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CREATED BY MOKA: 2017-01-28 #1 removes un-needed fields from struct to increase efficiency #2 Reforms into 1D array (angle*energy) for making easier to calculate pitch angle distrib. #3 copy data and zero inactive bins to ensure areas with no data are represented as NaN $LastChangedBy: egrimes $ $LastChangedDate: 2018-04-03 15:14:57 -0700 (Tue, 03 Apr 2018) $ $LastChangedRevision: 24992 $ $URL: svn+ssh://thmsvn@ambrosia.ssl.berkeley.edu/repos/spdsoft/tags/spedas_6_1/projects/mms/particles/moka/moka_mms_clean_data.pro $
(See projects/mms/particles/moka/moka_mms_clean_data.pro)
Procedure: moka_mms_pad_fpi Purpose: To process MMS FPI data and return (1) pitch-angle-distribution (angle vs energy plot) (2) energy spectrum in the omni, para, perp and anti-para directions. (3) One-count-level is also returned. Calling Sequence: (Similar to spd_slice2d. See also moka_mms_pad_fpi_crib.pro) structure = moka_mms_pad_fpi(dist [,disterr] $ [,time=time [,window=window | samples=samples]] [trange=trange] ... ) INPUT: DIST : A pointer to 3D data structure. DISTERR: A pointer to 3D data error structure TRANGE : Two-element time range over which data will be averaged. (string or double) TIME : Time at which the pad will be computed. (string or double) SAMPLES: Number of nearest samples to TIME to average. (int/double) If neither SAMPLES nor WINDOW are specified then default=1. WINDOW: Length in seconds from TIME over which data will be averaged. (int/double) CENTER_TIME: Flag denoting that TIME should be midpoint for window instead of beginning. MAG_DATA: Name of tplot variable containing magnetic field data or 3-vector. This will be used for pitch-angle calculation and must be in the same coordinates as the particle data. VEL_DATA: Name of tplot variable containing the bulk velocity data or 3-vector. This will be used for pitch-angle calculation and must be in the same coordinates as the particle data. nbin: number of bins in the pitch-angle direction norm: Set this keyword for normalizing the data at each energy bin units: units for both the pitch-angle-distribution (pad) and energy spectrum. Options are 'eflux' [eV/(cm!U2!N s sr eV)] or 'df_km' [s!U3!N / km!U6!N'] The default is 'eflux'. The return structure contains a tag "UNITS". pr___0: pitch angle range for the "para" spectrum, default = [0,45] pr__90: pitch angle range for the "perp" spectrum, default = [45,135] pr_180: pitch angle range for the "anti-para" spectrum, default = [135,180] Output: a structure containing the results History: 2016-05-15 Created by Mitsuo Oka 2017-01-28 Fixed energy bin mistake 2017-03-14 Fixed para and anti-para mistake (thanks to R. Mistry) 2017-05-12 Fixed eflux calculation 2017-10-17 Added SUBTRACT_ERROR keyword 2017-10-17 Changed the interface so that it works like spd_slice2d $LastChangedBy: moka $ $LastChangedDate: 2017-09-30 11:03:14 -0700 (Sat, 30 Sep 2017) $ $LastChangedRevision: 24073 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/moka/moka_mms_pad.pro $
(See projects/mms/particles/moka/moka_mms_pad_fpi.pro)
A crib for moka_mms_pad_fpi $LastChangedBy: moka $ $LastChangedDate: 2017-09-30 11:03:14 -0700 (Sat, 30 Sep 2017) $ $LastChangedRevision: 24073 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/moka/moka_mms_pad.pro $
(See projects/mms/particles/moka/moka_mms_pad_fpi_crib.pro)
Procedure: moka_mms_pad_plot Purpose: To plot data generated by moka_mms_pad_fpi USAGE: See 'moka_mms_pad_fpi_crib' History: 2017-10-17 Created by Mitsuo Oka $LastChangedBy: moka $ $LastChangedDate: 2017-09-30 11:03:14 -0700 (Sat, 30 Sep 2017) $ $LastChangedRevision: 24073 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/moka/moka_mms_pad.pro $
(See projects/mms/particles/moka/moka_mms_pad_plot.pro)
//////////////////////////////////////////////////////////////// - This is a hacked version of 'mms_part_products', which enables us to plot many spectrograms. - Please see moka_mms_part_products_crib.pro //////////////////////////////////////////////////////////////// Procedure: mms_part_products Purpose: Generate spectra and moments from 3D MMS particle data. ----------------------------------------------------------------------------------------- | !!!!!! words of caution <------ by egrimes, 4/7/2016: | | While you can use mms_part_products to generate particle moments for FPI from | | the distributions, these calculations are currently missing several important | | components, including photoelectron removal and S/C potential corrections. | | The official moments released by the team include these, and are the scientific | | products you should use in your analysis; see mms_load_fpi_crib to see how to load | | the FPI moments released by the team (des-moms, dis-moms datatypes) | ----------------------------------------------------------------------------------------- Data Products: 'energy' - energy spectrogram 'phi' - azimuthal spectrogram 'theta' - latitudinal spectrogram 'gyro' - gyrophase spectrogram 'pa' - pitch angle spectrogram 'moments' - distribution moments (density, velocity, etc.) 