period. Question: will a particular STID give different available data series for different times, or always the same data series names?"
43 "id": "3a684470-b52f-4ad7-b4cb-d2ca9e68c65d",
51 " .dataframe tbody tr th:only-of-type {\n",
52 " vertical-align: middle;\n",
55 " .dataframe tbody tr th {\n",
56 " vertical-align: top;\n",
59 " .dataframe thead th {\n",
60 " text-align: right;\n",
63 "<table border=\"1\" class=\"dataframe\">\n",
65 " <tr style=\"text-align: right;\">\n",
68 " <th>air_temp</th>\n",
69 " <th>relative_humidity</th>\n",
70 " <th>precip_accum</th>\n",
71 " <th>fuel_moisture</th>\n",
120 " STID air_temp relative_humidity precip_accum fuel_moisture\n",
121 "123 CPTC2 1 1 1 1\n",
122 "124 CHAC2 1 1 1 1\n",
123 "125 CHRC2 1 1 1 1\n",
124 "144 LKGC2 1 1 1 1\n",
128 "execution_count": 2,
130 "output_type": "execute_result"
134 "# Read Mesonet data\n",
136 "vars='air_temp,relative_humidity,precip_accum,fuel_moisture'\n",
137 "time_start = \"201806010800\" # June 1 2018 08:00 in format yyyymmddHHMM\n",
138 "time_end = \"201907200900\" # June 20 2018 09:00 in format yyyymmddHHMM \n",
139 "stations = pd.read_csv(\"station_df_co.csv\")\n",
140 "stations[stations[\"fuel_moisture\"]==1].head()"
145 "execution_count": 3,
146 "id": "dca40610-483d-4540-b3eb-4c7ed9efd129",
150 "meso_ts = m.timeseries(time_start, time_end, \n",
151 " stid=\"CPTC2\", vars=vars)\n",
152 "station = meso_ts['STATION'][0]"
156 "cell_type": "markdown",
157 "id": "355e0157-9c49-473d-80a7-f05ed5ccb51f",
160 "Organize RAWS data."
165 "execution_count": 4,
166 "id": "193485f5-796b-49ed-94d3-60a3746c3573",
170 "import data_funcs as datf\n",
172 "raws_dat = datf.format_raws(station)"
177 "execution_count": 5,
178 "id": "e90aa779-7ca3-46b2-8275-0df6a11d32cb",
184 "Text(0, 0.5, 'Relative Humidity (%)')"
187 "execution_count": 5,
189 "output_type": "execute_result"
193 "image/png": 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\n",
195 "<Figure size 1152x288 with 1 Axes>"
199 "needs_background": "light"
201 "output_type": "display_data"
205 "%matplotlib inline\n",
206 "plt.figure(figsize=(16,4))\n",
207 "plt.plot(raws_dat['rh'],linestyle='-',c='k')\n",
208 "plt.title(station['STID'] + ' rh')\n",
209 "plt.xlabel('Time (hours)') \n",
210 "plt.ylabel('Relative Humidity (%)')"
215 "execution_count": 6,
216 "id": "1fa29896-6962-4ef9-af6f-55230591cdb3",
222 "<matplotlib.legend.Legend at 0x1e79a306100>"
225 "execution_count": 6,
227 "output_type": "execute_result"
231 "image/png": 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\n",
233 "<Figure size 1152x288 with 1 Axes>"
237 "needs_background": "light"
239 "output_type": "display_data"
243 "from datetime import datetime, timedelta, time\n",
244 "import numpy as np\n",
245 "import matplotlib.pyplot as plt\n",
248 "%matplotlib inline\n",
249 "plt.figure(figsize=(16,4))\n",
250 "plt.plot(raws_dat['fm'],linestyle='-',c='k',label='10-h fuel data')\n",
251 "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
252 "plt.xlabel('Time (hours)') \n",
253 "plt.ylabel('Fuel moisture content (%)')\n",
258 "cell_type": "markdown",
259 "id": "27bd7ffc-4a72-4683-a97a-05ea289b196e",
262 "## Run Augmented Moisture Model with RAWS Data"
267 "execution_count": 7,
268 "id": "70993f7b-c464-477c-8715-d8e873033e88",
272 "import moisture_models as mod\n",
276 "hours=1200 # total simulation\n",
278 "m = np.zeros(hours) # preallocate\n",
279 "m[0]= raws_dat['fm'][0] # initial state \n",
280 "P = np.zeros(hours)\n",
281 "P[0] = 1e-3 # background state variance\n",
282 "H = np.array([1.]) # all oQ = np.array([0.02]) # process noise variancebserved\n",
283 "Q = np.array([1e-3]) # process noise variance\n",
