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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🚀 Nokia OptiFlow – AI-Powered Adaptive Scheduling and Resource Optimization\n![Nokia OptiFlow Banner](banner.png)\n\n[![Hackathon](https://img.shields.io/badge/Hackathon-Nokia%20Production%20Optimization-blue)]()\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n[![Built With](https://img.shields.io/badge/Built%20With-Python%20%7C%20React%20%7C%20Tools%20%7C%20Prophet-orange)]()\n\n🔗 **Live Demo:** [Nokia OptiFlow Dashboard](https://nokia-opti-flow-5e11eed5.base44.app/Dashboard)\n\n---\n\n## 📖 Introduction\n\n**Nokia OptiFlow** is an AI-driven production scheduling system developed for **Nokia Production Optimization**.  \nIt tackles the inefficiencies of **traditional static scheduling** by introducing **real-time, intelligent adaptive resource management**.  \n\nThe system improves **machine utilization (15–20%)**, reduces **workforce idle time (10%)**, and reallocates resources within **5 seconds** during disruptions.\n\n---\n\n## ⚡ Features\n\n- **Intelligent Forecasting** – Demand prediction using Prophet/LSTM  \n- **Adaptive Scheduling Core** – Combines constraint optimization with reinforcement learning  \n- **Real-Time Reallocation** – Automatic rescheduling for machine failures, absences, or urgent jobs  \n- **Interactive Dashboard** – Gantt charts, KPIs, alerts, and report exports  \n- **Multi-Shift \u0026 Skill-Based Scheduling** – Matches worker skills with machine capabilities  \n- **Scalable \u0026 Reliable** – Handles 10× job volume without performance drop  \n\n---\n\n## 🏗️ Architecture\n\n- **Frontend:** React, TailwindCSS, Recharts  \n- **Backend:** Python,Prophet, Stable-Baselines3 (RL)  \n- **Deployment:** Base44 Hosting  \n- **Visualization:** Gantt Charts, KPI Panels, Alerts  \n\n---\n\n## ⚙️ Installation (Local Setup)\n\n\u003e Requires **Python 3.9+** and **Node.js** (if building the React dashboard).\n\n### Clone the repository\n\ngit clone https://github.com/\u003cyour-username\u003e/Nokia-Optiflow.git\ncd Nokia-Optiflow\n\n##Install Python dependencies\npip install -r requirements.txt\n\n##Run the backend\npython main.py\n\n##Build and run the React dashboard\ncd dashboard\nnpm install\nnpm start\n\n## 🚀 Usage\n\n### 1. Prepare input files (CSV/Excel/JSON) containing:\n- **Job queue:** `JobID, ProcessingTime, Deadline, Priority`\n- **Machine list:** `MachineID, Capacity, Status`\n- **Worker data:** `WorkerID, Skill, Availability`\n\n### 2. Upload data through the dashboard\n- Navigate to the upload section and select the prepared files.\n\n### 3. Generate the schedule\n- View allocations on the **interactive Gantt chart**.\n\n### 4. Simulate disruptions\n- Example: mark a **machine down** or a **worker absent**.  \n- Watch **real-time rescheduling** happen instantly.\n\n### 5. Export reports\n- Download daily/weekly reports in **CSV/PDF** format.\n\n---\n\n## 📊 Results\n\n- **Machine Utilization:** +15–20%  \n- **Workforce Idle Time:** –10%  \n- **Disruption Handling:** \u003c 5 sec reallocation  \n- **Scalability:** 10× job volume supported  \n\n---\n\n## 🤝 Contributing\n\nContributions are welcome! 🎉  \n\nTo contribute:  \n1. **Fork** the repo  \n2. **Create** a new branch (`feature/your-feature`)  \n3. **Commit** your changes  \n4. **Push** to your branch  \n5. **Open** a Pull Request  \n\n---\n\n## 📜 License\n\nThis project is licensed under the **MIT License**.  \nSee the [LICENSE](LICENSE) file for details.  \n\n---\n\n## 🌟 Acknowledgments\n\n- Developed as part of the **Nokia Production Optimization Hackathon**  \n- Thanks to mentors, organizers, and **Nokia** for the opportunity  \n- Inspired by the vision of **Industry 4.0 smart manufacturing**  \n\n## 🎥 Demo\n\nHere’s a quick look at **Nokia OptiFlow** in action:\n\n### Dashboard View\n![Dashboard Screenshot](dashboard.png)\n\n### Analytics\n![Gantt Chart Screenshot](analytics.png)\n\n### AI Forecasting\n![KPI Panel Screenshot](forecast.png)\n\n---\n\n📌 *For a live demo, check out:*  \n👉 [Nokia OptiFlow Dashboard](https://nokia-opti-flow-5e11eed5.base44.app/Dashboard)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkamaladdithansb%2Fnokia-optiflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkamaladdithansb%2Fnokia-optiflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkamaladdithansb%2Fnokia-optiflow/lists"}