'dist' - dump all distribution data for later processing Calling Sequence: mms_part_products, tplot_name [,trange=trange] [outputs=outputs] ... Example Usage: -energy, phi, and theta spectrograms mms_part_products, 'mms2_des_dist_brst', outputs='phi theta energy' -field aligned spectrograms, limited time range mms_part_products, 'mms2_des_dist_brst', output='pa gyro', $ pos_name = 'mms2_defeph_pos', $ mag_name = 'mms2_fgm_bvec' -limit range of input data (gyro and pa limits do not affect phi/theta spectra) mms_part_products, 'mms2_des_dist_brst', output = 'energy pitch', $ energy = [15,1e5], $ ;eV pitch = [45,135] Arguments: tplot_name: Name of the tplot variable containing MMS 3D particle distribution data Input Keywords: trange: Two element time range [start,end] outputs: List of requested outputs, array or space separated list, default='energy' energy: Two element energy range [min,max], in eV phi: Two element phi range [min,max], in degrees, spacecraft spin plane theta: Two element theta range [min,max], in degrees, latitude from spacecraft spin plane pitch: Two element pitch angle range [min,max], in degrees, magnetic field pitch angle gyro: Two element gyrophase range [min,max], in degrees, gyrophase mag_name: Tplot variable containing magnetic field data for moments and FAC transformations pos_name: Tplot variable containing spacecraft position for FAC transformations sc_pot_name: Tplot variable containing spacecraft potential data for moments corrections vel_name: Tplot variable containing velocity data in km/s for use with /subtract_bulk units: Secify units of output variables. Must be 'eflux' to calculate moments. 'flux' - # / (cm^2 * s * sr * eV) 'eflux' - eV / (cm^2 * s * sr * eV) <default> 'df_cm' - s^3 / cm^6 'df' - s^3 / km^6 fac_type: Select the field aligned coordinate system variant. Existing options: "phigeo,mphigeo, xgse" regrid: Two element array specifying the resolution of the field-aligned data. [n_gyro,n_pitch], default is [32,16] no_regrid: (experimental) Skip regrid step when converting to field aligned coordinates. suffix: Suffix to append to output tplot variable names probe: Specify probe designation when it cannot be parsed from tplot_name species: Specify species when it cannot be parsed from tplot_name instrument: Specify instrument when it cannot be parsed from tplot_name input_units: (HPCA only) Specify units of input data when they cannot be parsed from tplot_name start_angle: Set a start angle for azimuthal spectrogram y axis datagap: Setting for tplot variables, controls how long a gap must be before it is drawn. (can also manually degap) subtract_bulk: Flag to subtract velocity vector from distribution before calculation of field aligned angular spectra. display_object: Object allowing dprint to export output messages Output Keywords: tplotnames: List of tplot variables that were created get_data_structures: Set to named variable to return structures directly when generating field aligned outputs. This may considerably slow the process! error: Error status flag for calling routine, 1=error 0=success Notes: -See warning above in purpose description! $LastChangedBy: egrimes $ $LastChangedDate: 2016-10-06 09:35:27 -0700 (Thu, 06 Oct 2016) $ $LastChangedRevision: 22050 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/mms_part_products.pro $
(See projects/mms/particles/moka/moka_mms_part_products.pro)
Procedure: moka_mms_part_products_crib History: Created on 2017-01-01 by moka $LastChangedBy: egrimes $ $LastChangedDate: 2016-10-06 09:35:27 -0700 (Thu, 06 Oct 2016) $ $LastChangedRevision: 22050 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/mms_part_products.pro $
(See projects/mms/particles/moka/moka_mms_part_products_crib.pro)
Procedure: moka_mms_part_products_pt Purpose: To generate pitch-angle vs time spectrograms from the distribution data dumped into a tplot variable by moka_mms_part_products,name,mag_name=mag_name,out=['pad'] History: Created on 2017-01-01 by moka $LastChangedBy: egrimes $ $LastChangedDate: 2016-10-06 09:35:27 -0700 (Thu, 06 Oct 2016) $ $LastChangedRevision: 22050 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/mms_part_products.pro $
(See projects/mms/particles/moka/moka_mms_part_products_pt.pro)
Procedure: moka_pgs_make_pad Purpose: Generate pitch angle distribution from the distribution data dumped by 'moka_mms_part_products' with out=['pad'] History: Created on 2017-01-01 by moka $LastChangedBy: egrimes $ $LastChangedDate: 2016-10-06 09:35:27 -0700 (Thu, 06 Oct 2016) $ $LastChangedRevision: 22050 $ $URL: svn+ssh://ambrosia.ssl.berkeley.edu/repos/spdsoft/trunk/projects/mms/particles/mms_part_products.pro $
(See projects/mms/particles/moka/moka_pgs_make_pad.pro)