Projects
ARIS Space: Safety-critical flight software development
Flight Software / RocketryPICCARD: Building ARIS Space’s first sounding rocket made to fit a hybrid-propellant engine.
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Simulations of giant impacts between planets
Astrophysics / Machine LearningPredicting the outcome of giant impacts with machine learning & uncertainty quantification.
Timpe et al. (2020)
Physics-Guided Machine Learning Algorithms
Machine Learning / Physics / ScienceEnsuring physical constraints and conservation laws in machine learning algorithms.
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Artificially intelligent N-body simulations
Astrophysics / Orbital DynamicsEmulating the Universe with polynomial chaos expansion.
PhD Thesis
Dynamics of Extrasolar Planetary Systems
Celestial Mechanics / Planet FormationAnalyzing the apsidal behavior of known planetary systems with Perl.
Timpe et al. (2013)
Detecting planetary-scale collisions around other stars
Astronomy / Atmospheric Science / GeophysicsIdentifying forest fires from space with deep convolutional neural networks.
Bonati et al. (2019)
The Blockchain for Science: Trustworthy research metrics
Blockchain / Science / SEED 2019CORA: Researchers need an independent metric verification system to encourage trust.
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Planetary habitability around low-mass stars
Astrophysics / Atmospheric Science / StarsHow does the rotation of low-mass stars affect the habitability of nearby planets?
MSc Thesis