diff --git a/.gitmodules b/.gitmodules index 65b93f6..3eb8893 100755 --- a/.gitmodules +++ b/.gitmodules @@ -2,3 +2,6 @@ path = src/pyart url = https://github.com/meteoswiss-mdr/pyart.git branch = master +[submodule "src/PyTDA"] + path = src/PyTDA + url = https://github.com/meteoswiss-mdr/PyTDA diff --git a/config/processing/cscs_rad4alp_turbulence_PLA.txt b/config/processing/cscs_rad4alp_turbulence_PLA.txt new file mode 100644 index 0000000..55851f4 --- /dev/null +++ b/config/processing/cscs_rad4alp_turbulence_PLA.txt @@ -0,0 +1,49 @@ +# Name of this configuration: +# Will be used in product generation save path +name STRING rad4alp_turbulence_PLA + +# --------------------------------------------------------- +# Raw data pathes +# --------------------------------------------------------- + +# Base path of the raw data. +# Note: Must have a trailing '/' +# ('///.') +datapath STRING /store/msrad/radar/rad4alp/rawdata/ + +# Base path for cosmo data +cosmopath STRING /store/msrad/cosmo/cosmo1/ + +# Loading of saved datasets +loadbasepath STRING /store/msrad/radar/pyrad_products/ +loadname STRING rad4alp_turbulence_PLA + +# ------------------------------------------------------------ +# Auxiliary data pathes +# ------------------------------------------------------------ +# Base path for swissmetnet data +smnpath STRING /data/meteo_products/SMNRetrieve/ + +# Base path for disdrometer data +disdropath STRING /data/scattering/dsd_ts/ + +# -------------------------------------------- +# Output data +# -------------------------------------------- +saveimgbasepath STRING /store/msrad/radar/pyrad_products/ +# Supported formats: eps, jpeg, jpg, pdf, pgf, png, ps, raw, rgba, svg, svgz, tif, tiff +imgformat STRING png + +# -------------------------------------------------------- +# configuration files pathes +# -------------------------------------------------------- + +# Base path of configuration files +configpath STRING $HOME/pyrad/config/ + +# Configuration of the radar location and approach direction +locationConfigFile STRING $HOME/pyrad/config/processing/rad4alp_turbulence_PLA_loc.txt + +# Configuration of the product generation +productConfigFile STRING $HOME/pyrad/config/processing/rad4alp_turbulence_PLA_prod.txt + diff --git a/config/processing/rad4alp_turbulence_PLA_loc.txt b/config/processing/rad4alp_turbulence_PLA_loc.txt new file mode 100644 index 0000000..104dc7e --- /dev/null +++ b/config/processing/rad4alp_turbulence_PLA_loc.txt @@ -0,0 +1,124 @@ +# +# Configuration for PARADISO tests at the airport Payerne + +# Number of radars to process +NumRadars INT 1 + +# Time tolerance when processing multiple radars [s] +TimeTol FLOAT 3600. + +# rad4alp radar name +RadarName STRARR 1 + A + +# rad4alp radar range resolution L:Low H:High +RadarRes STRARR 1 + L + +# Names of the radar scans in the specified sector +ScanList STRARR 20 + 001 # masterscan: first scan of a volume + 002 + 003 + 004 + 005 + 006 + 007 + 008 + 009 + 010 + 011 + 012 + 013 + 014 + 015 + 016 + 017 + 018 + 019 + 020 + + +# angles from 001 to 020 +# ['-0.2', '0.4', '1.0', '1.6', '2.5', '3.5', '4.5', '5.5', '6.5', '7.5', +# '8.5', '9.5', '11.0', '13.0', '16.0', '20.0', '25.0', '30.0', '35.0', '40.0'] + + +# Repetition time of the scans [min] +ScanPeriod INT 5 + +# Frequency of cosmo run [h] +CosmoRunFreq INT 3 + +# hours forecasted in cosmo run [h] +CosmoForecasted INT 7 + +# radar constant +radconsth FLOAT 71.67 +radconstv FLOAT 72.27 + +# radar constant h, v (20141125) +# A 72.78, 72.98 +# D 73.88, 73.88 +# L 72.57, 72.12 +# P 73.20, 73.23 + +# radar constant h, v (20150127) +# A 71.67, 72.27 +# D 73.23, 73.33 +# L 72.53, 72.08 +# P 72.68, 72.71 + +# matching filter losses +mflossh FLOAT 1. +mflossv FLOAT 1. + +# gas attenuation coefficient (1-way attenuation) +# the coefficient is actually that of S-band but this is the one used operationally for rad4alp radars +attg FLOAT 0.008 + +# azimuth tolerance when azimuth may be variable +AzimTol FLOAT 0.4 + +# Image config +ppiImageConfig STRUCT 8 + xsize FLOAT 10. # image size [inches] (default dots per inch (dpi):72) + ysize FLOAT 8. # image size [inches] (default dots per inch (dpi):72) + xmin FLOAT -100.0 # Min distance on horizontal axis [km] + xmax FLOAT 100.0 # Max distance on horizontal axis [km] + ymin FLOAT -100.0 # Min distance on vertical axis [km] + ymax FLOAT 100.0 # Max distance on vertical axis [km] + rngRing FLOAT 20.0 # distance between range rings (0 no range ring) [km] + dpi INT 72 # dots per inch (72 web quality, 300 print quality) + +rhiImageConfig STRUCT 7 + xsize FLOAT 10. # image size [inches] + ysize FLOAT 5. # image size [inches] + xmin FLOAT 0.0 # Min distance on horizontal axis [km] + xmax FLOAT 100.0 # Max distance on horizontal axis [km] + ymin FLOAT 0.0 # Min distance on vertical axis [km] + ymax FLOAT 12.0 # Max distance on vertical axis [km] + dpi INT 72 # dots per inch (72 web quality, 300 print quality) + +ppiMapImageConfig STRUCT 10 + rngRing FLOAT 20.0 # distance between range rings (0 no range ring) [km] + xsize FLOAT 7. # image size [inches] (default dots per inch (dpi):72) + ysize FLOAT 7. # image size [inches] (default dots per inch (dpi):72) + lonmin FLOAT 9. # Min longitude [deg] + lonmax FLOAT 10. # Max longitude [deg] + latmin FLOAT 46. # Min latitude [deg] + latmax FLOAT 49. # Max latitude [deg] + mapres STRING 10m # map resolution (10m, 50m, 110m) + dpi INT 72 # dots per inch (72 web quality, 300 print quality) + maps STRARR 11 # maps to overplot + relief + countries + provinces + urban_areas + roads + railroads + coastlines + lakes + lakes_europe + rivers + rivers_europe diff --git a/config/processing/rad4alp_turbulence_PLA_prod.txt b/config/processing/rad4alp_turbulence_PLA_prod.txt new file mode 100644 index 0000000..4146fe1 --- /dev/null +++ b/config/processing/rad4alp_turbulence_PLA_prod.txt @@ -0,0 +1,63 @@ +# +# Product generation configuration +# + +# List of datasets to generate. +# The detailed specification of each dataset is given below. +dataSetList STRARR 3 + l0:dBZ + l0:W + l0:EDR + + +# ========================================================================================== +# raw data processing +# ========================================================================================== +dBZ STRUCT 3 + type STRING RAW + datatype STRING RAD4ALP:dBZ + products STRUCT 2 + EL001 STRUCT 3 + type STRING PPI_IMAGE + anglenr INT 2 + voltype STRING dBZ + AZ093 STRUCT 4 + type STRING PSEUDORHI_IMAGE + angle FLOAT 93. + AziTol FLOAT 1. + voltype STRING dBZ + +W STRUCT 3 + type STRING RAW + datatype STRING RAD4ALP:W + products STRUCT 2 + EL001 STRUCT 3 + type STRING PPI_IMAGE + anglenr INT 2 + voltype STRING W + AZ093 STRUCT 4 + type STRING PSEUDORHI_IMAGE + angle FLOAT 93. + AziTol FLOAT 1. + voltype STRING W + + +# ========================================================================================== +# turbulence retrieval +# ========================================================================================== +EDR STRUCT 4 + type STRING TURBULENCE + datatype STRARR 2 + RAD4ALP:dBZ + RAD4ALP:W + verbose INT 0 + products STRUCT 2 + EL001 STRUCT 3 + type STRING PPI_IMAGE + anglenr INT 2 + voltype STRING EDR + AZ093 STRUCT 4 + type STRING PSEUDORHI_IMAGE + angle FLOAT 93. + AziTol FLOAT 1. + voltype STRING EDR diff --git a/config/pyart/mch_config.py b/config/pyart/mch_config.py index 958d234..b62b2c9 100755 --- a/config/pyart/mch_config.py +++ b/config/pyart/mch_config.py @@ -157,6 +157,8 @@ unfiltered_spectrum_width_vv = 'unfiltered_spectrum_width_vv' spectrum_width_vv = 'spectrum_width_vv' +turbulence = 'turbulence' + # Differential reflectivity fields, ZDR differential_reflectivity = 'differential_reflectivity' corrected_differential_reflectivity = 'corrected_differential_reflectivity' @@ -411,6 +413,7 @@ 'unfiltered_spectrum_width': unfiltered_spectrum_width, 'spectrum_width_vv': spectrum_width_vv, 'unfiltered_spectrum_width_vv': unfiltered_spectrum_width_vv, + 'turbulence': turbulence, 'differential_reflectivity': differential_reflectivity, 'corrected_differential_reflectivity': corrected_differential_reflectivity, 'unfiltered_differential_reflectivity': ( @@ -1130,6 +1133,12 @@ 'long_name': 'Unfiltered Doppler spectrum width', 'coordinates': 'elevation azimuth range'}, + turbulence: { + 'units': 'm^2/3 s^-1', + 'standard_name': 'EDR^1/3', + 'long_name': 'Cubic Root of Eddy Dissipation Rate', + 'coordinates': 'elevation azimuth range'}, + # Dual-polarization fields differential_reflectivity: { 'units': 'dB', @@ -2799,6 +2808,7 @@ def spectrum_width_limit(container=None, selection=0): unfiltered_spectrum_width: 'pyart_NWS_SPW', spectrum_width_vv: 'pyart_NWS_SPW', unfiltered_spectrum_width_vv: 'pyart_NWS_SPW', + turbulence: 'pyart_NWS_SPW', normalized_coherent_power: 'pyart_Carbone17', @@ -2965,6 +2975,7 @@ def spectrum_width_limit(container=None, selection=0): unfiltered_spectrum_width: spectrum_width_limit, spectrum_width_vv: spectrum_width_limit, unfiltered_spectrum_width_vv: spectrum_width_limit, + turbulence: (0., 0.2), normalized_coherent_power: (0., 1.), diff --git a/doc/pyrad_library_reference_dev.pdf b/doc/pyrad_library_reference_dev.pdf index 835fbf8..5e581a3 100644 Binary files a/doc/pyrad_library_reference_dev.pdf and b/doc/pyrad_library_reference_dev.pdf differ diff --git a/doc/pyrad_library_reference_users.pdf b/doc/pyrad_library_reference_users.pdf index 583a0e6..0f78297 100644 Binary files a/doc/pyrad_library_reference_users.pdf and b/doc/pyrad_library_reference_users.pdf differ diff --git a/docs/_modules/pyrad/io/io_aux.html b/docs/_modules/pyrad/io/io_aux.html index afd35b2..9e9a799 100644 --- a/docs/_modules/pyrad/io/io_aux.html +++ b/docs/_modules/pyrad/io/io_aux.html @@ -1297,6 +1297,8 @@

