satsim 0.18.0

Satellite observation and scene simulator.

SatSim

SatSim source code was developed under contract with ARFL/RDSM, and is approved for public release under Public Affairs release approval #AFRL-2022-1116.

SatSim is a high fidelity space surveillance optical scene simulation environment built on top of TensorFlow to utilize the speed of CUDA GPUs. SatSim is capable of generating synthetic observation data for SatNet, a deep learning platform for satellite object detection, and can provide users with nearly limitless labeled data. SatSim allows for systematic changes in the synthetic data, such as object brightness and star drift rate. The synthetic data is useful for training deep learning models. The synthetic data can also be used for model evaluation, characterizing performance metrics such as false alarm rate and minimum detectable target (MDT).


Documentation

• [Installation](docs/installation.rst)

• [Usage](docs/usage.rst)

• [Developers](CONTRIBUTING.rst#getting-started)

Versions

• [History](HISTORY.md)

History

0.18.0

• Add turbulent atmosphere to POPPY PSF generation. Set with psf option turbulent_atmosphere and sim option psf_sample_frequency.

• Add star and object segmentation annotation. Set sim option save_segmentation to true and star_annotation_threshold to limit stars annotated.

0.17.1

• Copy useful TensorFlow Addon (TFA) functions into tfa as the TFA project is no longer maintained.

• Copy tests.

0.17.0

• Add JSON schema definitions. See schema/v1/Document.json for root schema file.

• Add observation object type.

• Add support for cropped sensors.

• Add altitude to site object. Set site alt parameter in km. Default is 0.

0.16.0

• Add option to annotate stars. Set sim option star_annotation_threshold to the minimum star brightness magnitude or false to disable. Disabled by default.

• Add option to show annotated stars in annotated images. Set sim option show_star_boxes to true to enable.

0.15.1

• Remove clipping of negative values in ground truth files by default.

• Fix missing dependencies for ground truth file generation.

0.15.0

• Add support to save ground truth image data to the Annotations directory. Set sim option save_ground_truth to true.

• Add support for running on CPU with no GPU acceleration.

• Add CZML options for sensor visualization and object billboard image.

0.14.0

• Add vector math library.

• Add CZML output for sensor visualization.

• Fix objects not updating properly when image renderer is off.

0.13.1

• Add argument to set folder name in gen_multi.

• Add environment variable, SATSIM_SKYFIELD_LOAD_DIR, to specify location of Skyfield ephemeris files.

• Fix incorrect CZML output when image renderer is off.

0.13.0

• Add ephemeris objects that are propagated with the Lagrange interpolator.

• Add Cesium CZML output. Set sim option save_czml to false to disable.

• Add CSV text file star catalog loader. This feature is useful for small catalogs such as Hipparcos and simulating wide FOV sensors.

• Add multiplier and clipping for radial cosine.

• Add option to skip image rendering. Set sim option mode to none to bypass image rendering.

• Update interfaces for newest version of Skyfield, Poliastro, POPPY, and AstroPy.

• Fix star renderer issue removing stars in field of view for non-square arrays.

0.12.0

• Add augmentation of SatNet tf.data.Dataset. This feature allows injecting synthetic targets into real data during training.

• Add FFT convolution to add_patch sprite render and scatter_shift image augmenter for speed improvement.

• Add cache last PSF FFT to fftconv2p for speed improvement for static PSFs.

• Add two-body state vector as a trackable target.

• Add moon and sun model and misc methods to calculate phase angle and target brightness.

0.11.0

• Add support to render star motion with FFT. Set sim option star_render_mode to fft.

• Add option to sample photon noise multiple times. Set sim option num_shot_noise_samples to integer number.

• Add support to render a satellite as a sprite. Set model option in obs.

• Add support to load and augment sprite model with $pipeline operator.

• Add cropped POPPY PSF generation.

• Fix GreatCircle propagator tracking offset.

• Fix runtime exception when site and track_mode are not defined.

