reads and plots THEMIS ASI video data of aurora.
Project description
Themis ASI Reader
Read & plot 256x256 "high resolution" THEMIS ASI ground-based imager data, from Python ≥ 3.6.
It also reads the THEMIS ASI star registered plate scale, giving azimuth and elevation for each pixel.
Install
Requires SpacePy to read CDF files (not NetCDF). If you have an easier way to read CDF vs. using SpacePy, we would be happy to know about it. This SpacePy setup script is primarily for Linux and Mac.
For Microsoft Windows ONLY:
Mac, Linux, Windows Subsytem for Linux:
- Install a Fortran compiler and Curses library.
This is because currently SpacePy requires FFnet, which does not currently have PyPi wheels and is not on
conda
.- Mac:
brew install gcc ncurses
- Linux:
apt install gfortran libncurses-dev
- Mac:
- install SpacePy
python setup_spacepy.py
- Install Themis-ASI code and optional
fov
prereqs useful for merging and examing field of view (FOV)python -m pip install -e .[fov]
If you have trouble with SpacePy, see SpacePy install notes.
Usage
One of the main ways analysts might use THEMIS-ASI data is by loading it into a 3-D array (time, x, y).
import themisasi.io as tio
dat = tio.load('~/data/thg_l1_asf_fykn_2013041408_v01.cdf')
THEMIS-ASI output xarray.Dataset, which is used throughout geosciences and astronomy as a "smart" Numpy array. The simple image data stack is obtained by:
imgs = dat['imgs']
dat.time
contains the approximate time of each image (consider the finite exposure time).
dat.x
and dat.y
are simple pixel indices, perhaps not often needed.
Loading calibration data gives azimuth, elevation for each pixel and lat, lon of each camera.
import themisasi.io as tio
dat = tio.load(fn='~/data/thg_l1_asf_fykn_2013041408_v01.cdf',
calfn='~/data/themis_skymap_fykn_20061014.sav')
now dat
contains several more variables and metadata.
Download, Read and Plot THEMIS ASI Data
- Get video data from Themis all-sky imager data repository
- [optional] find plate scale if you want projected lat/lon for each pixel.
These files are named
*asc*.cdf
or*skymap*.sav
.
February 4, 2012, 8 UT Fort Yukon
- Download data
DownloadThemis 2012-02-04T08
- [optional] get this camera plate scale
If you want to just plot this calibration data:
PlotThemis ~/data/themis/thg_l2_asc_fykn_19700101_v01.cdf
With the calibration data, verify that the time range of the calibration data is appropriate for the time range of the image data. For example, calibration data from 1999 may not be valid for 2018 if the camera was ever moved in the enclosure during maintanence.
Video Playback / PNG conversion
This example plays the video content.
Use the -o
option to dump the frames to individual PNGs for easier back-and-forth viewing.
The calibration file (second filename) is optional.
PlotThemis ~/data/themis/thg_l1_asf_fykn_2013041408_v01.cdf ~/data/themis/thg_l2_asc_fykn_19700101_v01.cdf
Plot time series of pixel(s)
Again, be sure the calibration file is appropriate for the time range of the video--the camera may have been moved / reoriented during maintenance.
The pixels can be specified by (azimuth, elevation) or (lat, lon, projection altitude [km])
Azimuth / Elevation:
PlotThemisPixels tests/thg_l1_ast_gako_20110505_v01.cdf tests/thg_l2_asc_fykn_19700101_v01.cdf -az 65 70 -el 48 68
Latitude, Longitude, Projection Altitude [kilometers]: Typically the brightest aurora is in the 100-110 km altitude range, so a common approximate is to assume "all" of the brightness comes from a single altitude in this region.
PlotThemisPixels tests/thg_l1_ast_gako_20110505_v01.cdf tests/thg_l2_asc_fykn_19700101_v01.cdf -lla 65 -145 100.
Notes
Themis site map (2009)
Resources
- Themis GBO ASI site coordinates
- THEMIS GBO ASI plate scale
- THEMIS GBO ASI plate scale
- Themis GBO ASI data repository
- Themis GBO ASI mosaic (all sites together)
Matlab
The Matlab code is obsolete, the Python version has so much more:
readTHEMIS('thg_l1_asf_fykn_2013041408_v01.cdf')
data corruption
I discovered that IDL 8.0 had a problem saving structured arrays of bytes. While current versions of IDL can read these corrupted .sav files, GDL 0.9.4 and SciPy 0.16.1 cannot. I submitted a patch to SciPy to allow reading these files, which was incorporated into SciPy 0.18.0.
As a fallback, read and rewrite the corrupted file with the IDL script in the idl directory.
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