Prediction of pedestrian dynamics in complex architectures with artificial neural networks
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Intelligent Transportation Systems"
DOI: 10.1080/15472450.2019.1621756
Abstract: Abstract Pedestrian behavior tends to depend on the type of facility. The flow at bottlenecks, for instance, can exceed the maximal rates observed in straight corridors. Consequently, accurate predictions of pedestrians movements in complex buildings… read more here.
Keywords: pedestrian dynamics; neural networks; prediction pedestrian; artificial neural ... See more keywords
Effect of physical distancing on the speed–density relation in pedestrian dynamics
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Statistical Mechanics: Theory and Experiment"
DOI: 10.1088/1742-5468/abf1f0
Abstract: We report experimental results of the speed–density relation emerging in pedestrian dynamics when individuals keep a prescribed safety distance among them. To this end, we characterize the movement of a group of people roaming inside… read more here.
Keywords: density relation; speed density; pedestrian dynamics; density ... See more keywords
Modelling human perception processes in pedestrian dynamics: a hybrid approach
Sign Up to like & getrecommendations! Published in 2017 at "Royal Society Open Science"
DOI: 10.1098/rsos.160561
Abstract: In this paper, we present a hybrid mathematical model describing crowd dynamics. More specifically, our approach is based on the well-established Helbing-like discrete model, where each pedestrian is individually represented as a dimensionless point and… read more here.
Keywords: modelling human; pedestrian dynamics; perception; processes pedestrian ... See more keywords
Social distancing in pedestrian dynamics and its effect on disease spreading.
Sign Up to like & getrecommendations! Published in 2021 at "Physical review. E"
DOI: 10.1103/physreve.104.014313
Abstract: Nonpharmaceutical measures such as social distancing can play an important role in controlling the spread of an epidemic. In this paper, we use a mathematical model combining human mobility and disease spreading. For the mobility… read more here.
Keywords: social distancing; disease spreading; distancing; effect ... See more keywords
Data-driven physics-based modeling of pedestrian dynamics.
Sign Up to like & getrecommendations! Published in 2024 at "Physical review. E"
DOI: 10.1103/physreve.110.064102
Abstract: Pedestrian crowds encompass a complex interplay of intentional movements aimed at reaching specific destinations, fluctuations due to personal and interpersonal variability, and interactions with each other and the environment. Previous work demonstrated the effectiveness of… read more here.
Keywords: pedestrian dynamics; physics based; data driven; model ... See more keywords