diff --git a/demos/synthetic_clouds_demo.ipynb b/demos/synthetic_clouds_demo.ipynb index 30583f2..ac94b7c 100644 --- a/demos/synthetic_clouds_demo.ipynb +++ b/demos/synthetic_clouds_demo.ipynb @@ -19,8 +19,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-10-10T18:23:19.260094Z", - "start_time": "2024-10-10T18:23:15.495840Z" + "end_time": "2024-10-24T15:59:48.629589Z", + "start_time": "2024-10-24T15:59:47.559441Z" } }, "source": [ @@ -34,7 +34,7 @@ "from solarspatialtools import cmv\n", "from solarspatialtools import spatial\n", "\n", - "from solarspatialtools.synthirrad.cloudfield import get_timeseries_stats, cloudfield_timeseries\n", + "from solarspatialtools.synthirrad.cloudfield import get_timeseries_stats, cloudfield_timeseries, get_positional_ts\n", "\n" ], "outputs": [], @@ -45,15 +45,15 @@ "cell_type": "markdown", "source": [ "# Load Sample Timeseries Data\n", - "The model attempts to create representative variability to match that observed from a reference time series. In this case, we'll process one of the 1-second resolution timeseries from the HOPE-Melpitz campign. We will load the data and convert it to clearsky index. " + "The model attempts to create representative variability to match statistics observed from a reference time series. In this case, we'll process one of the 1-second resolution timeseries from the HOPE-Melpitz campign. We will load the data and convert it to clearsky index. The HOPE data shared here seems not to show good agreement with the clearsky prediction, so since we're mostly interested in the variability, we do a normalization to reduce the degree of cloud enhancement in this data. " ], "id": "e386bd79e13077f4" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:23:21.406904Z", - "start_time": "2024-10-10T18:23:19.270070Z" + "end_time": "2024-10-24T15:59:55.189766Z", + "start_time": "2024-10-24T15:59:53.689204Z" } }, "cell_type": "code", @@ -69,24 +69,42 @@ "# Compute clearsky ghi and clearsky index\n", "loc = pvlib.location.Location(np.mean(pos['lat']), np.mean(pos['lon']))\n", "cs_ghi = loc.get_clearsky(data.index, model='simplified_solis')['ghi']\n", - "cs_ghi = 1000/max(cs_ghi) * cs_ghi # Normalize to 1000 W/m^2\n", - "kt = irradiance.clearsky_index(data, cs_ghi, 2)\n" + "cs_ghi_scaled = 1000/max(cs_ghi) * cs_ghi # Normalize to 1000 W/m^2\n", + "kt = irradiance.clearsky_index(data, cs_ghi_scaled, 2)\n", + "\n", + "plt.plot(data[40])\n", + "plt.plot(cs_ghi_scaled)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('GHI')\n", + "plt.legend(['Measured GHI', 'Clearsky GHI'])\n", + "plt.show()" ], "id": "3ac0711770cafcde", - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", - "source": "For some of the later analysis, we will need to know something about the Cloud Motion Vector for this time period, so we can compute that using the `solarspatialtools.cmv` module.", + "source": "For some of the later analysis, we will need to know the Cloud Motion Vector for this time period, so we can compute that using the `solarspatialtools.cmv` module.", "id": "b141cd1b18348ab4" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:23:30.068291Z", - "start_time": "2024-10-10T18:23:28.992689Z" + "end_time": "2024-10-24T15:59:55.572142Z", + "start_time": "2024-10-24T15:59:55.189766Z" } }, "cell_type": "code", @@ -94,7 +112,8 @@ "cld_spd, cld_dir, _ = cmv.compute_cmv(kt, pos_utm, reference_id=None, method='jamaly')\n", "cld_vec_rect = spatial.pol2rect(cld_spd, cld_dir)\n", "\n", - "print(f\"Cld Speed {cld_spd:8.2f}, Cld Dir {np.rad2deg(cld_dir):8.2f}°\")" + "print(f\"Cld Speed: {cld_spd:5.2f}\")\n", + "print(f\"Cld Dir: {np.rad2deg(cld_dir):5.2f}° from East\")" ], "id": "5fcf7a2a50c72783", "outputs": [ @@ -102,7 +121,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cld Speed 19.67, Cld Dir 