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Human mobility data and analysis for urban resilience: A systematic review

Author

Listed:
  • Masahiko Haraguchi
  • Akihiko Nishino
  • Akira Kodaka
  • Maura Allaire
  • Upmanu Lall
  • Liao Kuei-Hsien
  • Kaya Onda
  • Kota Tsubouchi
  • Naohiko Kohtake

Abstract

The impacts of disasters are increasing due to climate change and unplanned urbanization. Big and open data offer considerable potential for analyzing and predicting human mobility during disaster events, including the COVID-19 pandemic, leading to better disaster risk reduction (DRR) planning. However, the value of human mobility data and analysis (HMDA) in urban resilience research is poorly understood. This review highlights key opportunities for and challenges hindering the use of HMDA in DRR in urban planning and risk science, as well as insights from practitioners. A gap in research on HMDA for data-driven DRR planning was identified. By examining human mobility studies and their respective analytical and planning tools, this paper offers deeper insights into the challenges that must be addressed to improve the development of effective data-driven DRR planning, from data collection to implementation. In future work on HMDA, (i) the human mobility of vulnerable populations should be targeted, (ii) research should focus on disaster mitigation and prevention, (iii) analytical methods for evidence-based disaster planning should be developed, (iv) different types of data should be integrated into analyses to overcome methodological challenges, and (v) a decision-making framework should be developed for evidence-based urban planning through transdisciplinary knowledge co-production.

Suggested Citation

  • Masahiko Haraguchi & Akihiko Nishino & Akira Kodaka & Maura Allaire & Upmanu Lall & Liao Kuei-Hsien & Kaya Onda & Kota Tsubouchi & Naohiko Kohtake, 2022. "Human mobility data and analysis for urban resilience: A systematic review," Environment and Planning B, , vol. 49(5), pages 1507-1535, June.
  • Handle: RePEc:sae:envirb:v:49:y:2022:i:5:p:1507-1535
    DOI: 10.1177/23998083221075634
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    as
    1. Takahiro Yabe & P. Suresh C. Rao & Satish V. Ukkusuri, 2021. "Modeling the Influence of Online Social Media Information on Post-Disaster Mobility Decisions," Sustainability, MDPI, vol. 13(9), pages 1-13, May.
    2. Xiao, Yao & Yang, Mofeng & Zhu, Zheng & Yang, Hai & Zhang, Lei & Ghader, Sepehr, 2021. "Modeling indoor-level non-pharmaceutical interventions during the COVID-19 pandemic: A pedestrian dynamics-based microscopic simulation approach," Transport Policy, Elsevier, vol. 109(C), pages 12-23.
    3. Shangde Gao & Yan Wang, 2021. "Assessing the impact of geo-targeted warning messages on residents’ evacuation decisions before a hurricane using agent-based modeling," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 107(1), pages 123-146, May.
    4. Cyrille Rigolot, 2020. "Transdisciplinarity as a discipline and a way of being: complementarities and creative tensions," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-5, December.
    5. Fabian Dembski & Uwe Wössner & Mike Letzgus & Michael Ruddat & Claudia Yamu, 2020. "Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany," Sustainability, MDPI, vol. 12(6), pages 1-17, March.
    6. Guido Caniglia & C. Luederitz & T. Wirth & I. Fazey & B. Martín-López & K. Hondrila & A. König & H. Wehrden & N. A. Schäpke & M. D. Laubichler & D. J. Lang, 2021. "A pluralistic and integrated approach to action-oriented knowledge for sustainability," Nature Sustainability, Nature, vol. 4(2), pages 93-100, February.
    7. Serina Chang & Emma Pierson & Pang Wei Koh & Jaline Gerardin & Beth Redbird & David Grusky & Jure Leskovec, 2021. "Mobility network models of COVID-19 explain inequities and inform reopening," Nature, Nature, vol. 589(7840), pages 82-87, January.
    8. Josephine M. Chambers & Carina Wyborn & Melanie E. Ryan & Robin S. Reid & Maraja Riechers & Anca Serban & Nathan J. Bennett & Christopher Cvitanovic & María E. Fernández-Giménez & Kathleen A. Galvin &, 2021. "Six modes of co-production for sustainability," Nature Sustainability, Nature, vol. 4(11), pages 983-996, November.
    9. David Moher & Alessandro Liberati & Jennifer Tetzlaff & Douglas G Altman & The PRISMA Group, 2009. "Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-6, July.
    10. Yuqin Jiang & Zhenlong Li & Susan L. Cutter, 2019. "Social Network, Activity Space, Sentiment, and Evacuation: What Can Social Media Tell Us?," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 109(6), pages 1795-1810, November.
    11. Masahiro Sasabe & Kodai Fujii & Shoji Kasahara, 2020. "Road network risk analysis considering people flow under ordinary and evacuation situations," Environment and Planning B, , vol. 47(5), pages 759-774, June.
    12. Yan Wang & John E. Taylor, 2018. "Coupling sentiment and human mobility in natural disasters: a Twitter-based study of the 2014 South Napa Earthquake," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 92(2), pages 907-925, June.
    13. Jason A. Tullis & Bandana Kar, 2021. "Where Is the Provenance? Ethical Replicability and Reproducibility in GIScience and Its Critical Applications," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 111(5), pages 1318-1328, July.
    14. Laura Alessandretti & Piotr Sapiezynski & Sune Lehmann & Andrea Baronchelli, 2017. "Multi-scale spatio-temporal analysis of human mobility," PLOS ONE, Public Library of Science, vol. 12(2), pages 1-17, February.
    15. Hengfang Deng & Daniel P. Aldrich & Michael M. Danziger & Jianxi Gao & Nolan E. Phillips & Sean P. Cornelius & Qi Ryan Wang, 2021. "High-resolution human mobility data reveal race and wealth disparities in disaster evacuation patterns," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-8, December.
    16. Pierre Nouvellet & Sangeeta Bhatia & Anne Cori & Kylie E. C. Ainslie & Marc Baguelin & Samir Bhatt & Adhiratha Boonyasiri & Nicholas F. Brazeau & Lorenzo Cattarino & Laura V. Cooper & Helen Coupland &, 2021. "Reduction in mobility and COVID-19 transmission," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    17. Ourania Kounadi & Bernd Resch & Andreas Petutschnig, 2018. "Privacy Threats and Protection Recommendations for the Use of Geosocial Network Data in Research," Social Sciences, MDPI, vol. 7(10), pages 1-17, October.
    18. Rositsa T. Ilieva & Timon McPhearson, 2018. "Social-media data for urban sustainability," Nature Sustainability, Nature, vol. 1(10), pages 553-565, October.
    19. Srinivasan Venkatramanan & Adam Sadilek & Arindam Fadikar & Christopher L. Barrett & Matthew Biggerstaff & Jiangzhuo Chen & Xerxes Dotiwalla & Paul Eastham & Bryant Gipson & Dave Higdon & Onur Kucuktu, 2021. "Forecasting influenza activity using machine-learned mobility map," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    20. Jayson S. Jia & Xin Lu & Yun Yuan & Ge Xu & Jianmin Jia & Nicholas A. Christakis, 2020. "Population flow drives spatio-temporal distribution of COVID-19 in China," Nature, Nature, vol. 582(7812), pages 389-394, June.
    21. Qi Wang & John E Taylor, 2014. "Quantifying Human Mobility Perturbation and Resilience in Hurricane Sandy," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-5, November.
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