What is 'predictive maintenance' in the context of smart roadway lighting management?

1. Replacing all equipment on a fixed schedule regardless of condition
2. Using data from the lighting management system (operating hours, power consumption trends, fault history) to predict component failures before they occur and schedule proactive maintenance
3. Only repairing equipment after it fails
4. Predicting the weather to schedule maintenance