AI-Powered Supply Chain Simulator (Open Source Tool)

Amelia — Sun, 27 Jul 2025 04:18:57 +0000

👋 Hello Devs,
I recently completed a passion project that blends AI, forecasting, and simulation — all focused on one of the most mission-critical systems in the world: supply chains.

🔗 GitHub: https://github.com/AquarlisPrime/AI-Driven-Forecast-Resilience-Simulator-for-Supply-Chain

💡 Why I Built This
Supply chain disruptions — whether from pandemics, port congestion, or raw material shortages — have massive ripple effects. I wanted to build a hands-on tool that:

Simulates disruptions in real-time

Predicts demand using machine learning

Helps visualize impact across a supply chain network

Calculates cost, emissions, and risk dynamically

Something intuitive enough to demo and powerful enough to experiment with.

🧠 Key Features
✅ AI-based Forecasting
Uses models like Prophet, LightGBM, and even supports plugging in custom models like LSTM/XGBoost.

✅ Digital Twin Supply Chain Network
Visualizes your supply chain as a graph of nodes and edges using networkx and PyVis.

✅ Disruption Scenario Engine
Simulate transit delays, demand spikes, and supply outages. Adjust nodes live and see results in real time.

✅ Cost, Emissions, and Risk Calculators
The app tracks and recalculates operational metrics dynamically — great for "what-if" analysis.

✅ Streamlit-Powered Interface
No complex setup. Just pip install and launch via browser.

🛠️ Tech Stack
📊 Forecasting: Prophet, LightGBM, NeuralProphet

🔗 Visualization: networkx, pyvis, plotly, streamlit

📦 Core Libraries: pandas, numpy, scikit-learn

🧪 Future Additions: SHAP, SQLite/Firebase, optimization engine

💬 What I'm Looking For
🚀 Feedback from ML or supply chain folks

🔧 Ideas for additional models or optimization logic

💡 Feature suggestions or UX feedback

👥 Collaborators who’d like to help scale this

📬 Try It Out! And feel free to fork, star, or open issues — all contributions are welcome!

❤️ Thank You!
If you're into ML, supply chains, data apps, or even just cool Python projects — I'd love your feedback! Drop a comment, GitHub issue, or DM anytime.

DEV Community: Amelia

AI-Powered Supply Chain Simulator (Open Source Tool)