| Model Type | Time Series Forecasting |
|---|---|
| Framework | LightGBM |
| Algorithm | LightGBM |
| Technical Details | A predictive AI solution for tunnel boring machine (TBM) operations, forecasting ground settlement to improve safety and support more reliable project planning. The ground settlement prediction system leverages supervised machine learning models, trained on geotechnical and TBM operational data. For each monitoring station along the tunnel alignment, it estimates settlements at multiple rings around the TBM front. This enables proactive risk management and real-time decision support during excavation. |
Forecast – Settlement Predictions for TBM
Predicts ground settlement around tunnel boring operations using geotechnical and TBM operational data.
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Forecast – Settlement Predictions for TBM
app details
Resources
Use Cases
Security
Performance Benchmark
Hardware · Backend
Processing unit
Latency (ms)
Avg. Peak RAM
NXP i.MX 8M Plus · Internal
CPU
22.9 ms
221.6 MB
MediaTek Genio 510 · Internal
CPU
12.7 ms
221 MB
Intel Tiger Lake · Internal
CPU
3 ms
219.6 MB
Qualcomm QCS6490 · Internal
CPU
2442.4 ms
221 MB
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