Source code for pyrad.io.io_aux

         field_name = 'wind_speed'
     elif datatype == 'WIND_DIRECTION':
         field_name = 'wind_direction'
+    elif datatype == 'EDR':
+        field_name = 'turbulence'
 
     elif datatype == 'Ah':
         field_name = 'specific_attenuation'
diff --git a/docs/_modules/pyrad/proc/process_Doppler.html b/docs/_modules/pyrad/proc/process_Doppler.html
index 3cb2e5e..35fa236 100644
--- a/docs/_modules/pyrad/proc/process_Doppler.html
+++ b/docs/_modules/pyrad/proc/process_Doppler.html
@@ -63,6 +63,7 @@ 
Source code for pyrad.proc.process_Doppler
 .. autosummary::
     :toctree: generated/
 
+    process_turbulence
     process_dealias_fourdd
     process_dealias_region_based
     process_dealias_unwrap_phase
@@ -79,9 +80,157 @@ 
Source code for pyrad.proc.process_Doppler
 
 import pyart
 
+try:
+    import pytda
+    _PYTDA_AVAILABLE = True
+except ImportError:
+    _PYTDA_AVAILABLE = False
+
 from ..io.io_aux import get_datatype_fields, get_fieldname_pyart
 
 
+
[docs]def process_turbulence(procstatus, dscfg, radar_list=None):
+    """
+    Computes turbulence from the Doppler spectrum width and reflectivity using
+    the PyTDA package
+
+    Parameters
+    ----------
+    procstatus : int
+        Processing status: 0 initializing, 1 processing volume,
+        2 post-processing
+    dscfg : dictionary of dictionaries
+        data set configuration. Accepted Configuration Keywords::
+
+        datatype : string. Dataset keyword
+            The input data type
+        radius : float. Dataset keyword
+            Search radius for calculating Eddy Dissipation Rate (EDR).
+            Default 2
+        split_cut : Bool. Dataset keyword
+            Set to True for split-cut volumes. Default False
+        max_split_cut : Int. Dataset keyword
+            Total number of tilts that are affected by split cuts. Only
+            relevant if split_cut=True. Default 2
+        xran, yran : float array. Dataset keyword
+            Spatial range in X,Y to consider. Default [-100, 100] for both
+            X and Y
+        beamwidth : Float. Dataset keyword
+            Radar beamwidth. Default None. If None it will be obtained from
+            the radar object metadata. If cannot be obtained defaults to 1
+            deg.
+        compute_gate_pos : Bool. Dataset keyword
+            If True the gate position is going to be computed in PyTDA.
+            Otherwise the position from the radar object is used. Default
+            False
+        verbose : Bool. Dataset keyword
+            True for verbose output. Default False
+
+    radar_list : list of Radar objects
+        Optional. list of radar objects
+
+    Returns
+    -------
+    new_dataset : dict
+        dictionary containing the output
+    ind_rad : int
+        radar index
+
+    """
+    if not _PYTDA_AVAILABLE:
+        warn('PyTDA package not available. Unable to compute turbulence')
+        return None, None
+
+    if procstatus != 1:
+        return None, None
+
+    width_field = None
+    refl_field = None
+    for datatypedescr in dscfg['datatype']:
+        radarnr, _, datatype, _, _ = get_datatype_fields(datatypedescr)
+        if datatype in ('dBuZ', 'dBZ', 'dBZc', 'dBuZv', 'dBZv', 'dBZvc'):
+            refl_field = get_fieldname_pyart(datatype)
+        if datatype in ('W', 'Wv', 'Wu', 'Wvu'):
+            width_field = get_fieldname_pyart(datatype)
+
+    if width_field is None or refl_field is None:
+        warn('Reflectivity and spectrum width fields required'
+             ' to estimate turbulence')
+        return None, None
+
+    ind_rad = int(radarnr[5:8])-1
+    if radar_list[ind_rad] is None:
+        warn('No valid radar')
+        return None, None
+    radar = radar_list[ind_rad]
+
+    if width_field not in radar.fields or refl_field not in radar.fields:
+        warn('Unable to compute turbulence. Missing data')
+        return None, None
+
