[institut] Prezentacija aktuelnih rezultata projekta crAIRsis iz programa PRIZMA Fonda za nauku Republike Srbije
Andreja Stojic
andreja at ipb.ac.rs
Wed Dec 18 16:17:53 CET 2024
Poštovane kolege,
U ime tima, pozivam vas na godišnju prezentaciju aktuelnih rezultata
projekta crAIRsis iz programa PRIZMA Fonda za nauku Republike Srbije.
Prezentacija će biti održana u ponedeljak 23.12. u 14 časova na
Univerzitetu Singidunum, Danijelova 32, sala S35.
U nastavku se nalazi rezime projekta:
Title: Characterizing crises-caused air pollution alterations using an
artificial intelligence-based framework
Background. The COVID-19 pandemic and the war in Ukraine significantly
affected many aspects of life and the environment in Europe. We know
little about the impact of multiple crises on air quality. Understanding
air pollution (AP)-related processes in crises based on data-driven
research is vital for anticipating, avoiding, and mitigating their
substantial threats to human health and the environment to guarantee
global sustainability.
Methods. crAIRsis will (1) introduce a novel multi-agent multi-swarm
approach to perform hyperparameter tuning and training deep learning
models for time series prediction and forecast, and (2) couple it with
explainable artificial intelligence methods to accurately interrelate
crises-contextualized features and capture and characterize defining
factors and processes that shape AP in crises.
Novelty. crAIRsis will develop the first artificial intelligence
(AI)-based framework capable of detecting, characterizing, and
predicting initial signals and trajectories of growth, maturity,
decline, and the end of AP alterations caused by crises.
Impact. crAIRsis will pave the way for a new concept in environmental
modeling based on contextualizing the data and the AI-based framework
for modeling spatio-temporal data and processes. These are likely to
advance scientific research and support AP and crisis management to
prevent human exposure to AP and adverse health effects.
Expected results. crAIRsis has the potential to substantially improve
scientific knowledge and understanding of the complex factors that
govern the environmental fate of hundreds of air-polluting species in
crises on local, regional, and global levels. Consequently, it could
provide novel, in-depth insights into the role of region-specific,
policy-specific, and society-specific factors in shaping the AP in
Serbia and the rest of Europe caused by the COVID-19 pandemic and the
war in Ukraine as a crisis.
S poštovanjem,
Andreja Stojić
--
Institute of Physics Belgrade
Pregrevica 118, 11080 Belgrade, Serbia
http://www.ipb.ac.rs/
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