Not every environmental variation represents a problem.
However, identifying genuinely abnormal behaviour is essential for maintaining engineering reliability.
Artificial Intelligence may assist by recognising situations that differ significantly from expected behaviour.
Possible examples include:
- unexpected sensor readings
- irrigation system malfunctions
- communication anomalies
- hydraulic behaviour inconsistent with historical observations
- sudden changes in environmental conditions
Early identification of anomalies enables timely investigation while reducing the risk of incorrect engineering conclusions.