90.70°\n" + "Cld Speed: 19.67\n", + "Cld Dir: 90.70° from East\n" ] } ], @@ -113,15 +133,15 @@ "cell_type": "markdown", "source": [ "# Visualize the sensor layout in the CMV direction\n", - "We want to describe how the sensors are distributed in the cloud motion vector direction. So we'll rotate the positions of the entire field to align with the CMV in the +X direction. " + "We want to describe how the sensors are distributed in the cloud motion vector direction. So we'll rotate the positions of the entire field to align with the CMV in the +X direction. This corresponds to a rotation by the negative of the `cld_dir` orientation. " ], "id": "e5770aab6c893bf3" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:25:30.103066Z", - "start_time": "2024-10-10T18:25:29.504469Z" + "end_time": "2024-10-24T15:59:57.277190Z", + "start_time": "2024-10-24T15:59:57.147003Z" } }, "cell_type": "code", @@ -151,7 +171,7 @@ "text/plain": [ "
" ], - "image/png": 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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" @@ -164,27 +184,29 @@ "cell_type": "markdown", "source": [ "# Compute Timeseries Statistics\n", - "The scaling of the cloud field is based on statistical variability properties of the time series. So we'll extract those in advance. We do so for a single sensor (number 40) that is centrally located in the field. \n", - "- `ktmean` - The mean clearsky index\n", - "- `kt1pct` - The 1st percentile of clearsky index, used similar to a minimum\n", - "- `ktmax` - The maximum clearsky index (shows cloud enhancement)\n", - "- `frac_clear` - Fraction of clear sky conditions in time series (characterized as kt > 0.95)\n", + "The scaling of the cloud field is based on statistical variability properties of the time series. So we'll extract those in advance. We do so for a single sensor (number 40) that is centrally located in the field. In principle, a more sophisticated representation could use the statistics of all sensors in the field, but that might be overkill relative to the uncertainty of the overall technique. \n", + "- `ktmean` - The mean clearsky index of the reference signal\n", + "- `kt1pct` - The 1st percentile of clearsky index, used as a representative minimum value\n", + "- `ktmax` - The maximum clearsky index, indicating the degree of maximum cloud enhancement\n", + "- `frac_clear` - Fraction of clear sky conditions in time series (characterized by the method as percent of time steps where kt > 0.95)\n", "- `vs` - The variability score of the clearsky index\n", "- `weights` - The weights are calculated from the magnitude-squared of the various wavelet modes contained in the time series. \n", - "- `scales` - The scales of the various wavelet modes contained in the time series." + "- `scales` - An integer representation of the scales of the various wavelet modes contained in the time series. This will be used to compute the number of \"layers\" of the cloud field computation. \n", + "\n", + "What we'll see in this data is that the dominant wavelet mode is at relatively low frequency (large scale). " ], "id": "ec008ca89673e2b5" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:29:36.028415Z", - "start_time": "2024-10-10T18:29:35.860665Z" + "end_time": "2024-10-24T16:00:00.122551Z", + "start_time": "2024-10-24T16:00:00.069829Z" } }, "cell_type": "code", "source": [ - "ktmean, kt1pct, ktmax, frac_clear, vs, weights, scales = get_timeseries_stats(kt[40], plot=False)\n", + "ktmean, kt1pct, ktmax, frac_clear, vs, weights, scales = get_timeseries_stats(kt[40])\n", "print(f\"ktmean: {ktmean:8.2f}\")\n", "print(f\"kt1pct: {kt1pct:8.2f}\")\n", "print(f\"ktmax: {ktmax:8.2f}\")\n", @@ -215,48 +237,51 @@ "text/plain": [ "
