Скачать или смотреть BREAKOUT 6 - AI for Environment: AI-based prediction of urban climate and its impact on built...

AI-based prediction of urban climate and its impact on built environments

This project plans to develop AI-based CFD simulation to realise accurate and fast predictions of urban climate and the built environment. This study will focus on two aspects of developing the AI-based model: the AI-based turbulence model by learning the “behaviour” of turbulence and the AI-based surrogate model. In order to train and test the artificial neural network (ANN) model, this project will collect experimental data on indoor and outdoor airflow from on-site and lab measurements. In terms of accuracy, the predictions by AI-based models are expected to be within a 10% difference from that of conventional CFD simulations. In terms of efficiency, AI-based models are expected to be at least 10 times faster than conventional CFD simulations.