+    # user defined parameters
+    radius = dscfg.get('radius', 2.)
+    split_cut = dscfg.get('split_cut', False)
+    xran = dscfg.get('xran', [-100., 100.])
+    yran = dscfg.get('yran', [-100., 100.])
+    max_split_cut = dscfg.get('max_split_cut', 2)
+    beamwidth = dscfg.get('beamwidth', None)
+    verbose = dscfg.get('verbose', False)
+    compute_gate_pos = dscfg.get('compute_gate_pos', False)
+
+    if beamwidth is None:
+        if (radar.instrument_parameters is not None and
+                'radar_beam_width_h' in radar.instrument_parameters):
+            beamwidth = radar.instrument_parameters[
+                'radar_beam_width_h']['data'][0]
+        else:
+            warn('Unknown radar beamwidth. Default 1 deg will be used')
+            beamwidth = 1
+
+    rng_res = radar.range['data'][1]-radar.range['data'][0]/1000.
+
+    radar_out = deepcopy(radar)
+    radar_out.fields = dict()
+    radar_out.add_field(refl_field, deepcopy(radar.fields[refl_field]))
+    radar_out.add_field(width_field, deepcopy(radar.fields[width_field]))
+    radar_out.fields[refl_field]['data'][
+        np.ma.getmaskarray(radar_out.fields[refl_field]['data'])] = -32768
+    radar_out.fields[width_field]['data'][
+        np.ma.getmaskarray(radar_out.fields[width_field]['data'])] = -32768
+
+    radar_out.fields[refl_field]['_FillValue'] = -32768
+    radar_out.fields[width_field]['_FillValue'] = -32768
+
+    if radar_out.scan_type == 'ppi':
+        pytda.calc_turb_vol(
+            radar_out, radius=radius, split_cut=split_cut, xran=xran,
+            yran=yran, verbose=verbose, name_dz=refl_field,
+            name_sw=width_field, turb_name='turbulence',
+            max_split_cut=max_split_cut, use_ntda=True, beamwidth=beamwidth,
+            gate_spacing=rng_res, compute_gate_pos=compute_gate_pos)
+    elif radar_out.scan_type == 'rhi':
+        pytda.calc_turb_rhi(
+            radar_out, radius=radius, verbose=verbose, name_dz=refl_field,
+            name_sw=width_field, turb_name='turbulence',
+            use_ntda=True, beamwidth=beamwidth, gate_spacing=rng_res,
+            compute_gate_pos=compute_gate_pos)
+    else:
+        warn('Radar volume of type '+radar_out.scan_type +
+             '. Only volumes of type PPI or RHI are allowed')
+        return None, None
+
+    del radar_out.fields[refl_field]
+    del radar_out.fields[width_field]
+
+    radar_out.fields['turbulence']['data'] = np.ma.masked_values(
+        radar_out.fields['turbulence']['data'], -32768.)
+
+    # prepare for exit
+    new_dataset = {'radar_out': radar_out}
+
+    return new_dataset, ind_rad

+
+
 
[docs]def process_dealias_fourdd(procstatus, dscfg, radar_list=None):
     """
     Dealiases the Doppler velocity field using the 4DD technique
diff --git a/docs/_modules/pyrad/proc/process_aux.html b/docs/_modules/pyrad/proc/process_aux.html
index 455c084..cdaecc9 100644
--- a/docs/_modules/pyrad/proc/process_aux.html
+++ b/docs/_modules/pyrad/proc/process_aux.html
@@ -154,6 +154,7 @@ 
Source code for pyrad.proc.process_aux
                 'SNR_FILTER': process_filter_snr
                 'TRAJ_TRT' : process_traj_trt
                 'TRAJ_TRT_CONTOUR' : process_traj_trt_contour
+                'TURBULENCE': process_turbulence
                 'VAD': process_vad
                 'VEL_FILTER': process_filter_vel_diff
                 'VIS': process_visibility
@@ -371,6 +372,8 @@ 
Source code for pyrad.proc.process_aux
     elif dataset_type == 'RAIN_ACCU':
         func_name = 'process_rainfall_accumulation'
         dsformat = 'TIMEAVG'
+    elif dataset_type == 'TURBULENCE':
+        func_name = 'process_turbulence'
     elif dataset_type == 'DEALIAS_FOURDD':
         func_name = 'process_dealias_fourdd'
     elif dataset_type == 'DEALIAS_REGION':
diff --git a/docs/genindex.html b/docs/genindex.html
index 0ea1010..cff59a0 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -787,6 +787,8 @@ 
P

