Quality-Aware AIoT-Enabled Wireless Urban Sensor Networks Using Deep Learning
This paper investigates the relationship between data quality and deep learning model performance for predicting pedestrian flows in smart cities, using data from the UK’s Newcastle Urban Observatory. We evaluate eight forecasting models (including multivariate LSTMs and Transformers) across 110 pedestrian sensors. Cru...