Tag: Kalman filter
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Sensor Fusion Fails in Production: 3 Data Sync Issues
Vibration, temp, and current fused perfectly in testing โ then 200ms jitter killed production accuracy. Fix these 3 sync issues before deploy.
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Kalman vs Particle vs LSTM: Trade Signal Latency Under 5ms
Particle filters hit 47ms latency spikes vs Kalman's 0.02ms. Here's the benchmark code and when each filter actually wins for trade signals.
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Kalman vs Particle Filter for Bearing State Estimation
Kalman vs particle filter for bearing state estimation: real latency numbers on edge hardware, tuning tricks, and when each one breaks down.
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Digital Twin: Virtual Factory Replicas with Python
Build a factory digital twin with Python: SimPy simulation + Kalman filter sync handles 10K parts/day, enables what-if scenarios.