| --- |
| title: UL Interference Analyzer |
| emoji: 📶 |
| colorFrom: blue |
| colorTo: indigo |
| sdk: gradio |
| app_file: app.py |
| pinned: false |
| sdk_version: 6.15.1 |
| --- |
| # 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 |
| - RTWP |
| - PUSCH BLER |
| - UL/DL PRB utilization |
| - 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 |
| - Uplink interference detection |
| - Capacity congestion differentiation |
| - Severity grading |
| - Engineering action recommendations |
| - Structured operational output |
|
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| ## Example KPIs |
|
|
| ```text |
| UL SINR = -8 |
| PUSCH BLER = 41 |
| RTWP = -94 |
| UL PRB = 72 |
| DL PRB = 35 |
| CQI = 3 |
| ``` |
|
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| ## Example Output |
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| - LIKELY UL INTERFERENCE |
| - HIGH Severity |
| - Recommended RF engineering actions |
|
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| ## KPI Threshold Examples |
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|
| | KPI | Threshold | Interpretation | |
| |---|---|---| |
| | UL SINR | < 0 dB | Potential uplink degradation | |
| | UL SINR | < -5 dB | Severe uplink impairment | |
| | RTWP | > -100 dBm | Elevated uplink noise floor | |
| | RTWP | > -95 dBm | Severe interference indication | |
| | PUSCH BLER | > 15% | Elevated uplink retransmissions | |
| | PUSCH BLER | > 30% | Critical uplink quality issue | |
| | UL PRB | > 85% | Potential uplink congestion | |
| | CQI | < 5 | Poor radio quality indication | |
|
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| ## Potential Use Cases |
|
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| - LTE RAN troubleshooting |
| - 5G uplink diagnostics |
| - RF optimization workflows |
| - PM counter analysis |
| - Network operations support |
| - 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 |
| - Vendor-specific logic |
| - Multi-sector correlation |
| - AI-assisted recommendation engines |
| - RAG integration for operational runbooks |
|
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| ## Technology Stack |
|
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| - Python |
| - Gradio |
| - Hugging Face Spaces |
| - |
| ## Application Preview |
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| ### UL Interference Detection |
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|  |
|
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| ### Capacity Congestion Detection |
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|  |
|
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| ## Disclaimer |
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| This project is intended for demonstration and operational workflow prototyping purposes only. |
