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Hurricane Isaac: A Longitudinal Analysis of Storm Characteristics and Power Outage Risk
Gina L Tonn1, Seth D Guikema2, Celso M Ferreira3
1Department of Geography and Environmental Engineering, Johns Hopkins University, Baltimore, MD, USA.
Hurricane Isaac caused widespread power outages. Analysis revealed wind, precipitation, and prior outages were key drivers, with storm surge importance varying geographically, informing better forecasting models.
Area of Science:
- Environmental Science
- Disaster Management
- Data Science
Background:
- Hurricane Isaac made landfall in August 2012, causing significant power outages in Louisiana.
- The storm brought high winds, storm surge, and flooding, leading to prolonged power disruptions across the state.
Purpose of the Study:
- To analyze hourly power outage data in Louisiana during Hurricane Isaac.
- To correlate power outages with storm conditions (wind, rainfall, storm surge) geographically.
- To understand the causal drivers of power outages during hurricanes.
Main Methods:
- Collected hourly power outage data by zip code for Louisiana.
- Utilized a nonparametric ensemble data mining approach to correlate outages with storm conditions.
- Analyzed the geographical variation in the importance of storm characteristics.
Main Results:
- The statistical importance of storm characteristics for power outages varied geographically.
- Wind speed, precipitation, and previous outages were generally highly important.
- Storm surge showed lower importance, even in areas with significant surge.
Conclusions:
- Geographical variations in storm characteristic importance influence power outages.
- Precipitation is a significant factor in power outages, alongside wind.
- Including precipitation and other covariates can improve power outage forecasting models' accuracy and robustness.
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