Thermal Systems Projects
Explore guided student projects in Thermal Systems. Build hands-on skills with real aerospace tools and data.
4 projects
Combine with other filters →Simulate a Heat Shield with PhysicsNeMo
Use AI to predict how heat flows through a spacecraft's thermal protection
Use NVIDIA PhysicsNeMo to train a physics-informed neural network that predicts temperature distribution in a simple heat shield geometry. Learn how AI can solve physics problems without running expensive simulations.
Start Project → Some AI/MLMeasure Heat Dissipation and Predict Cooling with Python
Newton's law of cooling meets machine learning in your kitchen
Heat small metal and plastic samples, log temperature over time, fit exponential cooling curves, and predict how long different materials take to cool. A hands-on experiment connecting thermal physics to data science.
Start Project → Some AI/MLPredict Avionics Bay Temperature with Regression Models
Build an ML model for the thermal challenge every aircraft faces
Build a regression model predicting peak avionics bay temperature from flight phase, ambient conditions, and power dissipation. Use synthetic data from thermal network models to train and validate your approach.
Start Project → AI/MLNeural Network Surrogate for Thermal Protection System Design
Accelerate reentry vehicle thermal design with deep learning
Train a neural network on parametric FEA results to predict temperature distribution through a multi-layer thermal protection system for reentry vehicles. Use the surrogate for rapid design-space exploration.
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