New generation crowd simulation algorithms

Julien Pettré 1 Ming Lin 2
1 MIMETIC - Analysis-Synthesis Approach for Virtual Human Simulation
UR2 - Université de Rennes 2, Inria Rennes – Bretagne Atlantique , IRISA-D6 - MEDIA ET INTERACTIONS
Abstract : This course is mostly aimed at readers familiar with the use of crowd simulators and the design of crowd animations, but not necessarily familiar with the design and coding of crowd simulation algorithms. Crowds for entertainment or safety applications purposes are most of the time simulated using mi- croscopic algorithms. In contrast with other types of approaches, microscopic simulators are able to generate continuous and smooth trajectories for individual agents. They are based on models of local interactions between agents. The crowd motion result form the combination of all local motion and inter- actions. The fact that the resulting crowd motion is emergent makes difficult anticipating the simulation results. Many motion and interaction models have been proposed to design a plethora of simulation al- gorithms: force-based models, rule-based models, coupled or not with flow-based models, etc. Each type of interaction models will actually result into specific crowd motions as well as agents trajectories. Unfortunately, not all have the desired properties: oscillations, jerky trajectories, residual collisions or deadlocks are often observed in simulations. From this point of view, this course presents the many recent progresses in crowd simulation algo- rithms since the introduction of velocity-based algorithms , as well as the impact on the level of realism and the visual quality of simulated crowd motions. It also presents the impact on various kind applica- tions. The class is structured in 3 major parts. The first part provides a definition of microscopic models of simulation, and presents the main types of solutions that were proposed in the literature. More specifi- cally, the velocity-based algorithms are explained and situated with respect to other kind of approaches. The second part is a more technical one and presents a family of popular solutions based on the prin- ciple of Reciprocal Velocity Obstacles (RVO). Finally, in a third part, the course shows how this new generation of algorithms is practically used in the fields of safety, movie industry as well as interactive entertainment. With a 3-part structure of the course, we expect interesting a large audience at SIGGRAPH: the theoretical, technical and practical aspects of crowd simulation are addressed. The long A focus is given to velocity-based approaches. All the lecturers provide an as pedagogical as possible presentation of the most theoretical and technical aspects of the course to make it accessible without specific prerequisites. The large part of the course dedicated to applications enables presenting numerous examples of practical use of most recent algorithms. The structure of the course is detailed below.
Type de document :
Communication dans un congrès
ACM SIGGRAPH 2014 Courses, Aug 2014, Vancouver, Canada. pp.4, 2014, 〈10.1145/2614028.2615446〉
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https://hal.inria.fr/hal-01059438
Contributeur : Julien Pettré <>
Soumis le : lundi 1 septembre 2014 - 08:55:12
Dernière modification le : mercredi 11 avril 2018 - 01:51:25

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Julien Pettré, Ming Lin. New generation crowd simulation algorithms. ACM SIGGRAPH 2014 Courses, Aug 2014, Vancouver, Canada. pp.4, 2014, 〈10.1145/2614028.2615446〉. 〈hal-01059438〉

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