ChemeNova AI Node — Smart Centrifuge Dashboard

AI-Integrated Centrifuge Monitoring & Optimization
ChemeNova LLC × Chemrich Global

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What This Is

A real-time process analytics dashboard that transforms Chemrich centrifuge hardware into intelligent, self-optimizing assets. Built on Physics-Informed Neural Networks (PINNs) and FFT vibration analysis.

Core capabilities:

• Inflection Point Detection — identifies the exact moment diminishing dewatering returns begin, triggering optimal discharge (replaces fixed timers)
• FFT Bearing Analysis — resolves BPFO, BPFI, and BSF fault frequencies weeks before audible symptoms appear
• Predictive Moisture — predicts cake moisture at discharge with ±0.6% variance
• ROI Dashboard — quantifies cycle time savings, energy reduction, and rejection rate improvement

Results (90-Day Pilot — Specialty Resin Facility)

Metric	Baseline	AI + Chemrich
Average Spin Time	22 min	16.5 min (−25%)
Moisture Variance	±4.2%	±0.6%
Energy per Batch	14.5 kWh	11.2 kWh
Annual Capacity	Baseline	+18%
Downstream Rejection	12%	<1%

Run Locally

git clone https://github.com/chemenova/ai-node
cd ai-node
pip install -r requirements.txt
streamlit run app.py

Deploy on Streamlit Cloud

1. Fork this repo to chemenova/ai-node
2. Go to share.streamlit.io
3. Connect repo → set app.py as main file
4. Deploy

Tech Stack

• Streamlit — dashboard framework
• SciPy FFT — vibration frequency analysis
• NumPy/Pandas — physics simulation engine
• Plotly — interactive charts

About

ChemeNova LLC is a U.S.-based AI chemical intelligence company.
Chemrich Global Chemrich Global is an international chemical manufacturing and distribution company that provides specialty chemicals, high-purity compounds, and advanced formulation solutions along with specialized AI intergrated pharmaceutical equipments.

Contact: sm3835@njit.edu