Space Systems Projects
Explore guided student projects in Space Systems. Build hands-on skills with real aerospace tools and data.
3 projects
Combine with other filters →Satellite Image Classification
Teach a computer to read the Earth from space
Train a machine learning model to classify satellite images by land type — urban, forest, water, agriculture. A perfect first ML project using real remote sensing data.
Start Project → AI/MLClassify Satellites with TensorFlow
Teach a neural network to tell a weather satellite from a GPS bird.
Build and train a convolutional neural network in TensorFlow to classify satellite images by type. You will collect a small labeled dataset, preprocess the images, and evaluate your model's accuracy—no prior ML experience required.
Start Project → Some AI/MLML-Optimized Satellite Constellation Design
Use Bayesian optimization to find constellations that maximize coverage with fewer satellites
Combine Ansys STK's high-fidelity orbital analysis with Python-based Bayesian optimization to explore the satellite constellation design space. Automatically discover configurations that achieve target coverage and revisit time requirements with the minimum number of satellites.
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