Why Industrial Predictive Maintenance Deployments Fail in Year Two – And the LoRaWAN Architecture That Fixes It
The failure is not the AI model. It is not the sensors. It is not the data science team. It is this: a single 12-hour network outage on the gateway uplink corrupts the time-series sequence the predictive model depends on. The baseline degrades. False positives spike for weeks. By the time the maintenance team stops … Read more