TY - JOUR
T1 - Embracing human noise as resilience indicator
T2 - twitter as power grid correlate
AU - LaLone, Nicolas
AU - Tapia, Andrea
AU - Zobel, Christopher
AU - Caraega, Cornelia
AU - Neppalli, Venkata Kishore
AU - Halse, Shane
N1 - Funding Information:
This work was supported by the National Science Foundation CRISP Type 2/Collaborative Research Award (#1541155) titled: Resilience Analytics: A Data-Driven Approach for Enhanced Interdependent Network Resilience .
Publisher Copyright:
© 2017, © 2017 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2017/10/2
Y1 - 2017/10/2
N2 - There are typically two approaches for measuring disaster resilience: technically dynamic measures produced by sensors attached to physical objects and socially static metrics that engage demographic indicators within a given geographic location. Although these approaches allow resilience to be represented before and after disruption, it can be difficult to measure resilient behavior during an event. We propose that social media data can be used to nowcast the ongoing state of critical infrastructure during a disaster. Through an analysis of tweets made during Hurricane Sandy and power outage data obtained after the event, we find that tweets that mention power, utility, or electricity were correlated with loss of power. We conclude with a discussion of barriers to realizing this concept.
AB - There are typically two approaches for measuring disaster resilience: technically dynamic measures produced by sensors attached to physical objects and socially static metrics that engage demographic indicators within a given geographic location. Although these approaches allow resilience to be represented before and after disruption, it can be difficult to measure resilient behavior during an event. We propose that social media data can be used to nowcast the ongoing state of critical infrastructure during a disaster. Through an analysis of tweets made during Hurricane Sandy and power outage data obtained after the event, we find that tweets that mention power, utility, or electricity were correlated with loss of power. We conclude with a discussion of barriers to realizing this concept.
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U2 - 10.1080/23789689.2017.1328920
DO - 10.1080/23789689.2017.1328920
M3 - Article
AN - SCOPUS:85082088952
SN - 2378-9689
VL - 2
SP - 169
EP - 178
JO - Sustainable and Resilient Infrastructure
JF - Sustainable and Resilient Infrastructure
IS - 4
ER -