{"id":2062,"date":"2025-07-14T17:13:26","date_gmt":"2025-07-14T17:13:26","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=2062"},"modified":"2025-07-19T20:48:07","modified_gmt":"2025-07-19T20:48:07","slug":"introducing-pystrf-a-python-toolkit-for-satellite-tracking-via-radio-observations","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=2062","title":{"rendered":"Introducing PySTRF: A Python Toolkit for Satellite Tracking via Radio Observations"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<p>Satellite tracking and radio frequency (RF) observations are crucial for amateur radio enthusiasts, astronomers, and satellite operators alike. Today, we\u2019re excited to introduce <a href=\"https:\/\/github.com\/bgilbert1984\/PySTRF\"><strong>PySTRF<\/strong>\u2014a Python-based interpretation of the Satellite Tracking Toolkit for Radio Observations<\/a>, originally developed as <a href=\"https:\/\/github.com\/cbassa\/strf\">STRF<\/a> by Cees Bassa. PySTRF brings the power, flexibility, and accessibility of Python to the world of satellite tracking.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.google.com\/url?sa=i&amp;url=https%3A%2F%2Ftierrainsights.buzz%2F7-python-tools-i-use-to-preprocess-satellite-data-at-scale-6a3a02296415&amp;psig=AOvVaw0kh5Peb2D9ZGDZbjfK4f9a&amp;ust=1752599381887000&amp;source=images&amp;cd=vfe&amp;opi=89978449&amp;ved=0CBgQ3YkBahcKEwiwmdnR67yOAxUAAAAAHQAAAAAQBA\"><img data-opt-id=125028844  fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:1024\/h:576\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-338.png\" alt=\"\" class=\"wp-image-2063\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:1024\/h:576\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-338.png 1024w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:300\/h:169\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-338.png 300w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:768\/h:432\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-338.png 768w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:1240\/h:698\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-338.png 1240w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">What is PySTRF?<\/h2>\n\n\n\n<p>PySTRF is a Python translation and adaptation of the original STRF toolkit, making advanced satellite tracking and RF observation tools accessible to Python users. The project aims to empower users to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Predict and track satellite positions in real time<\/li>\n\n\n\n<li>Analyze Doppler shifts, signal strengths, and observation geometry<\/li>\n\n\n\n<li>Automate and visualize radio observation workflows<\/li>\n\n\n\n<li>Integrate with other scientific Python tools and libraries<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Why PySTRF?<\/h2>\n\n\n\n<p>The original STRF toolkit is a powerful C-based solution. However, Python\u2019s popularity in scientific computing, data analysis, and automation makes it a natural fit for expanding accessibility and interoperability. With PySTRF, users can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Leverage the vast ecosystem of Python scientific libraries (NumPy, SciPy, Matplotlib, Pandas, etc.)<\/li>\n\n\n\n<li>Rapidly prototype, customize, and automate tracking scripts<\/li>\n\n\n\n<li>Integrate satellite tracking with data analysis and machine learning pipelines<\/li>\n\n\n\n<li>Benefit from an active Python community for support and contributions<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Key Features<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TLE Parsing and Orbit Propagation:<\/strong> Read and process standard Two-Line Element (TLE) sets to determine satellite orbits.<\/li>\n\n\n\n<li><strong>Pass Predictions:<\/strong> Calculate satellite passes over a ground station, including AOS\/LOS times and elevation\/azimuth angles.<\/li>\n\n\n\n<li><strong>Doppler Shift Calculation:<\/strong> Compute frequency shifts for radio communications.<\/li>\n\n\n\n<li><strong>Integration with Python Tools:<\/strong> Output data for visualization and further analysis.<\/li>\n\n\n\n<li><strong>Open Source:<\/strong> Freely available on <a href=\"https:\/\/github.com\/bgilbert1984\/PySTRF\">GitHub<\/a> for the community to use and improve.