       
  • process_traj_trt_contour() (in module pyrad.proc)
 
    • 
       
  • process_trajectory() (in module pyrad.proc)
+
    • 
+      
  • process_turbulence() (in module pyrad.proc)
 
    • 
       
  • process_vad() (in module pyrad.proc)
 
    • 
diff --git a/docs/objects.inv b/docs/objects.inv
index 5bfb71e..03fb1c9 100644
Binary files a/docs/objects.inv and b/docs/objects.inv differ
diff --git a/docs/proc.html b/docs/proc.html
index a597f73..a8d0c66 100644
--- a/docs/proc.html
+++ b/docs/proc.html
@@ -425,22 +425,25 @@ 
    Doppler processing
 
 
-process_dealias_fourdd(procstatus, dscfg[, …])
+process_turbulence(procstatus, dscfg[, …])
+Computes turbulence from the Doppler spectrum width and reflectivity using the PyTDA package
+
+process_dealias_fourdd(procstatus, dscfg[, …])
 Dealiases the Doppler velocity field using the 4DD technique from Curtis and Houze, 2001
 
-process_dealias_region_based(procstatus, dscfg)
+process_dealias_region_based(procstatus, dscfg)
 Dealiases the Doppler velocity field using a region based algorithm
 
-process_dealias_unwrap_phase(procstatus, dscfg)
+process_dealias_unwrap_phase(procstatus, dscfg)
 Dealiases the Doppler velocity field using multi-dimensional phase unwrapping
 
-process_wind_vel(procstatus, dscfg[, radar_list])
+process_wind_vel(procstatus, dscfg[, radar_list])
 Estimates the horizontal or vertical component of the wind from the radial velocity
 
-process_windshear(procstatus, dscfg[, …])
+process_windshear(procstatus, dscfg[, …])
 Estimates the wind shear from the wind velocity
 
-process_vad(procstatus, dscfg[, radar_list])
+process_vad(procstatus, dscfg[, radar_list])
 Estimates vertical wind profile using the VAD (velocity Azimuth Display) technique
 
 
@@ -620,6 +623,7 @@ 
    DEM data
+
    
+pyrad.proc.process_turbulence(procstatus, dscfg, radar_list=None)[source]
    
+
    Computes turbulence from the Doppler spectrum width and reflectivity using
+the PyTDA package
    
+
+++
+
+
+
+
+
+
    


    Parameters:
    
+
    procstatus : int
    
+
    Processing status: 0 initializing, 1 processing volume,
+2 post-processing
    
+
    
+
    dscfg : dictionary of dictionaries
    
+
    data set configuration. Accepted Configuration Keywords:
    
+
    
+
    datatype : string. Dataset keyword
    
+
    The input data type
    
+
    
+
    radius : float. Dataset keyword
    
+
    Search radius for calculating Eddy Dissipation Rate (EDR).
+Default 2
    
+
    
+
    split_cut : Bool. Dataset keyword
    
+
    Set to True for split-cut volumes. Default False
    
+
    
+
    max_split_cut : Int. Dataset keyword
    
+
    Total number of tilts that are affected by split cuts. Only
+relevant if split_cut=True. Default 2
    
+
    
+
    xran, yran : float array. Dataset keyword
    
+
    Spatial range in X,Y to consider. Default [-100, 100] for both
+X and Y
    
+
    
+
    beamwidth : Float. Dataset keyword
    
+
    Radar beamwidth. Default None. If None it will be obtained from
+the radar object metadata. If cannot be obtained defaults to 1
+deg.
    
+
    
+
    compute_gate_pos : Bool. Dataset keyword
    
+
    If True the gate position is going to be computed in PyTDA.
+Otherwise the position from the radar object is used. Default
+False
    
+
    
+
    verbose : Bool. Dataset keyword
    
+
    True for verbose output. Default False
    
+
    
+
    
+
    
+
    radar_list : list of Radar objects
    
+
    Optional. list of radar objects
    
+
    
+
    
+
    Returns:
    
+
    new_dataset : dict
    
+
    dictionary containing the output
    
+
    
+
    ind_rad : int
    
+
    radar index
    
+
    
+
    
+
    
+
    
+
 
    
 
    
 pyrad.proc.process_vad(procstatus, dscfg, radar_list=None)[source]
    