" ], - "image/png": 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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 7 + "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": [ "# Relate the Time and Space Scales\n", - "Since we rotated the sensor positions, we can now calculate the overall spatial size of the distribution along and perpendicular to the cloud motion vector. We'll also look at the dureation of the time series (in this case 1 hour) and its temporal resolution (1 second). \n", + "We need to determine how large the cloud field that we'd like to simulate should be. We calculate the overall spatial size of the distribution along, and perpendicular to the cloud motion vector using the rotated field positions. Using the cloud speed we can relate these spatial dimensions to time dimensions. When we generate the cloud field, we will assume that each pixel in the field represents a 1-second step in time, which also corresponds to the smallest wavelet scale. So moving 1 pixel within the field along the X axis represents either a 1 second shift upwind/downwind in space, or a 1 second shift of the time axis for a fixed spatial position. Moving 1 pixel along the Y axis will always represent a 1 second shift perpendicular to the cloud motion vector.\n", "\n", - "Using the cloud speed we can relate these spatial dimensions to time dimensions. When we generate the cloud field, we will assume that each pixel in the field represents a 1-second step in time. So moving 1 pixel within the field along the X axis represents either a 1 second shift upwind or downwind in space, or a 1 second shift of the time axis at a fixed spatial position. Moving 1 pixel along the Y axis will always represent a 1 second shift perpendicular to the cloud motion vector." + "Since the X-axis will ultimately represent variation in the time/cloud motion direction, when we specify the desired size of the cloud field, we will extend the X-axis by the duration of the time series (in this case 1 hour) at its temporal resolution (1 second), so that we can resolve a full hour for any point in the field." ], "id": "698a8f550447ffee" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:33:54.282571Z", - "start_time": "2024-10-10T18:33:54.276562Z" + "end_time": "2024-10-24T16:00:01.802773Z", + "start_time": "2024-10-24T16:00:01.797762Z" } }, "cell_type": "code", "source": [ + "# The extent of the field in space and time\n", "x_extent = np.abs(np.max(pos_utm_rot['X']) - np.min(pos_utm_rot['X']))\n", "y_extent = np.abs(np.max(pos_utm_rot['Y']) - np.min(pos_utm_rot['Y']))\n", "t_extent = (np.max(twin) - np.min(twin)).total_seconds()\n", "dt = (twin[1] - twin[0]).total_seconds()\n", "\n", + "# Convert these to advective time\n", "spatial_time_x = x_extent / cld_spd\n", "spatial_time_y = y_extent / cld_spd\n", "\n", + "# Determine the desired size of the field\n", "xt_size = int(np.ceil(spatial_time_x + t_extent))\n", "yt_size = int(np.ceil(spatial_time_y))\n", "\n", - "print(f\"X Extent: {x_extent:8.2f} m, Y Extent: {y_extent:8.2f} m\")\n", - "print(f\"Time Extent: {t_extent:8.2f} s, Time Resolution: {dt:8.2f} s\")\n", - "print(f\"Field Size: {xt_size}x{yt_size}\")\n" + "print(f\"X Extent: {x_extent:5.2f} m, Y Extent: {y_extent:5.2f} m\")\n", + "print(f\"Time Extent: {t_extent:5.0f} s, Time Resolution: {dt:8.1f} s\")\n", + "print(f\"Field Size: {xt_size}x{yt_size}\")" ], "id": "8925b0448ebf99d5", "outputs": [ @@ -264,25 +289,28 @@ "name": "stdout", "output_type": "stream", "text": [ - "X Extent: 1919.58 m, Y Extent: 2023.44 m\n", - "Time Extent: 3600.00 s, Time Resolution: 1.00 s\n", + "X Extent: 1919.58 m, Y Extent: 2023.44 m\n", + "Time Extent: 3600 s, Time Resolution: 1.0 s\n", "Field Size: 3698x103\n" ] } ], - "execution_count": 10 + "execution_count": 6 }, { "metadata": {}, "cell_type": "markdown", - "source": "# Generating