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-opt-id=721969513  fetchpriority=\"high\" decoding=\"async\" width=\"1018\" height=\"1020\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:auto\/h:auto\/q:mauto\/f:best\/http:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-383.png\" alt=\"\" class=\"wp-image-2328\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:1018\/h:1020\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-383.png 1018w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:300\/h:300\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-383.png 300w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:150\/h:150\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-383.png 150w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:768\/h:770\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/07\/image-383.png 768w\" sizes=\"(max-width: 1018px) 100vw, 1018px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Getting Started<\/h2>\n\n\n\n<p>To get started with PySTRF:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Clone the repository:<\/strong><\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   git clone https:\/\/github.com\/bgilbert1984\/PySTRF.git\n   cd PySTRF<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Install dependencies:<\/strong><br>PySTRF is designed to work with standard Python scientific libraries. Install requirements with:<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   pip install -r requirements.txt<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Run example scripts:<\/strong><br>Explore the provided scripts and notebooks to see PySTRF in action.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Example Usage<\/h2>\n\n\n\n<p>Here\u2019s a simple example to predict when the ISS will pass over your location:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pystrf import tle, observer, predict\n\n# Load TLE for the ISS\niss_tle = tle.load_tle('ISS (ZARYA)', 'tle.txt')\n\n# Define observer location (lat, lon, altitude)\nobs = observer.Observer(lat=37.7749, lon=-122.4194, alt=10)  # San Francisco\n\n# Predict passes over the next 24 hours\npasses = predict.get_passes(iss_tle, obs, hours=24)\n\nfor p in passes:\n    print(f\"Start: {p.aos} | End: {p.los} | Max Elevation: {p.max_elev} deg\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Contributing<\/h2>\n\n\n\n<p>PySTRF is an open-source project and welcomes contributions! If you have ideas for features, bug fixes, or documentation improvements, open an issue or submit a pull request.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Credits<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Original STRF toolkit by <a href=\"https:\/\/github.com\/cbassa\/strf\">Cees Bassa<\/a><\/li>\n\n\n\n<li>Python conversion and enhancements by <a href=\"https:\/\/github.com\/bgilbert1984\">bgilbert1984<\/a><\/li>\n\n\n\n<li>Community contributors<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Learn More<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/bgilbert1984\/PySTRF\">PySTRF on GitHub<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/cbassa\/strf\">Original STRF toolkit<\/a><\/li>\n<\/ul>\n\n\n\n<p>Stay tuned for future updates, new features, and tutorials!<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>Happy satellite tracking!<\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>A Python toolkit for satellite tracking <strong>typically includes libraries and tools to calculate satellite positions, predict passes, and potentially interface with hardware for tracking<\/strong>. Key libraries include pyEphem and Skyfield, which handle astronomical calculations, while tools like pysat and SatKit offer more specialized functionalities for data analysis and orbit propagation. [<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>, <a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/cbassa\/sattools\">4<\/a>, <a href=\"https:\/\/www.numberanalytics.com\/blog\/ground-track-astrodynamics-guide#:~:text=Python%20libraries%20like%20Skyfield%20and%20PyEphem:%20provide,calculating%20ground%20tracks%20and%20other%20astronomical%20quantities.\">5<\/a>, <a href=\"https:\/\/github.com\/cfdemirkiran\/STS-Satellite-Tracking-System#:~:text=The%20implementation%20relies%20on%20the%20skyfield.%20api,identifies%20the%20specified%20events%20during%20its%20pass.