The knowledge domain of crowd dynamics: Anatomy of the field, pioneering studies, temporal trends, influential entities and outside-domain impact

Investigations of Object Detection in Images/Videos Using Various Deep Learning Techniques and Embedded Platforms—A Comprehensive Review

(2020) Chinthakindi Balaram Murthy et al.   Applied Sciences-Basel

Evacuation behaviour of crowds under high and low levels of urgency: Experiments of reaction time, exit choice and exit-choice adaptation

(2020) Milad Haghani et al.   SAFETY SCIENCE

Optimising crowd evacuations: Mathematical, architectural and behavioural approaches

(2020) Milad Haghani   SAFETY SCIENCE

Augmented reality for pedestrian evacuation research: Promises and limitations

(2020) Ruggiero Lovreglio et al.   SAFETY SCIENCE

A Pre-Evacuation Database for Use in Egress Simulations

(2019) R. Lovreglio et al.   FIRE SAFETY JOURNAL

Heterogeneity of decision strategy in collective escape of human crowds: On identifying the optimum composition

(2019) Milad Haghani et al.   International Journal of Disaster Risk Reduction

Imitative (herd) behaviour in direction decision-making hinders efficiency of crowd evacuation processes

(2019) Milad Haghani et al.   SAFETY SCIENCE

‘Herding’ in direction choice-making during collective escape of crowds: How likely is it and what moderates it?

(2019) Milad Haghani et al.   SAFETY SCIENCE

Dynamics of social groups’ decision-making in evacuations

(2019) Milad Haghani et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Simulating dynamics of adaptive exit-choice changing in crowd evacuations: Model implementation and behavioural interpretations

(2019) Milad Haghani et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Facilitating Collective Psychosocial Resilience in the Public in Emergencies: Twelve Recommendations Based on the Social Identity Approach

(2019) John Drury et al.   Frontiers in Public Health

‘Rationality’ in Collective Escape Behaviour: Identifying Reference Points of Measurement at Micro and Macro Levels

(2019) Milad Haghani et al.   JOURNAL OF ADVANCED TRANSPORTATION

Panic, Irrationality, and Herding: Three Ambiguous Terms in Crowd Dynamics Research

(2019) Milad Haghani et al.   JOURNAL OF ADVANCED TRANSPORTATION

Simulating pre-evacuation times using hazard-based duration models: Is waiting strategy more efficient than instant response?

(2019) Milad Haghani et al.   SAFETY SCIENCE

The representation of evacuation movement in smoke-filled underground transportation systems

(2019) Karl Fridolf et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Empirical Research on Pedestrians’ Behavior and Crowd Dynamics

(2019) Milad Haghani et al.   JOURNAL OF ADVANCED TRANSPORTATION

Why model evacuee decision-making?

(2018) S.M.V. Gwynne et al.   SAFETY SCIENCE

Crowd behaviour and motion: Empirical methods

(2018) Milad Haghani et al.   TRANSPORTATION RESEARCH PART B-METHODOLOGICAL

Immersive virtual reality serious games for evacuation training and research: A systematic literature review

(2018) Zhenan Feng et al.   COMPUTERS & EDUCATION

Fear in Humans: A Glimpse into the Crowd-Modeling Perspective

(2018) Alastair Shipman et al.   TRANSPORTATION RESEARCH RECORD

Simulating pedestrian flow through narrow exits

(2018) Milad Haghani et al.   PHYSICS LETTERS A

A review on the performance of an obstacle near an exit on pedestrian crowd evacuation

(2018) Nirajan Shiwakoti et al.   SAFETY SCIENCE

Enhancing egress drills: Preparation and assessment of evacuee performance

(2017) S.M.V. Gwynne et al.   FIRE AND MATERIALS

Safe evacuation for all - Fact or Fantasy? Past experiences, current understanding and future challenges

(2017) Karen Boyce   FIRE SAFETY JOURNAL

Fully Convolutional Networks for Semantic Segmentation

(2017) Evan Shelhamer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Social dynamics in emergency evacuations: Disentangling crowd’s attraction and repulsion effects

(2017) Milad Haghani et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Empirical study on social groups in pedestrian evacuation dynamics

(2017) Cornelia von Krüchten et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Modified social force model based on information transmission toward crowd evacuation simulation

