Animated state loop
Physical device, edge gateway, twin service, and operator command
Physical asset
Actual sensor value changes with load, noise, and anomaly injection.
Edge gateway
Filters, validates, buffers, and detects change before uplink.
Digital twin
Applies reported state, tracks age, and compares against desired state.
Operator app
Issues desired state only when the twin is fresh enough for the command.
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State history
Physical signal vs. twin view
The twin line lags and smooths the physical line when sync updates wait, arrive late, or are dropped.
Freshness budget
Where P95 twin age comes from
Waiting for the next sync can dominate a slow twin. Jitter and queue delay create the tail that average latency hides.
Live diagnosis
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