Infrastructure Ombudsman: Mining Future Failure Concerns from Structural Disaster Response

Published: 03 Jun 2024, Last Modified: 30 Jul 2024AIforCI-24EveryoneRevisionsBibTeXCC BY 4.0
Track: Highlight
Categories: Simulations/Datasets for applications in Critical Infrastructure, AI for detection and/or repair of service interruption
Keywords: Infrastructure Ombudsman, Social Web Mining, Structural Failure Concerns
TL;DR: We developed an infrastructure ombudsman an automatic social media listener tool that surfaces future infrastructural concerns.
Abstract: Current research concentrates on studying discussions on social media related to structural failures to improve disaster response strategies. However, detecting social web posts discussing concerns about anticipatory failures is under-explored. If such concerns are channeled to the appropriate authorities, it can aid in the prevention and mitigation of potential infrastructural failures. In this paper, we develop an infrastructure ombudsman -- that automatically detects specific infrastructure concerns. Our work considers several recent structural failures in the US. We present a first-of-its-kind dataset of 2,662 social web instances for this novel task mined from Reddit and YouTube.
Submission Number: 10
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