(2017) Yanbin Han et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Estimating pedestrian speed using aggregated literature data

(2017) Ernst Bosina et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Extended route choice model based on available evacuation route set and its application in crowd evacuation simulation

(2017) Yanbin Han et al.   SIMULATION MODELLING PRACTICE AND THEORY

Stated and revealed exit choices of pedestrian crowd evacuees

(2017) Milad Haghani et al.   TRANSPORTATION RESEARCH PART B-METHODOLOGICAL

Pedestrian Crowd Dynamics Observed at Merging Sections

(2017) Zahra Shahhoseini et al.   TRANSPORTATION RESEARCH RECORD

A review of studies on understanding crowd dynamics in the context of crowd safety in mass religious gatherings

(2017) H. Gayathri et al.   International Journal of Disaster Risk Reduction

Computer vision based crowd disaster avoidance system: A survey

(2017) B. Yogameena et al.   International Journal of Disaster Risk Reduction

Fundamental diagrams of pedestrian flow characteristics: A review

(2017) Lakshmi Devi Vanumu et al.   European Transport Research Review

Fundamental diagrams of pedestrian flow characteristics: A review

(2017) Lakshmi Devi Vanumu et al.   European Transport Research Review

Human exit choice in crowded built environments: Investigating underlying behavioural differences between normal egress and emergency evacuations

(2016) Milad Haghani et al.   FIRE SAFETY JOURNAL

Flow of pedestrians through narrow doors with different competitiveness

(2016) A Garcimartín et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Crowd behaviour during high-stress evacuations in an immersive virtual environment

(2016) Mehdi Moussaïd et al.   Journal of the Royal Society Interface

Advances and trends in visual crowd analysis: A systematic survey and evaluation of crowd modelling techniques

(2016) M. Sami Zitouni et al.   NEUROCOMPUTING

Crowd behavior analysis: A review where physics meets biology

(2016) Ven Jyn Kok et al.   NEUROCOMPUTING

An experimental study of the “faster-is-slower” effect using mice under panic

(2016) Peng Lin et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Collective learning modeling based on the kinetic theory of active particles

(2016) D. Burini et al.   Physics of Life Reviews

A review of optimisation models for pedestrian evacuation and design problems

(2016) Hendrik Vermuyten et al.   SAFETY SCIENCE

A study of herding behaviour in exit choice during emergencies based on random utility theory

(2016) Ruggiero Lovreglio et al.   SAFETY SCIENCE

Towards creating a combined database for earthquake pedestrians’ evacuation models

(2016) Gabriele Bernardini et al.   SAFETY SCIENCE

A landscape of crowd-management support: An integrative approach

(2016) Nanda Wijermans et al.   SAFETY SCIENCE

Experimental study on characteristics of pedestrian evacuation on stairs in a high-rise building

(2016) Feizhou Huo et al.   SAFETY SCIENCE

An Evacuation Decision Model based on perceived risk, social influence and behavioural uncertainty

(2016) Ruggiero Lovreglio et al.   SIMULATION MODELLING PRACTICE AND THEORY

Fast crowd density estimation with convolutional neural networks

(2015) Min Fu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Evacuation models are running out of time

(2015) Peter Thompson et al.   FIRE SAFETY JOURNAL

Guidance for the Model Developer on Representing Human Behavior in Egress Models

(2015) S. M. V. Gwynne et al.   FIRE TECHNOLOGY

Crowded Scene Analysis: A Survey

(2015) Teng Li et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Agent-based simulation of building evacuation: Combining human behavior with predictable spatial accessibility in a fire emergency

(2015) Lu Tan et al.   INFORMATION SCIENCES

Toward a mathematical theory of behavioral-social dynamics for pedestrian crowds

(2015) Nicola Bellomo et al.   MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES

Modeling and simulating for congestion pedestrian evacuation with panic

(2015) Jinhuan Wang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Experimental proof of faster-is-slower in systems of frictional particles flowing through constrictions

(2015) José M. Pastor et al.   PHYSICAL REVIEW E

Flow and clogging of a sheep herd passing through a bottleneck

(2015) A. Garcimartín et al.   PHYSICAL REVIEW E

The parameter calibration and optimization of social force model for the real-life 2013 Ya’an earthquake evacuation in China

