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Research · Rolls-Royce
Engine Data Synthesizer
A physics-based GAN that generates realistic aircraft-engine data for remaining-useful-life models.
- Year
- 2025
- Role
- Undergraduate Researcher
- Stack
- PyTorch, Python
- Links
- —
$ cat engine-data-gan/READMEEngine Data SynthesizerResearch · Rolls-Royce · 2025stackPyTorchPython
91%
KS similarity
What I did
Built a data synthesizer for aircraft engines from public NASA records, so remaining-useful-life models have more to train on. The GAN pipeline is modular and physics-based, adapts across multiple engine types, and reaches 91% Kolmogorov–Smirnov similarity to real data.
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