Neural network-based source tracking of chemical leaks with obstacles

Q Xu, W Du, J Xu, J Dong - Chinese Journal of Chemical Engineering, 2021 - Elsevier
The leakage of hazardous gases poses a significant threat to public security and causes
environmental damage. The effective and accurate source term estimation (STE) is …

Fast dynamic prediction of consequences of heavy gas leakage accidents based on machine learning

C Fan, H Gong, Y Zhang, W Ma, Q Yu - Frontiers in Environmental …, 2024 - frontiersin.org
The field of emergency risk management in chemical parks has been characterized by a
lack of fast, precise and dynamic prediction methods. The application of computational fluid …

Source term estimation: variational method versus machine learning applied to urban air pollution

R Lopez-Ferber, S Leirens… - CSC 2022-IFAC Workshop …, 2022 - cea.hal.science
Source detection is a field of study gaining interest due to environmental concerns about air
quality in populated areas. We developed a machine learning framework inspired by …