Articles | Volume 22, issue 1
https://doi.org/10.5194/hess-22-391-2018
https://doi.org/10.5194/hess-22-391-2018
Research article
 | 
17 Jan 2018
Research article |  | 17 Jan 2018

Exploring the influence of citizen involvement on the assimilation of crowdsourced observations: a modelling study based on the 2013 flood event in the Bacchiglione catchment (Italy)

Maurizio Mazzoleni, Vivian Juliette Cortes Arevalo, Uta Wehn, Leonardo Alfonso, Daniele Norbiato, Martina Monego, Michele Ferri, and Dimitri P. Solomatine

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Cited articles

Aanensen, D. M., Huntley, D. M., Feil, E. J., and Spratt, B. G.: EpiCollect: linking smartphones to web applications for epidemiology, ecology and community data collection, PloS one, 4, e6968, https://doi.org/10.1371/journal.pone.0006968, 2009.
Alfonso, L.: Optimisation of Monitoring Networks for Water Systems, Information Theory, Value of Information and Public Participation, PhD dissertation, Taylor & Francis, UNESCO-IHE PhD Thesis Series, CRC Press/Balkema, Leiden, the Netherlands, 2010.
Anderson, D. P.: Public computing: Reconnecting people to science. In Conference on Shared Knowledge and the Web, Residencia de Estudiantes, Madrid, Spain, 17–19 November 2003.
Arnold, C. P. and Dey, C. H.: Observing-Systems Simulation Experiments: Past, Present, and Future, B. Am. Meteorol. Soc., 67, 687–695, https://doi.org/10.1175/1520-0477(1986)067<0687:OSSEPP>2.0.CO;2, 1986.
Aubert, D., Loumagne, C., and Oudin, L.: Sequential assimilation of soil moisture and streamflow data in a conceptual rainfall–runoff model, J. Hydrol., 280, 145–161, https://doi.org/10.1016/S0022-1694(03)00229-4, 2003.
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Short summary
We investigate the usefulness of assimilating crowdsourced observations from a heterogeneous network of sensors for different scenarios of citizen involvement levels during the flood event occurred in the Bacchiglione catchment in May 2013. We achieve high model performance by integrating crowdsourced data, in particular from citizens motivated by their feeling of belonging to a community. Satisfactory model performance can still be obtained even for decreasing citizen involvement over time.