(2015) Meifang Li et al.   SAFETY SCIENCE

Behavioral effect on pedestrian evacuation simulation using cellular automata

(2015) Dewei Li et al.   SAFETY SCIENCE

Bidirectional pedestrian fundamental diagram

(2015) Gunnar Flötteröd et al.   TRANSPORTATION RESEARCH PART B-METHODOLOGICAL

Modeling Pedestrian Crowd Exit Choice Through Combining Sources of Stated Preference Data

(2015) Milad Haghani et al.   TRANSPORTATION RESEARCH RECORD

Disentangling the Impact of Social Groups on Response Times and Movement Dynamics in Evacuations

(2015) Nikolai W. F. Bode et al.   PLoS One

Macroscopic modeling and simulations of room evacuation

(2014) M. Twarogowska et al.   APPLIED MATHEMATICAL MODELLING

Saving Human Lives: What Complexity Science and Information Systems can Contribute

(2014) Dirk Helbing et al.   JOURNAL OF STATISTICAL PHYSICS

Modeling the pedestrian’s movement and simulating evacuation dynamics on stairs

(2014) Yunchao Qu et al.   SAFETY SCIENCE

Application of social force model to pedestrian behavior analysis at signalized crosswalk

(2014) Weiliang Zeng et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Clogging transition of many-particle systems flowing through bottlenecks

(2014) Iker Zuriguel et al.   Scientific Reports

Human exit route choice in virtual crowd evacuations

(2013) Nikolai W.F. Bode et al.   ANIMAL BEHAVIOUR

An agent-based simulation system for concert venue crowd evacuation modeling in the presence of a fire disaster

(2013) Neal Wagner et al.   EXPERT SYSTEMS WITH APPLICATIONS

Stair evacuation of older adults and people with mobility impairments

(2013) Erica Kuligowski et al.   FIRE SAFETY JOURNAL

A Method for the Analysis of Behavioural Uncertainty in Evacuation Modelling

(2013) Enrico Ronchi et al.   FIRE TECHNOLOGY

A Hierarchy of Heuristic-Based Models of Crowd Dynamics

(2013) P. Degond et al.   JOURNAL OF STATISTICAL PHYSICS

Human responses to multiple sources of directional information in virtual crowd evacuations

(2013) N. W. F. Bode et al.   Journal of the Royal Society Interface

Investigating collective escape behaviours in complex situations

(2013) Charitha Dias et al.   SAFETY SCIENCE

Agent-based model for earthquake pedestrians’ evacuation in urban outdoor scenarios: Behavioural patterns definition and evacuation paths choice

(2013) Marco D’Orazio et al.   SAFETY SCIENCE

A discrete choice model based on random utilities for exit choice in emergency evacuations

(2013) Ruggiero Lovreglio et al.   SAFETY SCIENCE

State-of-the-art crowd motion simulation models

(2013) Dorine C. Duives et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Human stampedes during religious festivals: A comparative review of mass gathering emergencies in India

(2013) Faisel T. Illiyas et al.   International Journal of Disaster Risk Reduction

A statistical similarity measure for aggregate crowd dynamics

(2012) Stephen J. Guy et al.   ACM TRANSACTIONS ON GRAPHICS

Identifying Behaviors in Crowd Scenes Using Stability Analysis for Dynamical Systems

(2012) Berkan Solmaz et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Collecting pedestrian trajectories

(2012) Maik Boltes et al.   NEUROCOMPUTING

Abnormal event detection in crowded scenes using sparse representation

(2012) Yang Cong et al.   PATTERN RECOGNITION

Vehicular traffic flow through a series of signals with cycle time generated by a logistic map

(2012) Takashi Nagatani et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Potential field cellular automata model for pedestrian flow

(2012) Peng Zhang et al.   PHYSICAL REVIEW E

Collective motion

(2012) Tamás Vicsek et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Crowd disasters as systemic failures: analysis of the Love Parade disaster

(2012) Dirk Helbing et al.   EPJ Data Science

Vision-Based Analysis of Small Groups in Pedestrian Crowds

(2011) Weina Ge et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Pedestrian Detection: An Evaluation of the State of the Art

(2011) P. Dollar et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Multiscale Modeling of Granular Flows with Application to Crowd Dynamics

