Modelling and simulation of realistic pedestrian behaviours

Pedestrian simulation provides interesting challenges in the area of 3D visualization, computer animations, behaviourial modelling and real-time crowd simulation. With increasing computing power, many researchers are now proposing autonomous agent representation and behaviourial models that more clo...

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Main Author: Koh, Wee Lit
Other Authors: Zhou Suiping
Format: Theses and Dissertations
Language:English
Published: 2009
Subjects:
Online Access:https://hdl.handle.net/10356/14961
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-149612023-03-04T00:40:09Z Modelling and simulation of realistic pedestrian behaviours Koh, Wee Lit Zhou Suiping School of Computer Engineering Parallel and Distributed Computing Centre DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling DRNTU::Engineering::Computer science and engineering::Computer applications::Social and behavioral sciences Pedestrian simulation provides interesting challenges in the area of 3D visualization, computer animations, behaviourial modelling and real-time crowd simulation. With increasing computing power, many researchers are now proposing autonomous agent representation and behaviourial models that more closely reflect the behaviours of real-humans. Following this trend, an accurate representation of an autonomous agent that has human-like sensory inputs and attention systems has been developed in this research. Another important consideration in this research is to balance between the accuracy of a pedestrian representation and the computational costs of using such a representation. A pedestrian simulation is primarily concerned with the generation of realistic navigation behaviours for autonomous agents. To address this challenge, a two-tier navigation model for path-planning and reactive planning in a complex and dynamic environment has been proposed to more accurately model the navigation behaviours of a pedestrian. First, a macro-level navigation model is developed to mimic the way pedestrians plan their route to reach a particular destination in the environment. Secondly, a micro-level navigation model is developed to steer the agent away from collision with structural obstacles and other agents. In addition, the micro-level navigation model ensures that the agent stays on course according to the rough path computed by the macro-level navigation model. The proposed navigation model is able to combine the different navigation considerations of a pedestrian in the form of steering constraints on the micro-level navigation model and heuristics for the macro-level navigation model. Moreover, the navigation model is computationally efficient in that it is able to compute hundreds of agent movements in a fraction of a second. DOCTOR OF PHILOSOPHY (SCE) 2009-03-16T03:33:03Z 2009-03-16T03:33:03Z 2008 2008 Thesis Koh, W. L. (2008). Modelling and simulation of realistic pedestrian behaviours. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/14961 10.32657/10356/14961 en 242 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
DRNTU::Engineering::Computer science and engineering::Computer applications::Social and behavioral sciences
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
DRNTU::Engineering::Computer science and engineering::Computer applications::Social and behavioral sciences
Koh, Wee Lit
Modelling and simulation of realistic pedestrian behaviours
description Pedestrian simulation provides interesting challenges in the area of 3D visualization, computer animations, behaviourial modelling and real-time crowd simulation. With increasing computing power, many researchers are now proposing autonomous agent representation and behaviourial models that more closely reflect the behaviours of real-humans. Following this trend, an accurate representation of an autonomous agent that has human-like sensory inputs and attention systems has been developed in this research. Another important consideration in this research is to balance between the accuracy of a pedestrian representation and the computational costs of using such a representation. A pedestrian simulation is primarily concerned with the generation of realistic navigation behaviours for autonomous agents. To address this challenge, a two-tier navigation model for path-planning and reactive planning in a complex and dynamic environment has been proposed to more accurately model the navigation behaviours of a pedestrian. First, a macro-level navigation model is developed to mimic the way pedestrians plan their route to reach a particular destination in the environment. Secondly, a micro-level navigation model is developed to steer the agent away from collision with structural obstacles and other agents. In addition, the micro-level navigation model ensures that the agent stays on course according to the rough path computed by the macro-level navigation model. The proposed navigation model is able to combine the different navigation considerations of a pedestrian in the form of steering constraints on the micro-level navigation model and heuristics for the macro-level navigation model. Moreover, the navigation model is computationally efficient in that it is able to compute hundreds of agent movements in a fraction of a second.
author2 Zhou Suiping
author_facet Zhou Suiping
Koh, Wee Lit
format Theses and Dissertations
author Koh, Wee Lit
author_sort Koh, Wee Lit
title Modelling and simulation of realistic pedestrian behaviours
title_short Modelling and simulation of realistic pedestrian behaviours
title_full Modelling and simulation of realistic pedestrian behaviours
title_fullStr Modelling and simulation of realistic pedestrian behaviours
title_full_unstemmed Modelling and simulation of realistic pedestrian behaviours
title_sort modelling and simulation of realistic pedestrian behaviours
publishDate 2009
url https://hdl.handle.net/10356/14961
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