From 1d7efc01072cf06f8a1beddf9223f9ab82b290ec Mon Sep 17 00:00:00 2001 From: Morten Kretschmer Date: Tue, 9 Apr 2024 15:41:05 +0200 Subject: [PATCH] Pressure Levels for ICON --- .gitignore | 3 +- README.md | 3 - images/soundingmap_example.png | Bin 431690 -> 0 bytes src/config.yml | 5 +- src/download_script.sh | 44 ++++++++---- src/main.py | 125 ++++++++------------------------- src/modelinfolib.py | 49 ++++++++----- src/plotlib.py | 123 ++++---------------------------- src/utilitylib.py | 4 +- 9 files changed, 109 insertions(+), 247 deletions(-) delete mode 100644 images/soundingmap_example.png diff --git a/.gitignore b/.gitignore index 96cb0ae..91024c3 100644 --- a/.gitignore +++ b/.gitignore @@ -16,5 +16,4 @@ */*.pyc */*/*.pyc -src/invariant -src/iconnest +src/modeldata diff --git a/README.md b/README.md index e830020..024c7a4 100644 --- a/README.md +++ b/README.md @@ -31,9 +31,6 @@ conda activate HodographMaps # Plot Hodograph python3 main.py Basic -# Plot Soundings -python3 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zzd;$VQM`%Pado4w?~*T|ZY~C0#G#STWpB?@zPt^IHBO^(eudrxsTl^f_m_!`L!D-*P@djn5#4L0zYo8rImln}qSphuq z0v;CfZ58mp1>U>2ij%>}aZ!;N# run.yml echo fp: ${X} >> run.yml @@ -65,4 +81,4 @@ do done # remove nwp files -rm -rf ${store_path} +#rm -rf ${store_path} diff --git a/src/main.py b/src/main.py index 292504a..1bf4399 100644 --- a/src/main.py +++ b/src/main.py @@ -11,116 +11,42 @@ import utilitylib as ut import plotlib import modelinfolib as model -model = model.icon_nest # --------------------------------------------------------------------------------------------------------------------- -def run(program_mode, fieldname, rundate, model_run, fp): +def run(model_obj, program_mode, fieldname, rundate, model_run, fp): config = ut.load_yaml('config.yml') - + print(model_obj) if program_mode == "Test": - cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./iconnest/") - assert cape_fld.shape == (model.getnlat, model.getnlon), "Shape inconsistency" + cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./modeldata/") + assert cape_fld.shape == (model_obj.getnlat(), model_obj.getnlon()), "Shape inconsistency" plotlib.test_plot(cape_fld, lats, lons, fp, model_run, titel='CAPE') - elif program_mode == "Sounding": - cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./iconnest/") - - steps = config["steps"] - nlvl = int(model.getnlev()/steps) - t_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - t_fld.fill(np.nan) - q_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - q_fld.fill(np.nan) - p_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - p_fld.fill(np.nan) - - if config["levels"][0] > config["levels"][1]: - steps *= -1 - elif config["levels"][0] == config["levels"][1]: - print("Wrong levels in config.yml!") - exit(0) - - lvl_idx = 0 - for level in range(config["levels"][0], config["levels"][1], steps): - t_fld[lvl_idx, :, :] = ut.open_gribfile_multi("T", level, rundate, model_run, fp, path="./iconnest/") - q_fld[lvl_idx, :, :] = ut.open_gribfile_multi("QV", level, rundate, model_run, fp, path="./iconnest/") - p_fld[lvl_idx, :, :] = ut.open_gribfile_multi("P", level, rundate, model_run, fp, path="./iconnest/") - - lvl_idx += 1 - if lvl_idx >= nlvl: - break - - print(np.nanmean(t_fld, axis=(1, 2))-273.15) - plotlib.sounding_plot(cape_fld, t_fld, q_fld, p_fld, lats, lons, fp, model_run, titel='CAPE') elif program_mode == "Basic": - cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./iconnest/") + cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./modeldata/") - steps = config["steps"] - nlvl = int(model.getnlev()/steps) - u_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) + nlvl = int(model_obj.getnlev()) + u_fld = np.empty(nlvl*model_obj.getpoints()).reshape((nlvl, model_obj.getnlat(), model_obj.getnlon())) u_fld.fill(np.nan) - v_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) + v_fld = np.empty(nlvl*model_obj.getpoints()).reshape((nlvl, model_obj.getnlat(), model_obj.getnlon())) v_fld.fill(np.nan) - if config["levels"][0] > config["levels"][1]: - steps *= -1 - elif config["levels"][0] == config["levels"][1]: - print("Wrong levels in config.yml!") - exit(0) - lvl_idx = 0 - for level in range(config["levels"][0], config["levels"][1], steps): - u_fld[lvl_idx, :, :] = ut.open_gribfile_multi("U", level, rundate, model_run, fp, path="./iconnest/") - v_fld[lvl_idx, :, :] = ut.open_gribfile_multi("V", level, rundate, model_run, fp, path="./iconnest/") + pres_levels = model_obj.getlevels() + for level in pres_levels: + u_fld[lvl_idx, :, :] = ut.open_icon_gribfile_preslvl("U", level, rundate, model_run, fp, path="./modeldata/") + v_fld[lvl_idx, :, :] = ut.open_icon_gribfile_preslvl("V", level, rundate, model_run, fp, path="./modeldata/") lvl_idx += 1 if lvl_idx >= nlvl: break print(np.nanmean(u_fld, axis=(1, 2))) - plotlib.basic_plot(cape_fld, u_fld, v_fld, lats, lons, fp, model_run, + plotlib.basic_plot(cape_fld, u_fld, v_fld, pres_levels, lats, lons, fp, model_run, titel='CAPE', threshold=config["threshold"]) - plotlib.basic_plot_custarea(cape_fld, u_fld, v_fld, lats, lons, fp, model_run, + plotlib.basic_plot_custarea(cape_fld, u_fld, v_fld, pres_levels, lats, lons, fp, model_run, titel='CAPE', threshold=config["threshold"]) - elif program_mode == "Nixon": - cape_fld, lats, lons = ut.open_gribfile_single(fieldname, rundate, model_run, fp, path="./iconnest/") - - steps = config["steps"] - nlvl = int(model.getnlev()/steps) - u_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - u_fld.fill(np.nan) - v_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - v_fld.fill(np.nan) - h_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - h_fld.fill(np.nan) - p_fld = np.empty(nlvl*model.getpoints()).reshape((nlvl, model.getnlat(), model.getnlon())) - p_fld.fill(np.nan) - - if config["levels"][0] > config["levels"][1]: - steps *= -1 - elif config["levels"][0] == config["levels"][1]: - print("Wrong levels in config.yml!") - exit(0) - - lvl_idx = 0 - for level in range(config["levels"][0], config["levels"][1], steps): - u_fld[lvl_idx, :, :] = ut.open_gribfile_multi("U", level, rundate, model_run, fp, path="./iconnest/") - v_fld[lvl_idx, :, :] = ut.open_gribfile_multi("V", level, rundate, model_run, fp, path="./iconnest/") - h_fld[lvl_idx, :, :] = ut.open_gribfile_multi("H", level, rundate, model_run, fp, path="./iconnest/") - p_fld[lvl_idx, :, :] = ut.open_gribfile_multi("P", level, rundate, model_run, fp, path="./iconnest/") - - lvl_idx += 1 - if lvl_idx >= nlvl: - break - - print(np.nanmean(p_fld, axis=(1, 2))) - - du = np.subtract(u_fld[30, :, :], u_fld[0, :, :]) - dv = np.subtract(v_fld[30, :, :], v_fld[0, :, :]) - dls_fld = np.sqrt(np.add(np.square(du), np.square(dv))) - plotlib.nixon_proj(cape_fld, dls_fld, u_fld, v_fld, p_fld, h_fld, lats, lons, fp, model_run, imfmt="png") else: print("Wrong command line argument") exit(-1) @@ -135,8 +61,8 @@ def main(): # command line arguments parser = argparse.ArgumentParser(description="Hodograph Maps") # Add positional argument - parser.add_argument('mode', type=str, - help='Mode: Test, Basic, Sounding, or Nixon') + parser.add_argument('Model', type=str, + help='Model: ICON, IFS, or GFS') # Add optional argument parser.add_argument('-f', '--field', type=str, @@ -176,18 +102,27 @@ def main(): else: model_run = args.run - if args.mode != "Test" and args.mode != "Sounding" and args.mode != "Basic" and args.mode != "Nixon": - print("Unknown Mode. Exit program.") - exit(0) + if args.Model is None: + model_obj = model.MODELIFNO("ICON EU", 1377, 657, 0.0625, "pres") + elif "ICON" in args.Model: + model_obj = model.icon_nest + elif args.Model == "IFS": + model_obj = model.ifs + elif args.Model == "GFS": + model_obj = model.gfs else: - program_mode = args.mode + print("Unkown model! Exit.") + exit(0) + + # program_mode + program_mode = config["program_mode"] # replace space with underscores fieldname = args.field.replace(" ", "_") print(f"\nDate: {rundate}\n Arguments: {args} \nConfig-File: {config}\n\n") - run(program_mode, fieldname, rundate, model_run, fp) + run(model_obj, program_mode, fieldname, rundate, model_run, fp) # --------------------------------------------------------------------------------------------------------------------- diff --git a/src/modelinfolib.py b/src/modelinfolib.py index 67e3402..dd446a1 100644 --- a/src/modelinfolib.py +++ b/src/modelinfolib.py @@ -4,7 +4,7 @@ points = 904689 nlon = 1377 nlat = 657 -nlev = 51 +lev = [1000, 950, 925, 900, 875, 850, 825, 800, 775, 700, 600, 500, 400, 300, 250, 200] lonmin = -23.5 lonmax = 45.0 latmin = 29.5 @@ -15,7 +15,7 @@ points = 405900 nlon = 900 nlat = 451 -nlev = +lev = [1000, 925, 850, 700, 600, 500, 400, 300, 250, 200] lonmin = 0 lonmax = 359 latmin = -90 @@ -26,7 +26,7 @@ points = 1038240 nlon = 1440 nlat = 721 -nlev = +nlev = [1000, 975, 950, 925, 900, 850, 800, 750, 700, 650, 600, 500, 400, 300, 250, 200] lonmin = 0 lonmax = 359 latmin = -90 @@ -38,32 +38,34 @@ class MODELIFNO: - def __init__(self, nlon, nlat, d_grad, nlev, levtyp): + def __init__(self, modelname, nlon, nlat, d_grad, levtyp): + self.modelname = modelname self.points = nlon*nlat self.nlon = nlon self.nlat = nlat - self.nlev = nlev + if "ICON" in modelname: + self.levels = [1000, 950, 925, 900, 875, 850, 825, 800, 775, 700, 600, 500, 400, 300, 250, 200] + elif modelname == "IFS": + self.levels = [1000, 925, 850, 700, 600, 500, 400, 300, 250, 200] + elif modelname == "GFS": + self.levels = [1000, 975, 950, 925, 900, 850, 800, 750, 700, 650, 600, 500, 400, 300, 250, 200] + else: + self.levels = [1000, 850, 700, 600, 500, 400, 300, 250, 200] self.d_grad = d_grad self.levtyp = levtyp - """ - def __init__(self, nlon, nlat, nlev, lonmin, lonmax, latmin, latmax, d_grad): - self.points = nlon*nlat - self.nlon = nlon - self.nlat = nlat - self.nlev = nlev - self.d_grad = d_grad - print(lonmin, lonmax, latmin, latmax) - """ def __str__(self): return ( - f"Model Information:\nPoints: {self.points}\n" + f"Model Information: {self.modelname}\nPoints: {self.points}\n" f"Number of Longitudes: {self.nlon}\nNumber of Latitudes: {self.nlat}\n" f"Horizontal resolution: {self.d_grad}\n" - f"Number of Levels: {self.nlev}\tLeveltyps: {self.levtyp}\n" + f"Number of Levels: {len(self.levels)}\tLeveltyps: {self.levtyp}\n" ) + def getname(self): + return self.modelname + def getpoints(self): return self.points @@ -73,8 +75,17 @@ def getnlon(self): def getnlat(self): return self.nlat + def getlevels(self): + return self.levels + + def getpreslevel_by_idx(self, idx): + if idx >= 0 and idx < len(self.levels): + return self.levels[idx] + else: + return -99 + def getnlev(self): - return self.nlev + return len(self.levels) def getlevtyp(self): return self.d_grad @@ -84,4 +95,6 @@ def getd_grad(self): # Example usage: -icon_nest = MODELIFNO(1377, 657, 0.0625, 54, "model") # lowest 74 and we download till 20 +icon_nest = MODELIFNO("ICON EU", 1377, 657, 0.0625, "pres") +ifs = MODELIFNO("IFS", 451, 900, 0.4, "pres") +gfs = MODELIFNO("GFS", 721, 1440, 0.25, "pres") \ No newline at end of file diff --git a/src/plotlib.py b/src/plotlib.py index 60351a3..994053a 100644 --- a/src/plotlib.py +++ b/src/plotlib.py @@ -154,103 +154,7 @@ def test_plot(cape_fld, lats, lons, hour, run, titel='CAPE'): # --------------------------------------------------------------------------------------------------------------------- -def soundingpoint(point, temp, q, pres, ax, width=0.1, proj='skewT', smooth=False): - """ - Parameters: - ------------ - point : tuple of data coordinates (10, 55) - temp : temperature - width : width of added axes for the soundings as fig coordinates (examples: 0.5 are half of the image) - proj : 'polar' - - Returns: - -------- - None - """ - register_projection(SkewXAxes) - - # this takes us from the data coordinates to the display coordinates. - test = ax.transData.transform(point) - - # this should take us from the display coordinates to the axes coordinates. - trans = ax.transAxes.inverted().transform(test) - - # create new axes - ax2 = plt.axes([trans[0]-width/2, trans[1]-width/2, width, width]) # , projection='skewx') - - ax2.get_xaxis().set_visible(False) - ax2.get_yaxis().set_visible(False) - ax2.set_frame_on(False) - - # ax2.set_xlim(-, ) - # ax2.set_ylim(0, ) - - # 10 ms circle - # ax2.plot(np.linspace(0, 2*np.pi, 100), np.zeros(100)+10, '-k', alpha=.3, lw=0.8) - # ax2.plot(np.linspace(0, 2*np.pi, 100), np.zeros(100)+30, '-k', alpha=.3, lw=0.8) - - # calculate dewpoint - pres /= 100 - dewpoint = met.temp_at_mixrat(met.q_to_mixrat(q)*1000.0, pres) - - # smoothing - if smooth is True: - temp[1:] = (temp[1:] + temp[:-1])/2 - dewpoint[1:] = (dewpoint[1:] + dewpoint[:-1])/2 - - ax2.semilogy(temp[:40:1]-met.ZEROCNK, pres[:40:1], 'b-', lw=1.5) - ax2.semilogy(dewpoint[:40:1]-met.ZEROCNK, pres[:40:1], 