Structural monitoring guide
Real-Time Structural Monitoring
What real-time means when data, alarms and decisions have different latency needs.
Structural note: monitoring data is evidence, not a declaration of safety. Applicable codes, inspections and qualified structural engineering remain necessary for consequential decisions.
What this topic covers
What real-time means when data, alarms and decisions have different latency needs.
Core monitoring ideas
Some events require rapid notification while long-term degradation may need periodic review.
Dashboards should display sensor health and data freshness as well as structural values.
Fast data is not useful unless responsibility for alerts is defined.
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.