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 05bc3ef..a677828 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
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6],width:[1,4,5],wind:[3,4,5],wind_profil:5,wind_vel:4,windmil:3,windmill_dict:3,window:[4,6],windshear:4,within:[3,4,6],without:4,would:[4,5],write:[1,2,5,6],write_alarm_msg:3,write_cdf:3,write_colocated_data:3,write_colocated_data_time_avg:3,write_colocated_g:[3,5],write_data:5,write_excess_g:[3,5],write_field_coverag:3,write_fixed_angl:3,write_histogram:3,write_intercomp:5,write_intercomp_scores_t:3,write_intercomp_time_avg:5,write_last_st:3,write_monitoring_t:3,write_proc_period:3,write_quantil:3,write_rhi_profil:3,write_smn:3,write_sun_hit:[3,5],write_sun_retriev:[3,5],write_trt_cell_data:3,write_trt_cell_lightn:3,write_trt_cell_scor:3,write_trt_info:3,write_trt_rpc:3,write_trt_thundertracking_data:3,write_ts_cum:3,write_ts_grid_data:3,write_ts_lightn:3,write_ts_polar_data:3,written:[3,5],wspeed:3,xaxi:5,xaxis_info:[1,5],xedg:6,xlabel:1,xmax:4,xmeanval:1,xmin:4,xml:3,xran:4,xval:6,xval_list:1,yaxis_po:1,year:5,yedg:6,yes:4,ylabel:1,ymax:[1,3,4,5],ymeanval:1,ymin:[1,3,4,5],yran:4,yval:6,yval_list:1,yyyymmddhhmm:3,z_radar:3,zdr:[3,4],zdr_column:4,zdr_prec:4,zdr_snow:4,zdr_std:3,zdr_sun_est:3,zdrc:3,zero:6,zkdp:4,zmax:4,zmin:[3,4],zone:3,zoom:1,zphi:4,zpoli:4,zthr:4},titles:["processing flow control (pyrad.flow)","Plotting (pyrad.graph)","Welcome to pyrad\u2019s documentation!","Input and output (pyrad.io)","Dataset processing (pyrad.proc)","Products generation (pyrad.prod)","Utilities (pyrad.util)"],titleterms:{"function":[3,4,5],attenu:4,auxiliari:[3,4,5],calibr:4,classif:4,configur:3,control:0,correct:4,cosmo:[3,4],data:[3,4],dataset:4,dem:[3,4],document:2,doppler:4,echo:4,file:3,filter:4,flow:0,gener:5,graph:1,grid:4,indic:2,input:3,monitor:4,nois:4,other:3,output:3,phase:4,plot:1,proc:4,process:[0,4],prod:5,product:5,pyrad:[0,1,2,3,4,5,6],radar:[3,6],read:3,retriev:4,seri:4,spectral:4,tabl:2,time:4,timeseri:3,trajectori:[3,4],util:6,welcom:2,write:3}})
\ No newline at end of file
diff --git a/src/PyTDA b/src/PyTDA
new file mode 160000
index 0000000..32a0963
--- /dev/null
+++ b/src/PyTDA
@@ -0,0 +1 @@
+Subproject commit 32a0963ce85c83c6040985f751650812adb30b0c
diff --git a/src/make_all.sh b/src/make_all.sh
index ede835c..9a4f81c 100755
--- a/src/make_all.sh
+++ b/src/make_all.sh
@@ -1,10 +1,13 @@
 #!/bin/bash
 
-# script to build pyrad and pyart
-# fvj 17.11.2016
+# script to build pyrad, pyart and PyTDA
+# fvj 30.09.2019
 
 echo 'Building Pyart...'
 ./make_pyart.sh
 
+echo 'Building PyTDA...'
+./make_pytda.sh
+
 echo 'Building Pyrad...'
 ./make_pyrad.sh
diff --git a/src/make_pytda.sh b/src/make_pytda.sh
new file mode 100755
index 0000000..50d1ed1
--- /dev/null
+++ b/src/make_pytda.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+# script to build pytda
+# fvj 17.11.2016
+# sue 28.03.2018
+
+# remove previous built
+echo 'Removing previous built...'
+
+cd $HOME/pyrad/src/PyTDA
+python setup.py clean --all 
+
+# recompile
+echo 'compiling...'
+cd $HOME/pyrad/src/PyTDA
+python setup.py install
\ No newline at end of file
diff --git a/src/pyrad_proc/continuous_integration/install.sh b/src/pyrad_proc/continuous_integration/install.sh
index 68cac0b..2941686 100755
--- a/src/pyrad_proc/continuous_integration/install.sh
+++ b/src/pyrad_proc/continuous_integration/install.sh
@@ -37,7 +37,7 @@ if [[ "$PYTHON_VERSION" == "3.5" ]]; then
     # There are problems with the geos library so do not install anything that uses it
     conda install -c conda-forge numpy scipy matplotlib netcdf4 h5py pytest pandas dask bokeh memory_profiler
 else
-    conda install -c conda-forge numpy scipy matplotlib netcdf4 h5py pytest basemap cartopy gdal wradlib xmltodict pandas shapely dask bokeh memory_profiler imageio xarray
+    conda install -c conda-forge numpy scipy matplotlib netcdf4 h5py pytest basemap cartopy gdal wradlib xmltodict pandas shapely dask bokeh memory_profiler imageio xarray scikit-learn
 fi
 
