Social media data for environmental sustainability: A critical review of opportunities, threats, and ethical use

A Ghermandi, J Langemeyer, D Van Berkel, F Calcagni… - One Earth, 2023 - cell.com
Social media data are transforming sustainability science. However, challenges from
restrictions in data accessibility and ethical concerns regarding potential data misuse have …

Big data in natural disaster management: a review

M Yu, C Yang, Y Li - Geosciences, 2018 - mdpi.com
Undoubtedly, the age of big data has opened new options for natural disaster management,
primarily because of the varied possibilities it provides in visualizing, analyzing, and …

[HTML][HTML] Passive crowdsourcing of social media in environmental research: A systematic map

A Ghermandi, M Sinclair - Global environmental change, 2019 - Elsevier
The analysis of data from social media and social networking sites may be instrumental in
achieving a better understanding of human-environment interactions and in shaping future …

Social media for intelligent public information and warning in disasters: An interdisciplinary review

C Zhang, C Fan, W Yao, X Hu, A Mostafavi - International Journal of …, 2019 - Elsevier
Social media offers participatory and collaborative structure and collective knowledge
building capacity to the public information and warning approaches. Therefore, the author …

VictimFinder: Harvesting rescue requests in disaster response from social media with BERT

B Zhou, L Zou, A Mostafavi, B Lin, M Yang… - … Environment and Urban …, 2022 - Elsevier
Social media platforms are playing increasingly critical roles in disaster response and
rescue operations. During emergencies, users can post rescue requests along with their …

Fully convolutional neural network for rapid flood segmentation in synthetic aperture radar imagery

E Nemni, J Bullock, S Belabbes, L Bromley - Remote Sensing, 2020 - mdpi.com
Rapid response to natural hazards, such as floods, is essential to mitigate loss of life and the
reduction of suffering. For emergency response teams, access to timely and accurate data is …

Social media analytics for natural disaster management

Z Wang, X Ye - International Journal of Geographical Information …, 2018 - Taylor & Francis
Social media analytics has become prominent in natural disaster management. In spite of a
large variety of metadata fields in social media data, four dimensions (ie space, time, content …

Participatory sensing and digital twin city: Updating virtual city models for enhanced risk-informed decision-making

Y Ham, J Kim - Journal of Management in Engineering, 2020 - ascelibrary.org
The benefits of a digital twin city have been assessed based on real-time data collected from
preinstalled Internet of Things (IoT) sensors (eg, traffic, energy use, air pollution, water …

Hyper-resolution monitoring of urban flooding with social media and crowdsourcing data

RQ Wang, H Mao, Y Wang, C Rae, W Shaw - Computers & Geosciences, 2018 - Elsevier
Hyper-resolution datasets for urban flooding are rare. This problem prevents detailed
flooding risk analysis, urban flooding control, and the validation of hyper-resolution …

A global database of historic and real-time flood events based on social media

JA de Bruijn, H de Moel, B Jongman, MC de Ruiter… - Scientific data, 2019 - nature.com
Early event detection and response can significantly reduce the societal impact of floods.
Currently, early warning systems rely on gauges, radar data, models and informal local …