https://github.com/kamaladdithansb/nokia-optiflow

AI-powered adaptive production scheduling system which Combines forecasting, optimization, and real-time reallocation with an interactive dashboard.
https://github.com/kamaladdithansb/nokia-optiflow

ai hackathon industry40 machine-learning nokia production-optimization react reinforcement-learning scheduling smart-manufacturing

Last synced: 2 months ago
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AI-powered adaptive production scheduling system which Combines forecasting, optimization, and real-time reallocation with an interactive dashboard.

• Host: GitHub
• URL: https://github.com/kamaladdithansb/nokia-optiflow
• Owner: kamaladdithanSB
• License: mit
• Created: 2025-09-27T05:37:21.000Z (10 months ago)
• Default Branch: master
• Last Pushed: 2025-10-02T17:05:22.000Z (9 months ago)
• Last Synced: 2025-10-02T17:38:21.340Z (9 months ago)
• Topics: ai, hackathon, industry40, machine-learning, nokia, production-optimization, react, reinforcement-learning, scheduling, smart-manufacturing
• Language: Jupyter Notebook
• Homepage: https://nokia-opti-flow-5e11eed5.base44.app/Dashboard
• Size: 1.85 MB
• Stars: 1
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# 🚀 Nokia OptiFlow – AI-Powered Adaptive Scheduling and Resource Optimization

![Nokia OptiFlow Banner](banner.png)

[![Hackathon](https://img.shields.io/badge/Hackathon-Nokia%20Production%20Optimization-blue)]()

[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)

[![Built With](https://img.shields.io/badge/Built%20With-Python%20%7C%20React%20%7C%20Tools%20%7C%20Prophet-orange)]()

🔗 **Live Demo:** [Nokia OptiFlow Dashboard](https://nokia-opti-flow-5e11eed5.base44.app/Dashboard)

---

## 📖 Introduction

**Nokia OptiFlow** is an AI-driven production scheduling system developed for **Nokia Production Optimization**.  

It tackles the inefficiencies of **traditional static scheduling** by introducing **real-time, intelligent adaptive resource management**.  

The system improves **machine utilization (15–20%)**, reduces **workforce idle time (10%)**, and reallocates resources within **5 seconds** during disruptions.

---

## ⚡ Features

- **Intelligent Forecasting** – Demand prediction using Prophet/LSTM  

- **Adaptive Scheduling Core** – Combines constraint optimization with reinforcement learning  

- **Real-Time Reallocation** – Automatic rescheduling for machine failures, absences, or urgent jobs  

- **Interactive Dashboard** – Gantt charts, KPIs, alerts, and report exports  

- **Multi-Shift & Skill-Based Scheduling** – Matches worker skills with machine capabilities  

- **Scalable & Reliable** – Handles 10× job volume without performance drop  

---

## 🏗️ Architecture

- **Frontend:** React, TailwindCSS, Recharts  

- **Backend:** Python,Prophet, Stable-Baselines3 (RL)  

- **Deployment:** Base44 Hosting  

- **Visualization:** Gantt Charts, KPI Panels, Alerts  

---

## ⚙️ Installation (Local Setup)

> Requires **Python 3.9+** and **Node.js** (if building the React dashboard).

### Clone the repository

git clone https://github.com//Nokia-Optiflow.git

cd Nokia-Optiflow

##Install Python dependencies

pip install -r requirements.txt

##Run the backend

python main.py

##Build and run the React dashboard

cd dashboard

npm install

npm start

## 🚀 Usage

### 1. Prepare input files (CSV/Excel/JSON) containing:

- **Job queue:** `JobID, ProcessingTime, Deadline, Priority`

- **Machine list:** `MachineID, Capacity, Status`

- **Worker data:** `WorkerID, Skill, Availability`

### 2. Upload data through the dashboard

- Navigate to the upload section and select the prepared files.

### 3. Generate the schedule

- View allocations on the **interactive Gantt chart**.

### 4. Simulate disruptions

- Example: mark a **machine down** or a **worker absent**.  

- Watch **real-time rescheduling** happen instantly.

### 5. Export reports

- Download daily/weekly reports in **CSV/PDF** format.

---

## 📊 Results

- **Machine Utilization:** +15–20%  

- **Workforce Idle Time:** –10%  

- **Disruption Handling:** < 5 sec reallocation  

- **Scalability:** 10× job volume supported  

---

## 🤝 Contributing

Contributions are welcome! 🎉  

To contribute:  

1. **Fork** the repo  

2. **Create** a new branch (`feature/your-feature`)  

3. **Commit** your changes  

4. **Push** to your branch  

5. **Open** a Pull Request  

---

## 📜 License

This project is licensed under the **MIT License**.  

See the [LICENSE](LICENSE) file for details.  

---

## 🌟 Acknowledgments

- Developed as part of the **Nokia Production Optimization Hackathon**  

- Thanks to mentors, organizers, and **Nokia** for the opportunity  

- Inspired by the vision of **Industry 4.0 smart manufacturing**  

## 🎥 Demo

Here’s a quick look at **Nokia OptiFlow** in action:

### Dashboard View

![Dashboard Screenshot](dashboard.png)

### Analytics

![Gantt Chart Screenshot](analytics.png)

### AI Forecasting

![KPI Panel Screenshot](forecast.png)

---

📌 *For a live demo, check out:*  

👉 [Nokia OptiFlow Dashboard](https://nokia-opti-flow-5e11eed5.base44.app/Dashboard)