'g-', lw=1.5) - ax2.vlines(x=0, ymin=300, ymax=1000, colors='purple', ls='--', lw=0.6) # freezing level - ax2.set_ylim(1050, 300) - # ax2.invert_xaxis() - -# --------------------------------------------------------------------------------------------------------------------- - - -def sounding_plot(cape_fld, temp, q_fld, p_fld, lats, lons, hour, start, titel='CAPE', imfmt="png"): - """ - Parameters: - ------------ - cape_fld : CAPE field - temp : temperature - lats : - lons : - hour : - start : - - Returns: - -------- - None - """ - - fig, ax = ce_states(hour, start, projection=crs.PlateCarree()) - plt.title(titel, fontsize=titlesize) - - wx = ax.contourf(lons, lats, cape_fld[:, :], levels=clevs, transform=crs.PlateCarree(), cmap=cmap2, - extend='max', alpha=0.4, antialiased=True) - - for i in range(275, 415, 10): - for j in range(420, 670, 15): - soundingpoint((lons[i, j], lats[i, j]), - np.mean(temp[:, i-1:i+1, j-1:j+1], axis=(1, 2)), - np.mean(q_fld[:, i-1:i+1, j-1:j+1], axis=(1, 2)), - np.mean(p_fld[:, i-1:i+1, j-1:j+1], axis=(1, 2)), - ax, width=0.05) # , proj=crs.PlateCarree() - - cax = fig.add_axes([0.27, 0.05, 0.35, 0.05]) - fig.colorbar(wx, cax=cax, orientation='horizontal') - ax.annotate(r'$J/kg$', xy=(0.65, -0.04), xycoords='axes fraction', fontsize=14) - ax.annotate('red dot line: freezing level', xy=(0.75, -0.1), xycoords='axes fraction', fontsize=14) - ax.annotate('blue lines: temperature', xy=(0.75, -0.04), xycoords='axes fraction', fontsize=14) - ax.annotate('green lines: dewpoints', xy=(0.75, -0.07), xycoords='axes fraction', fontsize=14) - name = f"./images/soundingmap_ce_{hour}.{imfmt}" - plt.savefig(name) - plt.close() - -# --------------------------------------------------------------------------------------------------------------------- - - -def hodopoint(point, u, v, ax, width=0.1, clim=40, proj='polar', smooth=False): +def hodopoint(point, u, v, pres_levels, ax, width=0.1, clim=40, proj='polar', smooth=False): """ Parameters: ------------ @@ -295,20 +199,21 @@ def hodopoint(point, u, v, ax, width=0.1, clim=40, proj='polar', smooth=False): spd[1:] = (spd[1:] + spd[:-1])/2 # draw part of second cricle - if np.max(spd[:-20]) > 28: + if np.max(spd) > 28: ax2.plot(np.linspace(np.mean(wdir[np.where(spd[:-20] > 25)])-np.pi/8, np.mean(wdir[np.where(spd[:-20] > 25)])+np.pi/8, 100), np.zeros(100)+30, '-k', alpha=.3, lw=0.8) - - ax2.plot(wdir[:10:1], spd[:10:1], 'r-', lw=1.5) - ax2.plot(wdir[9:21:2], spd[9:21:2], 'g-', lw=1.5) - ax2.plot(wdir[19:-20:2], spd[19:-20:2], 'b-', lw=1.5) + idx_low = pres_levels.index(850) + idx_mid = pres_levels.index(600) + ax2.plot(wdir[:idx_low+1:1], spd[:idx_low+1:1], 'r-', lw=1.5) + ax2.plot(wdir[idx_low:idx_mid+1:1], spd[idx_low:idx_mid+1:1], 'g-', lw=1.5) + ax2.plot(wdir[idx_mid:], spd[idx_mid:], 'b-', lw=1.5) ax2.scatter(0, 0, c="k", s=10, marker='x', alpha=0.75) # --------------------------------------------------------------------------------------------------------------------- -def basic_plot(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', threshold=10., imfmt="png"): +def basic_plot(cape_fld, u, v, pres_levels, lats, lons, hour, start, titel='CAPE', threshold=10., imfmt="png"): """ Parameters: ------------ @@ -335,7 +240,7 @@ def basic_plot(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', threshold= if np.mean(cape_fld[i-1:i+1, j-1:j+1]) > threshold: hodopoint((lons[i, j], lats[i, j]), np.mean(u[:, i-1:i+1, j-1:j+1], axis=(1, 2)), - np.mean(v[:, i-1:i+1, j-1:j+1], axis=(1, 2)), ax, width=0.1) # , proj=crs.PlateCarree() + np.mean(v[:, i-1:i+1, j-1:j+1], axis=(1, 2)), pres_levels, ax, width=0.1) # proj=crs.PlateCarree() cax = fig.add_axes([0.27, 0.05, 0.35, 0.05]) fig.colorbar(wx, cax=cax, orientation='horizontal') @@ -354,7 +259,7 @@ def basic_plot(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', threshold= plt.close() -def basic_plot_custarea(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', threshold=10., imfmt="png"): +def basic_plot_custarea(cape_fld, u, v, pres_levels, lats, lons, hour, start, titel='CAPE', threshold=10., imfmt="png"): lon1 = config["customize"]["lon1"] lon2 = config["customize"]["lon2"] lat1 = config["customize"]["lat1"] @@ -370,7 +275,7 @@ def basic_plot_custarea(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', t if np.mean(cape_fld[i-1:i+1, j-1:j+1]) > threshold: hodopoint((lons[i, j], lats[i, j]), np.mean(u[:, i-1:i+1, j-1:j+1], axis=(1, 2)), - np.mean(v[:, i-1:i+1, j-1:j+1], axis=(1, 2)), ax, width=0.1) # , proj=crs.PlateCarree() + np.mean(v[:, i-1:i+1, j-1:j+1], axis=(1, 2)), pres_levels, ax, width=0.1) # proj=crs.PlateCarree() cax = fig.add_axes([0.27, 0.05, 0.35, 0.05]) fig.colorbar(wx, cax=cax, orientation='horizontal') @@ -379,9 +284,9 @@ def basic_plot_custarea(cape_fld, u, v, lats, lons, hour, start, titel='CAPE', t ax.annotate(r'$J/kg$', xy=(0.65, -0.04), xycoords='axes fraction', fontsize=14) else: ax.annotate(r'$m^2/s^2$', xy=(0.65, -0.04), xycoords='axes fraction', fontsize=14) - ax.annotate('red: 1-10 model level', xy=(0.75, -0.04), xycoords='axes fraction', fontsize=14) - ax.annotate('green: 10-20 model level', xy=(0.75, -0.07), xycoords='axes fraction', fontsize=14) - ax.annotate('blue: 20-50 model level', xy=(0.75, -0.1), xycoords='axes fraction', fontsize=14) + ax.annotate('red: srf-850hPa', xy=(0.75, -0.04), xycoords='axes fraction', fontsize=14) + ax.annotate('green: 850-600hPa', xy=(0.75, -0.07), xycoords='axes fraction', fontsize=14) + ax.annotate('blue: above 600hPa', xy=(0.75, -0.1), xycoords='axes fraction', fontsize=14) ax.annotate("grey circles are 10 and 30m/s", xy=(0.02, -0.07), xycoords='axes fraction', fontsize=10) name = f"./images/hodographmap_area_{hour}.{imfmt}" diff --git a/src/utilitylib.py b/src/utilitylib.py index ee4dae0..4248100 100644 --- a/src/utilitylib.py +++ b/src/utilitylib.py @@ -80,9 +80,9 @@ def open_gribfile_single(fieldname, datetime_obj, run, fp, path="./iconnest/"): return data, lats, lons -def open_gribfile_multi(fieldname, lvl, datetime_obj, run, fp, path="./iconnest/"): +def open_icon_gribfile_preslvl(fieldname, lvl, datetime_obj, run, fp, path="./iconnest/"): date_string = datetime_obj.strftime("%Y%m%d") - nwp_modellevel = "icon-eu_europe_regular-lat-lon_model-level" + nwp_modellevel = "icon-eu_europe_regular-lat-lon_pressure-level" # Open the GRIB file grbs = pygrib.open(f"{path}{nwp_modellevel}_{date_string}{run:02d}_{fp:03d}_{lvl}_{fieldname.upper()}.grib2")