gserbest/ev-pinn-trl3-demo

PINN Tabanli Agir Vasita EV Menzil Tahmini

TRL3 seviyesinde bir PINN prototipi:

• —Harita uzerinden dinamik rota secimi
• —OpenRouteService veya OSRM ile rota alma
• —Open-Elevation ile topografi ve egim cikarma
• —Rejeneratif frenleme ve Thevenin batarya modeli
• —Checkpoint destekli PINN egitimi
• —Streamlit tabanli web dashboard

Kurulum

cd D:\egitim\ev-pinn-trl3-dynamic
pip install -r requirements.txt

Opsiyonel ortam degiskenleri:

$env:ORS_API_KEY="your_openrouteservice_key"

Egitim

python -m training.train_pinn --epochs 200 --download-public-data

Varsa results/checkpoints/pinn_latest.pt dosyasindan devam eder.

Dashboard

python run_demo.py

QA

python tools/random_route_audit.py --count 5 --seed 20260418
python tools/visual_regression.py --update-baseline
python tools/visual_regression.py

Acik Veri Kaynaklari

• —NASA PCoE Battery Data Set
• —NASA Randomized Battery Usage Data Set
• —Oxford Battery Degradation Dataset 1