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LIST’s software enables the effective assimilation of flood inundation probabilistic maps derived from Earth observation data into a shallow water model. It is based on a particle filter with sequential importance sampling, a technique that allows estimating the individual posterior probabilities of an ensemble of shallow water model simulations given an observed flood inundation extent (detailed descriptions of the filter are provided in Hostache et al., WRR, 2018 and di Mauro et al., HESS, 2021).
Background:Predictions of shallow water models and Earth observation-derived flood extent maps suffer from inherent and potentially large uncertainties (e.g. due to erroneous input data, model parameters and model simplifications). Our technology enables an optimal combination of these two sources of information, thereby reducing model uncertainties in terms of simulations of flood extent, water depth, and river discharge.
Benefits:
Applications:
Opportunity:
The priority is to increase the TRL of the solution via RDI projects targeting the development and evaluation of the method, and the increase of its level of automation.
Additional funding is needed to develop a ready-to-use software solution and/or an operational service enabling the application of the filter for different scenarios (e.g. flood forecasting, emergency mapping, risk modelling), different shallow water models and multi-source remote sensing data.
Desired business relationship
Technology development
Other : Licensing
The Luxembourg Institute of Science and Technology (LIST) is a mission-driven Research and Technology Organisation (RTO) active in the fields of materials, environment and IT.
LIST develops competitive and market-oriented product/service prototypes for public and private stakeholders, and works across the entire innovation chain: fundamental/applied research, incubation, transfer of technologies.
By transforming scientific knowledge into technologies, smart data and tools, LIST empowers citizens in their choices, public authorities in their decisions and businesses in their strategies.
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