 # export global variables
diff --git a/src/pyrad_proc/pyrad/io/io_aux.py b/src/pyrad_proc/pyrad/io/io_aux.py
index b559ec0..18f9c3c 100755
--- a/src/pyrad_proc/pyrad/io/io_aux.py
+++ b/src/pyrad_proc/pyrad/io/io_aux.py
@@ -1241,6 +1241,8 @@ def get_fieldname_pyart(datatype):
         field_name = 'wind_speed'
     elif datatype == 'WIND_DIRECTION':
         field_name = 'wind_direction'
+    elif datatype == 'EDR':
+        field_name = 'turbulence'
 
     elif datatype == 'Ah':
         field_name = 'specific_attenuation'
diff --git a/src/pyrad_proc/pyrad/proc/__init__.py b/src/pyrad_proc/pyrad/proc/__init__.py
index ba8f496..79d916c 100755
--- a/src/pyrad_proc/pyrad/proc/__init__.py
+++ b/src/pyrad_proc/pyrad/proc/__init__.py
@@ -148,6 +148,7 @@
 .. autosummary::
     :toctree: generated/
 
+    process_turbulence
     process_dealias_fourdd
     process_dealias_region_based
     process_dealias_unwrap_phase
@@ -277,7 +278,7 @@
 from .process_Doppler import process_dealias_fourdd
 from .process_Doppler import process_dealias_region_based
 from .process_Doppler import process_dealias_unwrap_phase
-from .process_Doppler import process_vad
+from .process_Doppler import process_vad, process_turbulence
 
 from .process_cosmo import process_cosmo, process_cosmo_lookup_table
 from .process_cosmo import process_cosmo_coord, process_hzt
diff --git a/src/pyrad_proc/pyrad/proc/process_Doppler.py b/src/pyrad_proc/pyrad/proc/process_Doppler.py
index fe11f2e..c4496ef 100644
--- a/src/pyrad_proc/pyrad/proc/process_Doppler.py
+++ b/src/pyrad_proc/pyrad/proc/process_Doppler.py
@@ -7,6 +7,7 @@
 .. autosummary::
     :toctree: generated/
 
+    process_turbulence
     process_dealias_fourdd
     process_dealias_region_based
     process_dealias_unwrap_phase
@@ -23,9 +24,157 @@
 
 import pyart
 
+try:
+    import pytda
+    _PYTDA_AVAILABLE = True
+except ImportError:
+    _PYTDA_AVAILABLE = False
+
 from ..io.io_aux import get_datatype_fields, get_fieldname_pyart
 
