From individual behaviour to an evaluation of the collective evolution of crowds along footbridges

This paper proposes a crowd dynamic macroscopic model grounded on microscopic phenomenological observations which are upscaled by means of a formal mathematical procedure. The actual applicability of the model to real-world problems is tested by considering the pedestrian traffic along footbridges, of interest for Structural and Transportation Engineering. The genuinely macroscopic quantitative description of the crowd flow directly matches the engineering need of bulk results. However, three issues beyond the sole modelling are of primary importance: the pedestrian inflow conditions, the numerical approximation of the equations for non trivial footbridge geometries and the calibration of the free parameters of the model on the basis of in situ measurements currently available. These issues are discussed, and a solution strategy is proposed.

[1]  J. Brian Burns,et al.  Path planning using Laplace's equation , 1990, Proceedings., IEEE International Conference on Robotics and Automation.

[2]  R. Colombo,et al.  On the modelling and management of traffic , 2011 .

[3]  John P. Braaksma,et al.  EFFECTIVE WIDTH OF PEDESTRIAN CORRIDORS , 1984 .

[4]  Luca Bruno,et al.  Crowd–structure interaction in footbridges: Modelling, application to a real case-study and sensitivity analyses , 2009 .

[5]  Filipe Magalhães,et al.  Studies for controlling human-induced vibration of the Pedro e Inês footbridge, Portugal. Part 2: Implementation of tuned mass dampers , 2010 .

[6]  Xiaoping Zheng,et al.  Study on mechanics of crowd jam based on the cusp-catastrophe model , 2010 .

[7]  Filipe Magalhães,et al.  Studies for controlling human-induced vibration of the Pedro e Ines footbridge, Portugal. Part 1: Assessment of dynamic behaviour , 2010 .

[8]  Roger L. Hughes,et al.  The flow of large crowds of pedestrians , 2000 .

[9]  B. Piccoli,et al.  Multiscale Modeling of Pedestrian Dynamics , 2014 .

[10]  Jerrold E. Marsden,et al.  A short course in fluid mechanics , 1976 .

[11]  Helbing,et al.  Social force model for pedestrian dynamics. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[12]  Nicola Bellomo,et al.  On the Modeling of Traffic and Crowds: A Survey of Models, Speculations, and Perspectives , 2011, SIAM Rev..

[13]  Pierluigi Colli,et al.  Cahn-Hilliard equation with dynamic boundary conditions and mass constraint on the boundary , 2014, 1412.1932.

[14]  Juan Luis Vázquez,et al.  On the Laplace equation with dynamical boundary conditions of reactive–diffusive type , 2009 .

[15]  Richard R Neptune,et al.  Biomechanics and muscle coordination of human walking: part II: lessons from dynamical simulations and clinical implications. , 2003, Gait & posture.

[16]  Winnie Daamen,et al.  Modelling passenger flows in public transport facilities , 2004 .

[17]  G. Toussaint Solving geometric problems with the rotating calipers , 1983 .

[18]  Juan Luis Vázquez,et al.  Heat Equation with Dynamical Boundary Conditions of Reactive Type , 2008 .

[19]  W. H. Warren The dynamics of perception and action. , 2006, Psychological review.

[20]  B. Pushkarev URBAN SPACE FOR PEDESTRIANS , 1975 .

[21]  S. Kosslyn Measuring the visual angle of the mind's eye , 1978, Cognitive Psychology.

[22]  F. Santambrogio,et al.  A MACROSCOPIC CROWD MOTION MODEL OF GRADIENT FLOW TYPE , 2010, 1002.0686.

[23]  Sander C. Hille,et al.  Solutions to a measured-valued mass evolution problem with flux boundary conditions inspired by crowd dynamics , 2012 .

[24]  Mehdi Setareh Study of Verrazano-Narrows Bridge Movements during a New York City Marathon , 2011 .

[25]  Xiaoping Zheng,et al.  Modeling crowd evacuation of a building based on seven methodological approaches , 2009 .

[26]  G. Theraulaz,et al.  Vision-based macroscopic pedestrian models , 2013, 1307.1953.

[27]  Nicola Bellomo,et al.  Modeling crowd dynamics from a complex system viewpoint , 2012 .

[28]  Stana Živanović,et al.  Benchmark Footbridge for Vibration Serviceability Assessment under the Vertical Component of Pedestrian Load , 2012 .

[29]  N. Bellomo,et al.  ON THE MODELLING CROWD DYNAMICS FROM SCALING TO HYPERBOLIC MACROSCOPIC MODELS , 2008 .

[30]  Edwin R. Galea,et al.  A review of the methodologies used in the computer simulation of evacuation from the built environment , 1999 .

[31]  R. Hetherington The Perception of the Visual World , 1952 .

[32]  Dinesh Manocha,et al.  Modeling, Simulation and Visual Analysis of Crowds: A Multidisciplinary Perspective , 2013, Modeling, Simulation and Visual Analysis of Crowds.

[33]  Chi-Wang Shu,et al.  Revisiting Hughes’ dynamic continuum model for pedestrian flow and the development of an efficient solution algorithm , 2009 .

[34]  P. Degond,et al.  A Hierarchy of Heuristic-Based Models of Crowd Dynamics , 2013, 1304.1927.

[35]  Paolo Frasca,et al.  Existence and approximation of probability measure solutions to models of collective behaviors , 2010, Networks Heterog. Media.

[36]  Nicola Bellomo,et al.  On the modeling of crowd dynamics: Looking at the beautiful shapes of swarms , 2011, Networks Heterog. Media.

[37]  Hubert Klüpfel,et al.  Evacuation Dynamics: Empirical Results, Modeling and Applications , 2009, Encyclopedia of Complexity and Systems Science.