the Randomized Cloud Field", + "source": [ + "# Generating the Randomized Cloud Field\n", + "We can now generate the cloud field using the `cloudfield_timeseries` method. This method will create a simulated cloud field using a sum of fractal random fields interpolated back to the highest resolution grid. This represents the clearsky index at any point and time. " + ], "id": "b673a7962eb556ee" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-10-10T18:37:53.983914Z", - "start_time": "2024-10-10T18:37:52.996109Z" + "end_time": "2024-10-24T16:00:03.957614Z", + "start_time": "2024-10-24T16:00:03.522411Z" } }, "cell_type": "code", @@ -303,25 +331,195 @@ "text/plain": [ "
" ], - "image/png": 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" + "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 17 + "execution_count": 7 }, { "metadata": {}, "cell_type": "markdown", - "source": "Internal methodology of the cloud field generation", + "source": [ + "We can now sample from the field to generate representative time series for a given sensor. \n", + "\n" + ], "id": "1bcad81ca62b8221" }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-24T16:01:07.976666Z", + "start_time": "2024-10-24T16:01:07.930818Z" + } + }, + "cell_type": "code", + "source": [ + "print(pos_utm_rot.loc[40].values)\n", + "center = get_positional_ts(pos_utm_rot.loc[40].values, field_final, cld_spd, duration=3600)\n", + "plt.plot(center)\n", + "plt.show()" + ], + "id": "f3612bfd6c770a11", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 791.39585723 1037.73091006]\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 11 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "", + "id": "efdc15da50a599ac" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-24T16:35:32.587726Z", + "start_time": "2024-10-24T16:35:32.506242Z" + } + }, + "cell_type": "code", + "source": [ + "# plot and label all the positions of the sensors in pos_utm\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(pos_utm_rot['X'], pos_utm_rot['Y'])\n", + "for i, txt in enumerate(pos_utm_rot.index):\n", + " ax.annotate(txt, (pos_utm_rot['X'][txt], pos_utm_rot['Y'][txt]))\n", + "plt.show()\n" + ], + "id": "3d1f5c1b0a8afadb", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 15 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "", + "id": "f814ad7dac916b73" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-24T16:39:15.394424Z", + "start_time": "2024-10-24T16:39:15.338509Z" + } + }, + "cell_type": "code", + "source": [ + "tss = []\n", + "senids = [40, 60, 70]\n", + "for i in senids:\n", + " tss.append(get_positional_ts(pos_utm_rot.loc[i].values, field_final, cld_spd, duration=3600))\n", + " \n", + "plt.plot(tss[0])\n", + "plt.plot(tss[1])\n", + "plt.plot(tss[2])\n", + "plt.xlim([1000, 1500])\n", + "plt.legend(senids)\n", + "plt.show()\n" + ], + "id": "3f659ee79a7c392a", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 23 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-24T16:40:06.456830Z", + "start_time": "2024-10-24T16:40:06.402417Z" + } + }, + "cell_type": "code", + "source": [ + "tss = []\n", + "senids = [40, 38, 65]\n", + "for i in senids:\n", + " tss.append(get_positional_ts(pos_utm_rot.loc[i].values, field_final, cld_spd, duration=3600))\n", + " \n", + "plt.plot(tss[0])\n", + "plt.plot(tss[1])\n", + "plt.plot(tss[2])\n", + "plt.xlim([1000, 1500])\n", + "plt.legend(senids)\n", + "plt.show()" + ], + "id": "bd70506c48dfd47e", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 24 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "", + "id": "6345de7c6bcbc43d" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "", + "id": "377ec83e23975fb0" + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Appendix - Describing the Detailed