\">6<\/a>]<\/p>\n\n\n\n<p>Here&#8217;s a breakdown of what a Python satellite tracking toolkit typically includes:<\/p>\n\n\n\n<p>Core Functionality:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ephemeris Calculation:<\/strong> Libraries like pyEphem and Skyfield are used to compute the position and velocity of satellites based on orbital parameters (TLEs &#8211; Two-Line Element sets). [<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/github.com\/aerospaceresearch\/findsatbyrf#:~:text=TLE%20(Two%2Dline%20element%20set)%20information%20of%20a,velocity%20of%20that%20satellite%20on%20the%20orbit.\">9<\/a>]<\/li>\n\n\n\n<li><strong>Pass Prediction:<\/strong> Algorithms that determine when and where a satellite will be visible from a specific ground station. [<a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/forum.orekit.org\/t\/ground-station-in-view-of-satellite-field-of-view\/4185#:~:text=Hello%20there!%20I%20am%20newer%20to%20development,and%20can%20plot%20it%20on%20a%20map.\">10<\/a>]<\/li>\n\n\n\n<li><strong>Ground Station Definition:<\/strong> Tools to input and manage information about the user&#8217;s location (latitude, longitude, altitude). [<a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>]<\/li>\n\n\n\n<li><strong>TLE Management:<\/strong> Mechanisms for downloading, parsing, and updating satellite TLE data, often from online sources. [<a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>]<\/li>\n\n\n\n<li><strong>Data Visualization:<\/strong> Libraries like Matplotlib can be used to plot satellite tracks on a map or create visualizations of orbital paths. [<a href=\"https:\/\/github.com\/cbassa\/sattools\">4<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/github.com\/ThomasAFink\/visualization_of_the_solar_system_on_an_interstellar_scale#:~:text=Utilizing%20numpy%20for%20mathematical%20calculations%20and%20matplotlib,the%20scattered%20distribution%20of%20the%20Kuiper%20Belt.\">11<\/a>]<\/li>\n<\/ul>\n\n\n\n<p>Advanced Features:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Real-time Tracking:<\/strong> Interfaces with hardware (e.g., antennas, telescopes) to automatically point towards a satellite and track its movement. [<a href=\"https:\/\/pypogs.readthedocs.io\/\">12<\/a>, <a href=\"https:\/\/pypogs.readthedocs.io\/\">12<\/a>, <a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>]<\/li>\n\n\n\n<li><strong>Doppler Shift Calculation:<\/strong> Accounting for the Doppler effect when tracking satellites, especially with radio signals. [<a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/vamosys.com\/history-gps-satellites-commercial-gps-tracking\/#:~:text=During%20this%20time%20the%20scientists%20came%20up,this%20was%20the%20first%20step%20towards%20GPS.\">14<\/a>]<\/li>\n\n\n\n<li><strong>Orbit Propagation:<\/strong> Libraries like SatKit can propagate satellite orbits into the future, allowing for more accurate pass predictions and maneuver planning. [<a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>, <a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>]<\/li>\n\n\n\n<li><strong>Data Analysis:<\/strong> Pysat provides a framework for analyzing satellite data, including handling different file formats and instrument types. [<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/pypi.org\/project\/pysat\/#:~:text=Pysat's%20plug%2Din%20design%20allows%20analysis%20support%20for,as%20part%20of%20the%20general%20pysat%20ecosystem.\">15<\/a>, <a href=\"https:\/\/pypi.org\/project\/pysat\/#:~:text=Pysat's%20plug%2Din%20design%20allows%20analysis%20support%20for,as%20part%20of%20the%20general%20pysat%20ecosystem.\">15<\/a>, <a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf\">16<\/a>, <a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf\">16<\/a>]<\/li>\n\n\n\n<li><strong>User Interface:<\/strong> Graphical user interfaces (GUIs) can be created using libraries like Tkinter or PyQt to provide an intuitive way for users to interact with the tracking tools. [<a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/matlabprojects.org\/python-electrical-circuit-simulation\/#:~:text=Graphical%20User%20Interface%20(GUI):%20Make%20use%20of,for%20model%20and%20simulation%20of%20visual%20circuits.\">17<\/a>, <a href=\"https:\/\/johnvastola.medium.com\/5-python-projects-to-automate-your-life-from-beginner-to-advanced-843dba9605bf#:~:text=Create%20visually%20appealing%20user%20interfaces%20for%20your,implement%20intuitive%20graphical%20interfaces%20for%20your%20applications.