Green Fuel Intelligence System

Physics-Guided AI Digital Twin for Biogas Methane Production

Checking API

Live Digital Twin

Anaerobic Digestion Plant

Feedstock
AD Reactor
CH4
AI Twin Stable
Methane Yield --
Physics Bound --
VFA/ALK --
Violation --

Scenario Simulation

What-if OLR Sweep

This control room now acts as the coordinator. Process variables selected here are packaged as a scenario state and can be handed off to the 48-hour industrial simulator.

Twin Coordinator

Control Room to 48h Simulator Link

Open linked simulator
Current state package Waiting for process variables

The simulator imports these values for OLR, pH, temperature, HRT, TS, VS, C/N, moisture and ambient temperature.

Operator workflow Adjust, publish, simulate

Change process sliders, run a prediction, then send the same state into the industrial page to observe the 48-hour response.

Research interpretation Digital-twin-ready coordination

This is not full IoT synchronization yet; it is a local cyber-physical handoff pattern that can later be replaced by live plant telemetry.

Model Evaluation

Current Trained System

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Industrial Extension

Deployment Vision

  • FastAPI service for prediction and simulation
  • SQLite now, PostgreSQL-ready persistence
  • Ubuntu VM and Docker deployment path
  • ROS2/Gazebo adapter planned for physical plant telemetry
  • Extensible to gasification as a future thermochemical module

Experiment Memory

Run Logs, Parameter Effects and Export

GFIS stores local experiment memory in this browser. Every prediction, optimization, OLR sweep, 48-hour trace and simulator handoff records the process variables, outputs and detected parameter effects.

Total records 0
Latest action No runs yet
Latest effect Waiting for parameter change
Time Action Process state Output / effect