Implementation\n", + "id": "b12d313fba9211fa" + }, { "metadata": {}, "cell_type": "code", - "outputs": [], - "execution_count": null, "source": [ "from solarspatialtools.synthirrad.cloudfield import _stack_random_field, _calc_clear_mask, _find_edges, _scale_field_lave\n", "\n", @@ -335,7 +533,9 @@ "\n", "internal_field_final = _scale_field_lave(internal_cfield, internal_clear_mask, smoothed, ktmean, ktmax, kt1pct, plot=False)" ], - "id": "9ef2fbb1e0f452fa" + "id": "9ef2fbb1e0f452fa", + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -346,8 +546,6 @@ { "metadata": {}, "cell_type": "code", - "outputs": [], - "execution_count": null, "source": [ "# Plot a timeseries\n", "plt.plot(field_final[:,1:5])\n", @@ -386,7 +584,9 @@ "plt.hist(np.diff(field_final[:,1]), bins=200, alpha=0.5)\n", "plt.show()\n" ], - "id": "8b50c8cd3035a0e2" + "id": "8b50c8cd3035a0e2", + "outputs": [], + "execution_count": null } ], "metadata": { diff --git a/demos/synthetic_clouds_demo.py b/demos/synthetic_clouds_demo.py index 1c8a75e..111cb21 100644 --- a/demos/synthetic_clouds_demo.py +++ b/demos/synthetic_clouds_demo.py @@ -14,7 +14,7 @@ # #### Load Timeseries Data -datafn = "../../../demos/data/hope_melpitz_1s.h5" +datafn = "data/hope_melpitz_1s.h5" twin = pd.date_range('2013-09-08 9:15:00', '2013-09-08 10:15:00', freq='1s', tz='UTC') data = pd.read_hdf(datafn, mode="r", key="data") data_i = data[40] diff --git a/src/solarspatialtools/synthirrad/cloudfield.py b/src/solarspatialtools/synthirrad/cloudfield.py index 780599a..674d293 100644 --- a/src/solarspatialtools/synthirrad/cloudfield.py +++ b/src/solarspatialtools/synthirrad/cloudfield.py @@ -411,33 +411,35 @@ def get_timeseries_stats(kt_ts, clear_threshold=0.95, plot=False): return ktmean, kt_1_pct, ktmax, frac_clear, vs, weights, scales -def space_to_time(pixres=1, cloud_speed=50): - - # Existing code uses 1 pixel per meter, and divides by cloud speed to get X size - # does 3600 pixels, but assumes the clouds move by one full timestep. - - # ECEF coordinate system (Earth Centered Earth Fixed) is used to convert lat/lon to x/y. - # This seems really weird. https://en.wikipedia.org/wiki/Geographic_coordinate_conversion - - # [X, Y] = geod2ecef(Lat_to_Sim, Lon_to_Sim, zeros(size(Lat_to_Sim))); - # ynorm1 = Y - mean(Y); - # xnorm1 = X - mean(X); - # ynorm=round((ynorm1-min(ynorm1))./Cloud_Spd(qq))+1; - # xnorm=round((xnorm1-min(xnorm1))./Cloud_Spd(qq))+1; - # Xsize=60*60+max(xnorm); - # Ysize=max(ynorm); - # Xsize and Ysize are the pixel sizes generated - - # Extracting a time series has us loop through the entire size of X pixels, and choose a window 3600 pixels wide, and multiply by GHI_cs - # GHI_syn(i,hour(datetime2(GHI_timestamp))==h1)=clouds_new{h1}(ynorm(i),xnorm(i):xnorm(i)+3600-1)'.*GHI_clrsky(hour(datetime2(GHI_timestamp))==h1); - - pixjump = cloud_speed / pixres - # n space - # dx space - # velocity - # dt = dx / velocity - # max space = n * dx - # max time = max space / velocity +def get_positional_ts(tgt_position, field, cloud_speed=50, duration=3600, pixres=1): + """ + Get a time series of kt values for a target position in the field. + + Parameters + ---------- + tgt_position : tuple + The spatial target position in the field (in meters) + field : np.ndarray + The field of clouds generated by cloudfield_timeseries + cloud_speed : int + The speed of the clouds in meters per second + duration : int + The duration of the time series in seconds + pixres : int + The resolution of the field in seconds + + Returns + ------- + sim_kt : np.ndarray + The simulated time series of kt values for the point within the field + """ + + # Convert to the temporatal coordinate system + x = int(tgt_position[0]/cloud_speed) + y = int(tgt_position[1]/cloud_speed) + sim_kt = field[x:x + int(duration) + 1, y] + + return sim_kt