(2011) Emiliano Cristiani et al.   MULTISCALE MODELING & SIMULATION

Force-based models of pedestrian dynamics

(2011) Armin Seyfried et al.   Networks and Heterogeneous Media

How simple rules determine pedestrian behavior and crowd disasters

(2011) M. Moussaid et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

On the Modeling of Traffic and Crowds: A Survey of Models, Speculations, and Perspectives

(2011) Nicola Bellomo et al.   SIAM REVIEW

A synthetic-vision based steering approach for crowd simulation

(2010) Jan Ondřej et al.   ACM TRANSACTIONS ON GRAPHICS

Crowd modeling and simulation technologies

(2010) Suiping Zhou et al.   ACM Transactions on Modeling and Computer Simulation

Time-Evolving Measures and Macroscopic Modeling of Pedestrian Flow

(2010) Benedetto Piccoli et al.   ARCHIVE FOR RATIONAL MECHANICS AND ANALYSIS

On the Hughes' model for pedestrian flow: The one-dimensional case

(2010) Marco Di Francesco et al.   JOURNAL OF DIFFERENTIAL EQUATIONS

The structure and dynamics of cocitation clusters: A multiple-perspective cocitation analysis

(2010) Chaomei Chen et al.   JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY

A MACROSCOPIC CROWD MOTION MODEL OF GRADIENT FLOW TYPE

(2010) BERTRAND MAURY et al.   MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES

Adaptive pedestrian dynamics based on geodesics

(2010) Dirk Hartmann   NEW JOURNAL OF PHYSICS

-Nearest-Neighbor interaction induced self-organized pedestrian counter flow

(2010) Jian Ma et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

A higher-order macroscopic model for pedestrian flows

(2010) Yan-qun Jiang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Generalized centrifugal-force model for pedestrian dynamics

(2010) Mohcine Chraibi et al.   PHYSICAL REVIEW E

Aggregate dynamics for dense crowd simulation

(2009) Rahul Narain et al.   ACM TRANSACTIONS ON GRAPHICS

Way finding during fire evacuation; an analysis of unannounced fire drills in a hotel at night

(2009) Margrethe Kobes et al.   BUILDING AND ENVIRONMENT

Pedestrian flows in bounded domains with obstacles

(2009) Benedetto Piccoli et al.   CONTINUUM MECHANICS AND THERMODYNAMICS

Building safety and human behaviour in fire: A literature review

(2009) Margrethe Kobes et al.   FIRE SAFETY JOURNAL

Dynamic continuum pedestrian flow model with memory effect

(2009) Yinhua Xia et al.   PHYSICAL REVIEW E

Statistical physics of social dynamics

(2009) Claudio Castellano et al.   REVIEWS OF MODERN PHYSICS

Software survey: VOSviewer, a computer program for bibliometric mapping

(2009) Nees Jan van Eck et al.   SCIENTOMETRICS

New Insights into Pedestrian Flow Through Bottlenecks

(2009) Armin Seyfried et al.   TRANSPORTATION SCIENCE

Agent-based evacuation model of large public buildings under fire conditions

(2008) Jianyong Shi et al.   AUTOMATION IN CONSTRUCTION

Developing a database for emergency evacuation model

(2008) Long Shi et al.   BUILDING AND ENVIRONMENT

Modeling crowd evacuation of a building based on seven methodological approaches

(2008) Xiaoping Zheng et al.   BUILDING AND ENVIRONMENT

Social influence during the initial phase of a fire evacuation—Analysis of evacuation experiments in a cinema theatre

(2008) Daniel Nilsson et al.   FIRE SAFETY JOURNAL

Crowd analysis: a survey

(2008) Beibei Zhan et al.   MACHINE VISION AND APPLICATIONS

FIRST-ORDER MACROSCOPIC MODELLING OF HUMAN CROWD DYNAMICS

(2008) V. COSCIA et al.   MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES

ON THE MODELLING CROWD DYNAMICS FROM SCALING TO HYPERBOLIC MACROSCOPIC MODELS

(2008) NICOLA BELLOMO et al.   MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES

Static floor field and exit choice for pedestrian evacuation in rooms with internal obstacles and multiple exits

(2008) Hai-Jun Huang et al.   PHYSICAL REVIEW E

Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study

(2008) M. Ballerini et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Modeling and simulation of passenger alighting and boarding movement in Beijing metro stations

(2008) Qi Zhang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES