Projects
4 published
Live
Trikal · MOSFET RUL
GBR + LSTM ensemble predicts Remaining Useful Life of Silicon MOSFETs from temperature and electrical measurements. Trained on NASA thermal overstress data. REST API live on HuggingFace.
Val MAE 7.3% · 15ms CPU inference · 6,554 training snapshots
Val MAE 7.3% · 15ms CPU inference · 6,554 training snapshots
Published
SkyWater 130nm PDK + Magic VLSI
Step-by-step installation guide for the open-source SkyWater 130nm Process Design Kit and Magic VLSI layout tool. Covers environment setup, DRC configuration, and first layout verification.
Published
PRAN · RISC-V CPU
Datapath and Control Unit implementation for RV32I instructions. Verified with ModelSim Altera using RISC-V assembly tests and a custom instruction-level testbench.
Coming soon
GaN HEMT RUL
Extending Trikal to Gallium Nitride HEMTs. New failure modes, new datasets, new physics — same open architecture.
Open
Semiconductor
Data
Semiconductor
Data
Collecting, curating, and creating open datasets for power semiconductor reliability research. All data indexed here is freely available — no paywalls, no request forms.
NASA MOSFET Thermal Overstress
Trikal Synthetic Aging (v0.1)
GaN HEMT Aging Dataset