284 "R = np.array([1e-3]) # data variance"
288 "cell_type": "markdown",
289 "id": "4860f4a5-a56d-4b90-9b41-5227ec550b27",
297 "execution_count": 8,
298 "id": "0cc8d535-3d92-4198-a30c-128db9eff4cd",
302 "m,Ec = mod.run_augmented_kf(raws_dat['fm'],raws_dat['Ed'],raws_dat['Ew'],raws_dat['rain'],h2,hours) # extract from state"
307 "execution_count": 9,
308 "id": "87e89264-491e-4139-986e-fdc4667e41d6",
312 "def plot_moisture(hmin,hmax):\n",
313 " print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
314 " plt.figure(figsize=(16,4))\n",
315 " plt.plot(range(hmin,hmax),raws_dat['Ed'][hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
316 " plt.plot(range(hmin,hmax),raws_dat['Ew'][hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
317 " plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
318 " plt.plot(range(hmin,hmax),m[hmin:hmax],linestyle='-',c='k',label='filtered')\n",
319 " plt.plot(range(hmin,hmax),raws_dat['fm'][hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
320 " plt.plot(range(hmin,hmax),raws_dat['rain'][hmin:hmax],linestyle='-',c='b',label='RAWS rain (mm/h)')\n",
322 " plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
323 " h1 = np.maximum(hmin,h2)\n",
324 " plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
325 " plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
326 " plt.xlabel('Time (hours)') \n",
327 " plt.ylabel('Fuel moisture content (%)')\n",
333 "execution_count": 10,
334 "id": "cac76c32-2343-4d3d-9eb0-46e90333fca8",
339 "output_type": "stream",
341 "training from 0 to 300 plot from 0 to 1200\n"
346 "image/png": 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\n",
348 "<Figure size 1152x288 with 1 Axes>"
352 "needs_background": "light"
354 "output_type": "display_data"
358 "plot_moisture(0,hours)"
363 "execution_count": 11,
364 "id": "6a86ff9d-bfa3-4c00-849f-90ce105dab40",
369 "output_type": "stream",
371 "training from 0 to 300 plot from 1000 to 1200\n"
376 "image/png": 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\n",
378 "<Figure size 1152x288 with 1 Axes>"
382 "needs_background": "light"
384 "output_type": "display_data"
388 "plot_moisture(1000,hours)"
392 "cell_type": "markdown",
393 "id": "bf25236e-8e50-49c6-b2ca-c055ec5b350a",
396 "## Model Validation\n",
398 "Calculate Mean Absolute Prediction Error (MAPE) for the forecast versus observed fuel moisture data. For comparison, I will calculate MAPE for the entire series, the forecast period, and just the final value (where errors may have accumulated up to)."
403 "execution_count": 12,
404 "id": "24ed5d78-1de8-4e32-af3c-30f3dc445f3a",
408 "def mape(a1, a2):\n",
409 " if a1.shape==():\n",
413 " err = 1/n*np.sum(np.abs(a1-a2))\n",
419 "execution_count": 13,
420 "id": "255fef4c-0f4c-4346-a9d9-239bb75e04c2",
427 "output_type": "stream",
429 "Total MAPE: 1.33674\n",
430 "-------------------------\n",
431 "Train Period: 0.11585\n",
432 "-------------------------\n",
433 "Test Period: 1.74546\n",
434 "-------------------------\n",
435 "Final Time: 1.93689\n"
440 "print('Total MAPE: '+ str(np.round(mape(raws_dat['fm'][0:hours], m), 5)))\n",
442 "print('Train Period: '+ str(np.round(mape(raws_dat['fm'][0:300], m[0:300]), 5)))\n",
444 "print('Test Period: '+ str(np.round(mape(raws_dat['fm'][301:hours], m[301:hours]), 5)))\n",
446 "print('Final Time: '+ str(np.round(mape(raws_dat['fm'][-1], m[-1]), 5)))"
451 "execution_count": null,
452 "id": "f4d53996-49c0-4e21-a8c3-7fc51d6a33c8",
460 "display_name": "Python 3 (ipykernel)",
461 "language": "python",
469 "file_extension": ".py",
470 "mimetype": "text/x-python",
472 "nbconvert_exporter": "python",
473 "pygments_lexer": "ipython3",