\">18<\/a>]<\/li>\n\n\n\n<li><strong>Integration with other tools:<\/strong> Potential for integrating with other Python libraries for tasks like weather data processing (for atmospheric effects) or machine learning (for more advanced tracking). [<a href=\"https:\/\/medium.com\/rotten-grapes\/5-python-libraries-for-earth-observation-319af1c04cc3#:~:text=The%20Earth%20Engine%20Python%20API%20is%20a,data%2C%20and%20geospatial%20datasets%20directly%20in%20Python.\">19<\/a>, <a href=\"https:\/\/medium.com\/rotten-grapes\/5-python-libraries-for-earth-observation-319af1c04cc3#:~:text=The%20Earth%20Engine%20Python%20API%20is%20a,data%2C%20and%20geospatial%20datasets%20directly%20in%20Python.\">19<\/a>, <a href=\"https:\/\/github.com\/oechenique\/remote_sensing\/#:~:text=Overview%20%E6%A6%82%E8%A6%81%20This%20repository%20provides%20a%20comprehensive,and%20remote%20sensing%20enthusiasts%20exploring%20satellite%20imagery.\">20<\/a>, <a href=\"https:\/\/github.com\/oechenique\/remote_sensing\/#:~:text=Overview%20%E6%A6%82%E8%A6%81%20This%20repository%20provides%20a%20comprehensive,and%20remote%20sensing%20enthusiasts%20exploring%20satellite%20imagery.\">20<\/a>]<\/li>\n<\/ul>\n\n\n\n<p>Example Tools and Libraries:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>pyEphem:<\/strong> A popular library for astronomical calculations, including satellite tracking, according to a Reddit post. [<a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/www.reddit.com\/r\/Python\/comments\/9pl4bc\/using_python_pyephem_and_opencv_to_track\/\">21<\/a>, <a href=\"https:\/\/www.reddit.com\/r\/Python\/comments\/9pl4bc\/using_python_pyephem_and_opencv_to_track\/\">21<\/a>]<\/li>\n\n\n\n<li><strong>Skyfield:<\/strong> A more modern alternative to pyEphem, offering improved performance and accuracy. [<a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>]<\/li>\n\n\n\n<li><strong>pysat:<\/strong> A toolkit for satellite data analysis, providing a consistent interface for various data sources and instruments. [<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">1<\/a>, <a href=\"https:\/\/pypi.org\/project\/pysat\/#:~:text=Pysat's%20plug%2Din%20design%20allows%20analysis%20support%20for,as%20part%20of%20the%20general%20pysat%20ecosystem.\">15<\/a>, <a href=\"https:\/\/pypi.org\/project\/pysat\/#:~:text=Pysat's%20plug%2Din%20design%20allows%20analysis%20support%20for,as%20part%20of%20the%20general%20pysat%20ecosystem.\">15<\/a>, <a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf\">16<\/a>, <a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf\">16<\/a>]<\/li>\n\n\n\n<li>SatKit: A library focused on orbit propagation and maneuver planning, with a core written in Rust for speed and safety. [<a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>, <a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">2<\/a>]<\/li>\n\n\n\n<li>pypredict: A Python wrapper for the predict command-line application, providing accurate satellite tracking and pass prediction. [<a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>, <a href=\"https:\/\/pypi.org\/project\/pypredict\/\">8<\/a>]<\/li>\n\n\n\n<li>SatelliteTracker: A Python program that can update a satellite&#8217;s location in real-time and provide location parameters. [<a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>, <a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">3<\/a>]<\/li>\n\n\n\n<li>pyserial: Used for communication with hardware like Arduino boards (for antenna control). [<a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>]<\/li>\n\n\n\n<li>requests: Used for downloading data from online sources (like TLEs). [<a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">13<\/a>, <a href=\"https:\/\/apps.dtic.mil\/sti\/trecms\/pdf\/AD1224533.pdf#:~:text=Therefore%2C%20manually%20downloading%20and%20reformatting%20data%20from,and%20oceanographic%20data%20from%20common%20online%20sources.\">22<\/a>, <a href=\"https:\/\/space.stackexchange.com\/questions\/59802\/python-orbit-simulation-using-tle-tools-and-poliastro#:~:text=Python%20orbit%20simulation%20using%20TLE%2Dtools%20and%20poliastro,all%20the%20satellites%20I%20am%20interested%20in.