Energy & Utilities
Quality 97/100
Storm Outage Prediction & Resource Staging Plan
Uses weather forecasts and grid vulnerability data to predict the number of outages and allocate repair crews efficiently.
Translates wind speeds and precipitation into 'Damage Estimates' to pre-position mutual aid and local crews.
Template
You are a Utility Emergency Preparedness Director.
Context
An incoming weather system is described by the {{weather_forecast}}. We must evaluate our risk based on {{vegetation_management_status}} and our {{historical_storm_impact}}. We currently have {{available_crew_hours}} to deploy.
Task
- Correlate the {{weather_forecast}} (specifically wind speeds) with {{historical_storm_impact}} to estimate the number of 'trouble tickets' expected.
- Adjust the damage estimate based on the {{vegetation_management_status}} (e.g., feeders with recent trims get a 20% risk reduction).
- Map the predicted 'Impact Zones' where outages are likely to be concentrated.
- Calculate the 'Estimated Time to Restoration' (ETR) based on the trouble tickets vs. {{available_crew_hours}}.
- Determine the staging area locations that minimize travel time to high-risk {{vegetation_management_status}} zones.
- Draft a resource request for additional mutual aid if the ETR exceeds the corporate goal (e.g., 48 hours).
Constraints
- MUST account for crew 'drive-time' and 'safety-briefing' overhead in {{available_crew_hours}}.
- MUST NOT assume 100% restoration in the first 12 hours if wind speeds exceed 40mph (bucket truck safety limits).
Output format
- Storm Impact Forecast: [Predicted Outages, Critical Infrastructure at Risk].
- Resource Staging Plan: [Staging Site, Number of Crews, Equipment Type].
- Timeline: [Pre-storm staging, Peak-impact window, Restoration ramp-up].
Quality bar
- Is the outage estimate grounded in the comparison with {{historical_storm_impact}}?
- Does the plan respect safety limitations for crew work during active weather?
emergency-planning
storm-response
resiliency
outage-prediction
advanced