Jeyadev R

AI / IoT

PHYS-TRUST Lite

Trust-Adaptive Physics-Informed Air Quality Sensing

PHYS-TRUST Lite: Trust-Adaptive Physics-Informed Air Quality Sensing

About this project

Air quality estimation on one low-cost Arduino node (MQ135 + DHT11). A Kalman filter fuses sensor physics, room mass-balance physics and an LSTM-ensemble prior, weighting each by a live trust score, with a 90% conformal uncertainty band and fault detection. Live React dashboard, local Gemma 3 explanations, 9% lower error than fixed-weight fusion.

Category
AI / IoT
Built by
Jeyadev R

Tech stack

  • Arduino
  • PyTorch
  • FastAPI
  • React
  • WebSocket
  • Ollama

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