Using artificial intelligence to reduce the computational cost of real-time air quality modelling in urban environments

AI-AIDED WIND FLOW AND GAS DISPERSION SIMULATIONS IN CITIES

Challenge
Air pollution in urban environments is a major public health issue and the biggest environmental risk in Europe. High-accuracy air quality maps are necessary to combat this problem but require expensive real-time sensors or high computational resources. The challenge was to reduce the computational cost of air quality simulations in urban environments while maintaining accuracy.

Solution
The solution was to use 3D models of areas of 1 km2 of real urban geometries to perform computational fluid dynamics (0CFD  ) simulations of wind flow and pollutant dispersion. Deep neural networks were then trained to learn the results of these simulations and simulate new urban geometries instantly with high precision and fewer computational resources. This low-cost artificial intelligence solution is providing real-time information on air quality and local emissions.

Benefits
The benefits of this experiment include reduced simulation cost per km2, enhanced spatial resolution of modelling capabilities, and an 80% reduction in experimental setup time for new cities. This solution also enables individuals and communities to take collective actions to improve air quality and raises awareness of the issue.
 



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EuroCC 3 has received funding from the European High-Performance Computing Joint Undertaking (JU) under Grant Agreement No.101306701. The JU receives support from the European Union‘s Digital Europe Programme and Germany, Albania, Austria, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Cyprus, Czechia, Denmark, Estonia, Finland, France, Greece, Hungary, Iceland, Ireland, Italy, Latvia, Lithuania, Luxembourg, Malta, Montenegro, the Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Serbia, Slovakia, Slovenia, Spain, Sweden, Türkiye, and Kosovo. Funded by the European Union. Views and opinions expressed are however those of the author(s)only and do not necessarily reflect those of the European Union or EuroHPC Joint Undertaking. Neither the European Union nor the EuroHPC Joint Undertaking can be held responsible for them.

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