• Add TensorFlow 2.6 and update TensorFlow 2.2 and 2.4 Docker build file.

0.10.0

• Add support for piecewise rendering. Set sim option render_size to enable. For example, [256, 256].

• Add fixed tracking mode with mount azimuth and elevation.

• Add great circle propagator for targets.

• Add in-memory image generation. See generator function image_generator.

• Fix missing stars when FOV crosses zero degree RA.

• Add curved targets using bezier curve raster. Enabled by default. Set sim option num_target_samples to 2 to enable linear raster.

• Add LRU cache to star catalog reader.

• Add option to turn off SNR calculation. Set sim option calculate_snr to false will render targets and stars together.

• Handle unstable SGP4 TLEs.

• Add TensorFlow 2.4 Docker build file.

• Add debug output for pristine images of targets and stars.

0.9.1

• Calculate POPPY input wavefront resolution to avoid PSF aliasing.

• Add support for additional FITS image data types (int16, uint16, int32, uint32, float32).

• Add batch processing to transform_and_add_counts to support batch processing of stars.

• Add auto option to calculate temporal oversample factor based on star velocities.

• Add option to turn off serializing config data to pickle file (save_pickle).

• Add option to turn off png movie output (save_movie).

• Add crop_and_resize and flip image augmentation.

• Set pixels with values beyond the pixel data type’s capacity to the maximum value for that data type.

• Add lognormal function to generate a distribution with a true target mean.

• Fix issue with sidereal track.

• Fix issue with fragment velocity not being randomly sampled.

0.9.0

• Add Physical Optics Propagation in Python (POPPY) PSF generation.

• Add PSF augmentation with $pipeline replacement key.

• Add $function and $compound replacement key.

• Add ability to generate stray light from a $function replacement key.

• Add built-in 2D polynomial image generator for stray light, polygrid2d.

• Add built-in cosine fourth image generator for irradiance falloff, radial_cos2d.

• Add built-in sine wave image generator for fix pattern noise, sin2d.

• Add built-in image generator from AstroPy model, astropy_model2d.

• Add built-in image augmentation, scatter_shift and scatter_shift_polar.

• Add $cache replacement key (caching works for PSF and $function).

0.8.3

• Fix new Skyfield incompatibility.

0.8.2

• Prefix replacement keys with $ in SatSim configuration file.

• Add option to scale collision fragments by cosine of the exit angle.

0.8.1

• Add astrometric metadata into FITS header

• Refactor WCS library

• Add option to flip images about x or y axis

• Add option to refresh stars for each frame

• Add RPO from TLE generator

0.8.0

• Add two body propagator

• Add object create, delete, and update events

• Add collision generator

• Add breakup generator

• Add ref keyword to configuration

• Add key keyword to import configuration

• Refactor astrometric library

0.7.2

• Add option to specify star and obs velocity in polar coordinates

0.7.1

• Add option to turn off shot noise: sim.enable_shot_noise: true

• Add option to turn off annotation boxes in image: sim.show_obs_boxes: true

• Add option to specify velocity in arcseconds: sim.velocity_units: arcsec

• Fix PNG output threading issue

0.7.0

• Add function pipelines to support variable target brightness

0.6.1

• Fix built-in generators not included in distribution

• Add dockerfile

0.6.0

• Add configuration import.

• Add configuration generator functions.

• Add built-in generator for breakups.

• Add built-in generator for CSOs.

• Add built-in generator for loading TLE files.

0.5.0

• Runtime optimization.

• Add parallel processing and multi-gpu utilization.

• Add option to limit gpu memory usage.

0.4.0

• Add signal to noise calculation for target pixels.

0.3.0

• Add support for two line element set SGP4 satellite propagator.

• Add support for rate and sidereal track from topocentric site.

0.2.0

• Add support for SSTR7 star catalog.

0.1.1

• Add target position to annotation file.

• Updates to run GitLab CI.

0.1.0

• First release.