[38]  Zhigang Deng,et al.  Crowd Simulation and Its Applications: Recent Advances , 2014, Journal of Computer Science and Technology.

[39]  Hani S. Mahmassani,et al.  SIMULATION OF CROWD BEHAVIOR AND MOVEMENT: FUNDAMENTAL RELATIONS AND APPLICATION , 1991 .

[40]  Shing Chung Josh Wong,et al.  An efficient discontinuous Galerkin method on triangular meshes for a pedestrian flow model , 2008 .

[41]  Sergey Zelik,et al.  Exponential attractors for the Cahn–Hilliard equation with dynamic boundary conditions , 2005 .

[42]  Benedetto Piccoli,et al.  Pedestrian flows in bounded domains with obstacles , 2008, 0812.4390.

[43]  W. Rudin Real and complex analysis, 3rd ed. , 1987 .

[44]  Benedetto Piccoli,et al.  Multiscale Modeling of Granular Flows with Application to Crowd Dynamics , 2010, Multiscale Model. Simul..

[45]  M. Omizo,et al.  Modeling , 1983, Encyclopedic Dictionary of Archaeology.

[46]  R. Colombo,et al.  A CLASS OF NONLOCAL MODELS FOR PEDESTRIAN TRAFFIC , 2011, 1104.2985.

[47]  B. Piccoli,et al.  Time-Evolving Measures and Macroscopic Modeling of Pedestrian Flow , 2008, 0811.3383.

[48]  P Dallard,et al.  The London Millennium Footbridge , 2001 .

[49]  H. Mahmassani,et al.  MODELING CROWD BEHAVIOR AND MOVEMENT: APPLICATION TO MAKKAH PILGRIMAGE , 1990 .

[50]  Razvan C. Fetecau,et al.  Anisotropic interactions in a first-order aggregation model , 2014 .

[51]  Luca Bruno,et al.  Non-local first-order modelling of crowd dynamics: A multidimensional framework with applications , 2010, 1003.3891.

[52]  R. Colombo,et al.  Non-local crowd dynamics , 2011 .

[53]  Paul Reynolds,et al.  Vibration serviceability of footbridges under human-induced excitation : a literature review , 2005 .

[54]  T. Kanda,et al.  Social force model with explicit collision prediction , 2011 .

[55]  John S. Owen,et al.  Modelling crowd–bridge dynamic interaction with a discretely defined crowd , 2012 .

[56]  Daniel E. Koditschek,et al.  Exact robot navigation using artificial potential functions , 1992, IEEE Trans. Robotics Autom..

[57]  J L Adler,et al.  Emergent Fundamental Pedestrian Flows from Cellular Automata Microsimulation , 1998 .

[58]  John J. Fruin,et al.  Pedestrian planning and design , 1971 .

[59]  R. Colombo,et al.  Nonlocal Crowd Dynamics Models for Several Populations , 2011, 1110.3596.

[60]  Dinesh Manocha,et al.  Modeling, Simulation and Visual Analysis of Crowds , 2013, The International Series in Video Computing.

[61]  Luca Bruno,et al.  Crowd-structure interaction in lively footbridges under synchronous lateral excitation: A literature review. , 2009, Physics of life reviews.

[62]  Ulrich Weidmann,et al.  Parameters of pedestrians, pedestrian traffic and walking facilities , 2006 .

[63]  Joseph O'Rourke,et al.  Computational Geometry in C. , 1995 .

[64]  Federico Toschi,et al.  Parameter Estimation of Social Forces in Crowd Dynamics Models via a Probabilistic Method , 2014, Mathematical biosciences and engineering : MBE.

[65]  Régis Duvigneau,et al.  Comparative Study of Macroscopic Pedestrian Models , 2014 .

[66]  Dirk Helbing,et al.  Specification of the Social Force Pedestrian Model by Evolutionary Adjustment to Video Tracking Data , 2007, Adv. Complex Syst..

[67]  M. Brelot Classical potential theory and its probabilistic counterpart , 1986 .

[68]  Sylvain Faure,et al.  Crowd motion from the granular standpoint , 2015 .

[69]  Marie-Therese Wolfram,et al.  On a mean field game approach modeling congestion and aversion in pedestrian crowds , 2011 .

[70]  Bertrand Maury,et al.  Handling congestion in crowd motion modeling , 2011, Networks Heterog. Media.

[71]  Christos T. Georgakis,et al.  Pedestrian-induced lateral vibrations of footbridges: A literature review , 2012 .

[72]  B. Piccoli,et al.  Transport Equation with Nonlocal Velocity in Wasserstein Spaces: Convergence of Numerical Schemes , 2011, 1106.2555.

[73]  Aleksandar Pavic,et al.  Statistical characterisation of parameters defining human walking as observed on an indoor passerelle , 2007 .

[74]  D. Helbing Traffic and related self-driven many-particle systems , 2000, cond-mat/0012229.

[75]  Luca Bruno,et al.  Mitigation of human-induced lateral vibrations on footbridges through walkway shaping , 2013 .

[76]  Luca Bruno,et al.  An interpretative model of the pedestrian fundamental relation , 2007 .

[77]  Yozo Fujino,et al.  Synchronization of human walking observed during lateral vibration of a congested pedestrian bridge , 1993 .

[78]  Serge P. Hoogendoorn,et al.  State-of-the-art crowd motion simulation models , 2013 .

[79]  Fazilah Haron,et al.  Software evaluation for crowd evacuation : Case study Masjid An-Nabawi , 2012 .

[80]  D. Knopoff,et al.  A kinetic theory approach to the dynamics of crowd evacuation from bounded domains , 2015 .

[81]  Juan Soler,et al.  ON THE DIFFICULT INTERPLAY BETWEEN LIFE, "COMPLEXITY", AND MATHEMATICAL SCIENCES , 2013 .