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README.md
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# UL Interference Analyzer
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AI-assisted LTE and 5G uplink interference analysis using RF KPI and PM counter indicators.
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## Overview
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UL Interference Analyzer evaluates uplink radio conditions using commonly monitored LTE and 5G RAN KPIs including:
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- UL SINR
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- RTWP
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- PUSCH BLER
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- UL/DL PRB utilization
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- CQI
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The application applies engineering threshold logic to classify potential uplink interference conditions, congestion scenarios, and RF degradation patterns.
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## Features
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- RF KPI threshold analysis
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- Uplink interference detection
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- Capacity congestion differentiation
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- Severity grading
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- Engineering action recommendations
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- Structured operational output
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## Example KPIs
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```text
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UL SINR = -8
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PUSCH BLER = 41
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RTWP = -94
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UL PRB = 72
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DL PRB = 35
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CQI = 3
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```
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## Example Output
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- LIKELY UL INTERFERENCE
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- HIGH Severity
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- Recommended RF engineering actions
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## Potential Use Cases
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- LTE RAN troubleshooting
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- 5G uplink diagnostics
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- RF optimization workflows
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- PM counter analysis
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- Network operations support
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- Private wireless operational analysis
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## Current Scope
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This project currently uses rule-based engineering logic and static KPI interpretation.
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Future enhancements may include:
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- Historical KPI trend analysis
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- Vendor-specific logic
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- Multi-sector correlation
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- AI-assisted recommendation engines
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- RAG integration for operational runbooks
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## Technology Stack
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- Python
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- Gradio
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- Hugging Face Spaces
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## Disclaimer
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This project is intended for demonstration and operational workflow prototyping purposes only.
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