Edge Computing for Structural Monitoring

What this topic covers

Process data near the structure before transmitting everything centrally.

Core monitoring ideas

Edge systems can calculate features, compress data or trigger higher-rate capture during events.

Local processing can reduce bandwidth and improve response time.

Algorithms at the edge need version control, validation and health monitoring.

Interpretation limits

Sampling and storage should match the phenomenon: slow settlement and rapid vibration need different strategies.

Evidence and data quality

Analytics should surface uncertainty, missing data and sensor faults rather than hide them inside a score.

Lifecycle use

AI, machine learning and digital twins support review; they do not replace structural engineering accountability.