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1. Eco-PCC Eco-PCC Public

   Does an LSTM traffic-speed forecast make EV eco-cruise control more efficient? LSTM-PID and LSTM-MPC on the EPA UDDS/HWFET/US06 cycles: a perfect 2s preview saves 0.7–4.3% energy at equal tracking;…

   Jupyter Notebook 4

2. Traffic-Flow-Detection-using-Neural-Networks Traffic-Flow-Detection-using-Neural-Networks Public

   Five-minute-ahead traffic congestion classification on PeMS08 (170 freeway detectors). Compares an ANN, a 1-D CNN and a hybrid 6-qubit quantum neural network (PennyLane) against persistence baselin…

   Jupyter Notebook 2

3. Adaptive-ETA-Prediction Adaptive-ETA-Prediction Public

   Adaptive ETA prediction for inland waterway cargo: PyTorch MLP base model, NLP delay severity from operational logs (keyword lexicon + DistilBERT), and Q-learning vs linear correction. Leak-free 5-…

   Jupyter Notebook 1

4. Edge-Assisted-Automated-Inventory-Tracking-Serial-Label-Verification Edge-Assisted-Automated-Inventory-Tracking-Serial-Label-Verification Public

   Edge label verification: YOLO + geometric correction + OCR. CER 0.908 → 0.070 on rotated labels, 0 false accepts. In Progress ⚠️

   Jupyter Notebook