📡 LTE/5G Coverage Planning and Network Optimization Simulator

Interactive telecom dashboard for LTE/5G radio planning and optimization.

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Features

• Coverage estimation
• Signal strength calculation
• Throughput simulation
• Coverage heatmap
• RAN KPI monitoring
• Frequency optimization
• TX power optimization
• Bandwidth tuning

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Telecom Concepts

RAN

Radio Access Network connecting users to cellular infrastructure.

KPI

Key Performance Indicators:

• Throughput
• Coverage
• RSRP
• SINR
• Cell Utilization

Path Loss

Signal attenuation across distance.

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Technologies

• Python
• Streamlit
• Plotly
• NumPy
• Pandas

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Run Project

Activate environment:

.\venv\Scripts\Activate.ps1

Install:

pip install -r requirements.txt

Run:

streamlit run dashboard/app.py

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Dashboard

Features:

• Distance simulation
• KPI monitoring
• Heatmap visualization
• Optimization controls

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Future Improvements

• Multi-cell planning
• Handover optimization
• Interference modeling
• ML-based optimization

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Author

Ayush Kumar