Power outages due to severe weather have doubled over the past twenty years, with sometimes devastating consequences for end users. Damage to infrastructure such as the rail network or the electricity grid can lead to lengthy disruptions to service, uncontrolled costs for operator, as well as serious risk to life and property until the damage is repaired. Rapid recovery after adverse events is critical, and swift and accurate site identification is essential.