 
+def process_turbulence(procstatus, dscfg, radar_list=None):
+    """
+    Computes turbulence from the Doppler spectrum width and reflectivity using
+    the PyTDA package
+
+    Parameters
+    ----------
+    procstatus : int
+        Processing status: 0 initializing, 1 processing volume,
+        2 post-processing
+    dscfg : dictionary of dictionaries
+        data set configuration. Accepted Configuration Keywords::
+
+        datatype : string. Dataset keyword
+            The input data type
+        radius : float. Dataset keyword
+            Search radius for calculating Eddy Dissipation Rate (EDR).
+            Default 2
+        split_cut : Bool. Dataset keyword
+            Set to True for split-cut volumes. Default False
+        max_split_cut : Int. Dataset keyword
+            Total number of tilts that are affected by split cuts. Only
+            relevant if split_cut=True. Default 2
+        xran, yran : float array. Dataset keyword
+            Spatial range in X,Y to consider. Default [-100, 100] for both
+            X and Y
+        beamwidth : Float. Dataset keyword
+            Radar beamwidth. Default None. If None it will be obtained from
+            the radar object metadata. If cannot be obtained defaults to 1
+            deg.
+        compute_gate_pos : Bool. Dataset keyword
+            If True the gate position is going to be computed in PyTDA.
+            Otherwise the position from the radar object is used. Default
+            False
+        verbose : Bool. Dataset keyword
+            True for verbose output. Default False
+
+    radar_list : list of Radar objects
+        Optional. list of radar objects
+
+    Returns
+    -------
+    new_dataset : dict
+        dictionary containing the output
+    ind_rad : int
+        radar index
+
+    """
+    if not _PYTDA_AVAILABLE:
+        warn('PyTDA package not available. Unable to compute turbulence')
+        return None, None
+
+    if procstatus != 1:
+        return None, None
+
+    width_field = None
+    refl_field = None
+    for datatypedescr in dscfg['datatype']:
+        radarnr, _, datatype, _, _ = get_datatype_fields(datatypedescr)
+        if datatype in ('dBuZ', 'dBZ', 'dBZc', 'dBuZv', 'dBZv', 'dBZvc'):
+            refl_field = get_fieldname_pyart(datatype)
+        if datatype in ('W', 'Wv', 'Wu', 'Wvu'):
+            width_field = get_fieldname_pyart(datatype)
+
+    if width_field is None or refl_field is None:
+        warn('Reflectivity and spectrum width fields required'
+             ' to estimate turbulence')
+        return None, None
+
+    ind_rad = int(radarnr[5:8])-1
+    if radar_list[ind_rad] is None:
+        warn('No valid radar')
+        return None, None
+    radar = radar_list[ind_rad]
+
+    if width_field not in radar.fields or refl_field not in radar.fields:
+        warn('Unable to compute turbulence. Missing data')
+        return None, None
+
+    # user defined parameters
+    radius = dscfg.get('radius', 2.)
+    split_cut = dscfg.get('split_cut', False)
+    xran = dscfg.get('xran', [-100., 100.])
+    yran = dscfg.get('yran', [-100., 100.])
+    max_split_cut = dscfg.get('max_split_cut', 2)
+    beamwidth = dscfg.get('beamwidth', None)
+    verbose = dscfg.get('verbose', False)
+    compute_gate_pos = dscfg.get('compute_gate_pos', False)
+
+    if beamwidth is None:
+        if (radar.instrument_parameters is not None and
+                'radar_beam_width_h' in radar.instrument_parameters):
+            beamwidth = radar.instrument_parameters[
+                'radar_beam_width_h']['data'][0]
+        else:
+            warn('Unknown radar beamwidth. Default 1 deg will be used')
+            beamwidth = 1
+
+    rng_res = radar.range['data'][1]-radar.range['data'][0]/1000.
+
+    radar_out = deepcopy(radar)
+    radar_out.fields = dict()
+    radar_out.add_field(refl_field, deepcopy(radar.fields[refl_field]))
+    radar_out.add_field(width_field, deepcopy(radar.fields[width_field]))
+    radar_out.fields[refl_field]['data'][
+        np.ma.getmaskarray(radar_out.fields[refl_field]['data'])] = -32768
+    radar_out.fields[width_field]['data'][
+        np.ma.getmaskarray(radar_out.fields[width_field]['data'])] = -32768
+
+    radar_out.fields[refl_field]['_FillValue'] = -32768
+    radar_out.fields[width_field]['_FillValue'] = -32768
+
+    if radar_out.scan_type == 'ppi':
+        pytda.calc_turb_vol(
+            radar_out, radius=radius, split_cut=split_cut, xran=xran,
+            yran=yran, verbose=verbose, name_dz=refl_field,
+            name_sw=width_field, turb_name='turbulence',
+            max_split_cut=max_split_cut, use_ntda=True, beamwidth=beamwidth,
+            gate_spacing=rng_res, compute_gate_pos=compute_gate_pos)
+    elif radar_out.scan_type == 'rhi':
+        pytda.calc_turb_rhi(
+            radar_out, radius=radius, verbose=verbose, name_dz=refl_field,
+            name_sw=width_field, turb_name='turbulence',
+            use_ntda=True, beamwidth=beamwidth, gate_spacing=rng_res,
+            compute_gate_pos=compute_gate_pos)
+    else:
+        warn('Radar volume of type '+radar_out.scan_type +
+             '. Only volumes of type PPI or RHI are allowed')
+        return None, None
+
+    del radar_out.fields[refl_field]
+    del radar_out.fields[width_field]
+
+    radar_out.fields['turbulence']['data'] = np.ma.masked_values(
+        radar_out.fields['turbulence']['data'], -32768.)
+
+    # prepare for exit
+    new_dataset = {'radar_out': radar_out}
+
+    return new_dataset, ind_rad
+
+
 def process_dealias_fourdd(procstatus, dscfg, radar_list=None):
     """
     Dealiases the Doppler velocity field using the 4DD technique
diff --git a/src/pyrad_proc/pyrad/proc/process_aux.py b/src/pyrad_proc/pyrad/proc/process_aux.py
index 48cb307..fc762e4 100755
--- a/src/pyrad_proc/pyrad/proc/process_aux.py
+++ b/src/pyrad_proc/pyrad/proc/process_aux.py
@@ -98,6 +98,7 @@ def get_process_func(dataset_type, dsname):
                 'SNR_FILTER': process_filter_snr
                 'TRAJ_TRT' : process_traj_trt
                 'TRAJ_TRT_CONTOUR' : process_traj_trt_contour
+                'TURBULENCE': process_turbulence
                 'VAD': process_vad
                 'VEL_FILTER': process_filter_vel_diff
                 'VIS': process_visibility
@@ -315,6 +316,8 @@ def get_process_func(dataset_type, dsname):
     elif dataset_type == 'RAIN_ACCU':
         func_name = 'process_rainfall_accumulation'
         dsformat = 'TIMEAVG'
+    elif dataset_type == 'TURBULENCE':
+        func_name = 'process_turbulence'
     elif dataset_type == 'DEALIAS_FOURDD':
         func_name = 'process_dealias_fourdd'
     elif dataset_type == 'DEALIAS_REGION':