Explores wide-ranging applications of modeling and simulation techniques that allow readers to conduct research and ask ''What if??'' <p> Principles of Modeling and Simulation: A Multidisciplinary Approach is the first book to provide an introduction to modeling and simulation techniques acr
Modeling, Simulation and Visual Analysis of Crowds: A Multidisciplinary Perspective
β Scribed by Saad Ali, Ko Nishino, Dinesh Manocha (auth.), Saad Ali, Ko Nishino, Dinesh Manocha, Mubarak Shah (eds.)
- Publisher
- Springer-Verlag New York
- Year
- 2013
- Tongue
- English
- Leaves
- 414
- Series
- The International Series in Video Computing 11
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
Over the last several years there has been a growing interest in developing computational methodologies for modeling and analyzing movements and behaviors of βcrowds' of people. This interest spans several scientific areas that includes Computer Vision, Computer Graphics, and Pedestrian Evacuation Dynamics. Despite the fact that these different scientific fields are trying to model the same physical entity (i.e. a crowd of people), research ideas have evolved independently. As a result each discipline has developed techniques and perspectives that are characteristically their own.
The goal of this book is to provide the readers a comprehensive map towards the common goal of better analyzing and synthesizing the pedestrian movement in dense, heterogeneous crowds. The book is organized into different parts that consolidate various aspects of research towards this common goal, namely the modeling, simulation, and visual analysis of crowds.
Through this book, readers will see the common ideas and vision as well as the different challenges and techniques, that will stimulate novel approaches to fully grasping βcrowds."
β¦ Table of Contents
Front Matter....Pages i-xi
Modeling, Simulation and Visual Analysis of Crowds: A Multidisciplinary Perspective....Pages 1-19
Front Matter....Pages 21-21
On Force-Based Modeling of Pedestrian Dynamics....Pages 23-41
Connection Between Microscopic and Macroscopic Models....Pages 43-65
Analysis of Crowd Dynamics with Laboratory Experiments....Pages 67-97
Modeling a Crowd of Groups: Multidisciplinary and Methodological Challenges....Pages 99-122
Scalable Solutions for Simulating, Animating, and Rendering Real-Time Crowds of Diverse Virtual Humans....Pages 123-145
Authoring Multi-actor Behaviors in Crowds with Diverse Personalities....Pages 147-180
Virtual Tawaf: A Velocity-Space-Based Solution for Simulating Heterogeneous Behavior in Dense Crowds....Pages 181-209
Front Matter....Pages 211-211
Crowd Flow Segmentation Using Lagrangian Particle Dynamics....Pages 213-236
Modeling Crowd Flow for Video Analysis of Crowded Scenes....Pages 237-265
Pedestrian Interaction in Tracking: The Social Force Model and Global Optimization Methods....Pages 267-294
Surveillance of Crowded Environments: Modeling the Crowd by Its Global Properties....Pages 295-324
Inferring Leadership from Group Dynamics Using Markov Chain Monte Carlo Methods....Pages 325-346
Crowd Counting and Profiling: Methodology and Evaluation....Pages 347-382
Anomaly Detection in Crowded Scenes: A Novel Framework Based on Swarm Optimization and Social Force Modeling....Pages 383-411
β¦ Subjects
Computer Imaging, Vision, Pattern Recognition and Graphics; Simulation and Modeling; Behavioural Sciences
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