\">23<\/a>]<\/li>\n<\/ul>\n\n\n\n<p>Example Usage:<\/p>\n\n\n\n<p>A basic example might involve: [<a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">7<\/a>, <a href=\"https:\/\/pypi.org\/project\/orbdtools\/#:~:text=Data%20processing%20related%20to%20TLE%20files%20Download,elements%20at%20a%20certain%20epoch%20Orbital%20Propagation\">24<\/a>, <a href=\"https:\/\/github.com\/dariol83\/drorbiteex#:~:text=Dr.%20Orbiteex%20Define%20the%20location%20of%20your,of%20interest%2C%20export%20such%20data%20as%20CSV\">25<\/a>]<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Loading TLE data:<\/strong> Downloading and parsing TLEs for the desired satellite.<\/li>\n\n\n\n<li><strong>Setting up a ground station:<\/strong> Defining the observer&#8217;s location.<\/li>\n\n\n\n<li><strong>Calculating the satellite&#8217;s position:<\/strong> Using pyEphem or Skyfield to get the satellite&#8217;s coordinates at a specific time.<\/li>\n<\/ol>\n\n\n\n<p>[1]&nbsp;<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297#:~:text=The%20Python%20Satellite%20Data%20Analysis%20Toolkit%20(pysat),address%20scientific%20questions%20within%20a%20single%20interface.\">https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/full\/10.1029\/2018ja025297<\/a><\/p>\n\n\n\n<p>[2]&nbsp;<a href=\"https:\/\/satellite-toolkit.readthedocs.io\/\">https:\/\/satellite-toolkit.readthedocs.io\/<\/a><\/p>\n\n\n\n<p>[3]&nbsp;<a href=\"https:\/\/github.com\/nfischer\/satelliteTracker\">https:\/\/github.com\/nfischer\/satelliteTracker<\/a><\/p>\n\n\n\n<p>[4]&nbsp;<a href=\"https:\/\/github.com\/cbassa\/sattools\">https:\/\/github.com\/cbassa\/sattools<\/a><\/p>\n\n\n\n<p>[5]&nbsp;<a href=\"https:\/\/www.numberanalytics.com\/blog\/ground-track-astrodynamics-guide#:~:text=Python%20libraries%20like%20Skyfield%20and%20PyEphem:%20provide,calculating%20ground%20tracks%20and%20other%20astronomical%20quantities.\">https:\/\/www.numberanalytics.com\/blog\/ground-track-astrodynamics-guide<\/a><\/p>\n\n\n\n<p>[6]&nbsp;<a href=\"https:\/\/github.com\/cfdemirkiran\/STS-Satellite-Tracking-System#:~:text=The%20implementation%20relies%20on%20the%20skyfield.%20api,identifies%20the%20specified%20events%20during%20its%20pass.\">https:\/\/github.com\/cfdemirkiran\/STS-Satellite-Tracking-System<\/a><\/p>\n\n\n\n<p>[7]&nbsp;<a href=\"https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/\">https:\/\/www.n1fd.org\/2018\/02\/28\/using-python-track-amateur-satellites\/<\/a><\/p>\n\n\n\n<p>[8]&nbsp;<a href=\"https:\/\/pypi.org\/project\/pypredict\/\">https:\/\/pypi.org\/project\/pypredict\/<\/a><\/p>\n\n\n\n<p>[9]&nbsp;<a href=\"https:\/\/github.com\/aerospaceresearch\/findsatbyrf#:~:text=TLE%20(Two%2Dline%20element%20set)%20information%20of%20a,velocity%20of%20that%20satellite%20on%20the%20orbit.\">https:\/\/github.com\/aerospaceresearch\/findsatbyrf<\/a><\/p>\n\n\n\n<p>[10]&nbsp;<a href=\"https:\/\/forum.orekit.org\/t\/ground-station-in-view-of-satellite-field-of-view\/4185#:~:text=Hello%20there!%20I%20am%20newer%20to%20development,and%20can%20plot%20it%20on%20a%20map.\">https:\/\/forum.orekit.org\/t\/ground-station-in-view-of-satellite-field-of-view\/4185<\/a><\/p>\n\n\n\n<p>[11]&nbsp;<a href=\"https:\/\/github.com\/ThomasAFink\/visualization_of_the_solar_system_on_an_interstellar_scale#:~:text=Utilizing%20numpy%20for%20mathematical%20calculations%20and%20matplotlib,the%20scattered%20distribution%20of%20the%20Kuiper%20Belt.\">https:\/\/github.com\/ThomasAFink\/visualization_of_the_solar_system_on_an_interstellar_scale<\/a><\/p>\n\n\n\n<p>[12]&nbsp;<a href=\"https:\/\/pypogs.readthedocs.io\/\">https:\/\/pypogs.readthedocs.io\/<\/a><\/p>\n\n\n\n<p>[13]&nbsp;<a href=\"https:\/\/github.com\/hazrmard\/SatTrack\">https:\/\/github.com\/hazrmard\/SatTrack<\/a><\/p>\n\n\n\n<p>[14]&nbsp;<a href=\"https:\/\/vamosys.com\/history-gps-satellites-commercial-gps-tracking\/#:~:text=During%20this%20time%20the%20scientists%20came%20up,this%20was%20the%20first%20step%20towards%20GPS.\">https:\/\/vamosys.com\/history-gps-satellites-commercial-gps-tracking\/<\/a><\/p>\n\n\n\n<p>[15]&nbsp;<a href=\"https:\/\/pypi.org\/project\/pysat\/#:~:text=Pysat's%20plug%2Din%20design%20allows%20analysis%20support%20for,as%20part%20of%20the%20general%20pysat%20ecosystem.