Hydrological Sciences Journal · 2016 · 102 citations · 172 references
Natural ResourcesEarth SciencesHydrologyHydrogeologyHydrologic ModelingHydrometeorologyFlow ModelingHydrological ModelingConceptual Hydrological ModelsData-driven Hydrologic ModelingData-driven ModelingHydrologic Model CouplingHydrological ModellingPhysical-based ModelingPhysically Based Hydrological ModelsTwo-way Interaction
“Panta Rhei – Everything Flows” is the science plan for the International Association of Hydrological Sciences scientific decade 2013–2023. It is founded on the need for improved understanding of the mutual, two-way interactions occurring at the interface of hydrology and society, and their role in influencing future hydrologic system change. It calls for strategic research effort focused on the delivery of coupled, socio-hydrologic models. In this paper we explore and synthesize opportunities and challenges that socio-hydrology presents for data-driven modelling. We highlight the potential for a new era of collaboration between data-driven and more physically-based modellers that should improve our ability to model and manage socio-hydrologic systems. Crucially, we approach data-driven, conceptual and physical modelling paradigms as being complementary rather than competing, positioning them along a continuum of modelling approaches that reflects the relative extent to which hypotheses and/or data are available to inform the model development process.
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FCM: The fuzzy c-means clustering algorithm
James C. Bezdek, Robert Ehrlich, William E. Full · Computers & Geosciences · 1984 · 6.6K citations