GFIS Level 2

Research Workbench

Physics-Guided AI Digital Twin for Biogas Methane Production

One protected layer for simulations, research evidence, live readings, documents, notes, and dissertation execution.

Level 2 keeps the existing GFIS website intact and adds a serious working layer for BITS Pilani dissertation evidence. It is designed to connect the ML engine, industrial simulation, reports, diary, and deployment pipeline in one place.

Back To GFIS Home Open Model Control Room Open Industrial Simulation
CH4 63.8% pH 7.1 Stable

Accepted Abstract Feedback

Evaluator-Guided PIML Positioning

The BITS abstract evaluation accepted GFIS with an Excellent remark and specifically pushed the work away from black-box prediction toward PIML, soft sensing, and digital-twin simulation. In this portal, PIML is used as Physics-Informed Machine Learning; the credit here is for the evaluator's framing and guidance that sharpened GFIS into a physics-guided digital-twin research prototype.

Live GFIS Workbench

Running Dissertation Interfaces

GFIS Model Control Room

Main Level 2 interactive interface for methane prediction, soft sensor output, stability state, optimization, evaluation, and research evidence.

Launch model control room

Industrial Simulation Engine

Plant-style simulation surface for process behavior, methane production, operating drift, and industrial demonstration scenarios.

Launch industrial simulation

Streamlit Research Dashboard

Rapid dissertation dashboard for dataset viewing, model checks, metrics, and supervisor demos. The production target is deployed on AWS App Runner instead of localhost.

Open AWS Streamlit dashboard

M.Tech Industrial AI Dashboard

Earlier M.Tech dashboard upgraded into the Level 2 workspace for live monitoring, anomaly controls, research paper context, and industrial AI storytelling.

Open industrial AI dashboard

M.Tech Core Dashboard

Compact live monitoring dashboard from the original M.Tech work, retained as a reference implementation and dashboard lineage artifact.

Open core dashboard

Dashboard Integration

Level 2 Is The Command Center, M.Tech Dashboards Are Integrated Modules

The dashboard layer is arranged like an engineering console: public demonstrations remain open, research records stay gated, and older M.Tech surfaces are preserved as useful operating views rather than disconnected pages.

Live

Level 2 Workbench

Primary command layer for project scope, engines, secure documents, diary, readings, and deployment evidence.

Stay in workbench
Live

Model Control Room

Prediction, simulation, optimization, soft sensor, explainability, and evaluation interface connected to the GFIS API.

Open control room
Live

Industrial Simulation

Premium SCADA-style plant run with telemetry, threshold warnings, system logs, and process behavior visualisation.

Open simulation
Reference

M.Tech Industrial AI Dashboard

Upgraded earlier dashboard for supervisor demos, architecture storytelling, anomaly controls, and industrial AI framing.

Open AI dashboard
Reference

M.Tech Core Dashboard

Compact monitoring surface retained as lineage evidence and as a quick view for reactor metrics and model behavior.

Open core dashboard

Engine Console

Working GFIS Modules

Methane Prediction

Runs XGBoost, LSTM, ensemble, and physics-guided yield checks.

/predict

What-If Simulation

Changes temperature, pH, OLR, HRT, TS, and VS to study methane response.

/simulate

Industrial Plant Run

Plays a 48 hour plant scenario with process drift and stability transitions.

/plant-run

Soft Sensor

Estimates VFA/ALK ratio and maps process state into stable, warning, or critical.

/soft-sensor

Live Readings

Telemetry Surface

Methane Yield 0.42 m3 CH4 / kg VS

Temperature36.4 C

pH7.08

OLR2.9 kg VS/m3/day

VFA/ALK0.24

Physics Violations0

Private Research Log

Notes And Diary Are Inside Login

Notes

Supervisor points, literature notes, assumptions, model decisions, and implementation blockers are available after GFIS team login.

Open secure notes

Diary

Daily record of implementation, evidence produced, research value, and next action is kept in the authenticated workspace.

Open secure diary

Secure Prototype Workspace

Login, Notes, Diary, Documents, Sheets, And Team Control

Collaboration And Support

Small Support Desk

gfis@chatakeinnoworks.com greenworks@chatakeinnoworks.com research@chatakeinnoworks.com support@chatakeinnoworks.com

Deployment

Level 2 Delivery Path

  1. LocalStatic portal beside old GFIS V2, linked to dissertation workspace.
  2. Section LoginPublic Level 2 shell with custom GFIS login for documentation, library, diary, notes, and user controls.
  3. APIReverse proxy `/api` to the running FastAPI service.
  4. StreamlitDeploy dashboard to AWS App Runner and update links away from localhost.
  5. WorkbenchAdd database-backed notes, diary, readings, and report generation.