\">https:\/\/pypi.org\/project\/pysat\/<\/a><\/p>\n\n\n\n<p>[16]&nbsp;<a href=\"https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf\">https:\/\/ntrs.nasa.gov\/api\/citations\/20190002337\/downloads\/20190002337.pdf<\/a><\/p>\n\n\n\n<p>[17]&nbsp;<a href=\"https:\/\/matlabprojects.org\/python-electrical-circuit-simulation\/#:~:text=Graphical%20User%20Interface%20(GUI):%20Make%20use%20of,for%20model%20and%20simulation%20of%20visual%20circuits.\">https:\/\/matlabprojects.org\/python-electrical-circuit-simulation\/<\/a><\/p>\n\n\n\n<p>[18]&nbsp;<a href=\"https:\/\/johnvastola.medium.com\/5-python-projects-to-automate-your-life-from-beginner-to-advanced-843dba9605bf#:~:text=Create%20visually%20appealing%20user%20interfaces%20for%20your,implement%20intuitive%20graphical%20interfaces%20for%20your%20applications.\">https:\/\/johnvastola.medium.com\/5-python-projects-to-automate-your-life-from-beginner-to-advanced-843dba9605bf<\/a><\/p>\n\n\n\n<p>[19]&nbsp;<a href=\"https:\/\/medium.com\/rotten-grapes\/5-python-libraries-for-earth-observation-319af1c04cc3#:~:text=The%20Earth%20Engine%20Python%20API%20is%20a,data%2C%20and%20geospatial%20datasets%20directly%20in%20Python.\">https:\/\/medium.com\/rotten-grapes\/5-python-libraries-for-earth-observation-319af1c04cc3<\/a><\/p>\n\n\n\n<p>[20]&nbsp;<a href=\"https:\/\/github.com\/oechenique\/remote_sensing\/#:~:text=Overview%20%E6%A6%82%E8%A6%81%20This%20repository%20provides%20a%20comprehensive,and%20remote%20sensing%20enthusiasts%20exploring%20satellite%20imagery.\">https:\/\/github.com\/oechenique\/remote_sensing\/<\/a><\/p>\n\n\n\n<p>[21]&nbsp;<a href=\"https:\/\/www.reddit.com\/r\/Python\/comments\/9pl4bc\/using_python_pyephem_and_opencv_to_track\/\">https:\/\/www.reddit.com\/r\/Python\/comments\/9pl4bc\/using_python_pyephem_and_opencv_to_track\/<\/a><\/p>\n\n\n\n<p>[22]&nbsp;<a href=\"https:\/\/apps.dtic.mil\/sti\/trecms\/pdf\/AD1224533.pdf#:~:text=Therefore%2C%20manually%20downloading%20and%20reformatting%20data%20from,and%20oceanographic%20data%20from%20common%20online%20sources.\">https:\/\/apps.dtic.mil\/sti\/trecms\/pdf\/AD1224533.pdf<\/a><\/p>\n\n\n\n<p>[23]&nbsp;<a href=\"https:\/\/space.stackexchange.com\/questions\/59802\/python-orbit-simulation-using-tle-tools-and-poliastro#:~:text=Python%20orbit%20simulation%20using%20TLE%2Dtools%20and%20poliastro,all%20the%20satellites%20I%20am%20interested%20in.\">https:\/\/space.stackexchange.com\/questions\/59802\/python-orbit-simulation-using-tle-tools-and-poliastro<\/a><\/p>\n\n\n\n<p>[24]&nbsp;<a href=\"https:\/\/pypi.org\/project\/orbdtools\/#:~:text=Data%20processing%20related%20to%20TLE%20files%20Download,elements%20at%20a%20certain%20epoch%20Orbital%20Propagation\">https:\/\/pypi.org\/project\/orbdtools\/<\/a><\/p>\n\n\n\n<p>[25]&nbsp;<a href=\"https:\/\/github.com\/dariol83\/drorbiteex#:~:text=Dr.%20Orbiteex%20Define%20the%20location%20of%20your,of%20interest%2C%20export%20such%20data%20as%20CSV\">https:\/\/github.com\/dariol83\/drorbiteex<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Satellite tracking and radio frequency (RF) observations are crucial for amateur radio enthusiasts, astronomers, and satellite operators alike. Today, we\u2019re excited to introduce PySTRF\u2014a Python-based interpretation of the Satellite Tracking Toolkit for Radio Observations, originally developed as STRF by Cees Bassa. PySTRF brings the power, flexibility, and accessibility of Python to the world of satellite&hellip;&nbsp;<a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=2062\" rel=\"bookmark\"><span class=\"screen-reader-text\">Introducing PySTRF: A Python Toolkit for Satellite Tracking via Radio Observations<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":2063,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[10],"tags":[],"class_list":["post-2062","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-signal_scythe"],"_links":{"self":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2062","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2062"}],"version-history":[{"count":4,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2062\/revisions"}],"predecessor-version":[{"id":2330,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/2062\/revisions\/2330"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/2063"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2062"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2062"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2062"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}