GPU techniques for creating visually diverse crowds in real-time.
ABSTRACT Real-time crowds significantly improve the realism of virtual environments, therefore their use has increased considerably over the last few years in a variety of applications, including real-time games and virtual tourism. However, due to current hardware limitations, crowd variety tends to be sacrificed in order for the crowd simulation to execute in real-time, which decreases the quality and realism of the crowd. Currently the little variety that is incorporated in real-time crowds tends to be applied by modulating each avatar with random colours, which has a detrimental effect on the texture quality. Furthermore, the existing crowd variety is often hard to define and control. To overcome these problems a set of techniques are presented, which defines and controls crowd variety, to further improve on current variety and quality of crowds. These techniques permit variety to be introduced: by changing the body mass via the application of a displacement map onto the mesh; by scaling the skeleton of the avatar; by applying HSV colour shifts to different parts of the avatar; and by transferring textures between avatar models. The appearance of the avatars under animation is also improved via the use of muscle displacement within the mesh. With the new techniques, the visual quality of the crowd is improved due to the increase in diversity.
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ABSTRACT: Despite its popularity, agent-based modeling is limited by serious barriers that constrain its usefulness as an exploratory tool. In particular, there is a paucity of systematic approaches for extracting coarse-grained, system-level information as it emerges in direct simulation. This is particularly problematic for agent-based models (ABMs) of complex urban systems in which macroscopic phenomena, such as sprawl, may manifest themselves coarsely from bottom-up dynamics among diverse agent-actors interacting across scales. Often these connections are not known, but treating them is nevertheless crucial in enabling prediction, in supporting decisions, and in facilitating the design, control, and optimization of urban systems. In this article, we describe and implement a metasimulation scheme for extracting macroscopic information from local dynamics of agent-based simulation, which allows acceleration of coarse-scale computing and which may also serve as a precursor to handle emergence in complex urban simulation. We compare direct ABM simulation, population-level equation solutions, and coarse projective integration. We apply the scheme to the simulation of urban sprawl from local drivers of urbanization, urban growth, and population dynamics. Numerical examples of the three approaches are provided to compare their accuracy and efficiency. We find that our metasimulation scheme can significantly accelerate complex urban simulations while maintaining faithful representation of the original model.International Journal of Geographical Information Science 10/2012; DOI:10.1080/13658816.2012.669891 · 1.48 Impact Factor
Conference Paper: Reducing Memory Requirements for Diverse Animated Crowds[Show abstract] [Hide abstract]
ABSTRACT: https://www.youtube.com/watch?v=xE7tK7wWinM Large-scale crowd simulation and visualization is crucial for the next generation of interactive virtual environments. Current authoring techniques produce good results but are laborious, and demand valuable graphics memory and computational resources beyond the reach of consumer-level hardware. In this paper, we propose a technique for generating animatable characters for crowds that reduces memory requirements. The first step consists in reducing, segmenting and labeling a data set of virtual characters into simpler body parts; labeling information is then manually generated and used to correctly match different body parts in order to generate new characters. The second step comprises a method to embed the rig and skinning information into the texture space shared among the new characters. Additional methods using color, skin features, pattern, fat, wrinkle and textile fold maps are used to add more variety. Animation sequences are stored in auxiliary textures. These can be transferred between different characters, as well as versions of the same characters with different level of detail; such animations can be modified, and otherwise reused, increasing variety yet reducing memory requirements. We will demonstrate that our technique has four advantages: first, memory requirements are reduced by 91% when compared to traditional libraries; second, it can also generate previously nonexistent characters from the original data set; third, embedding the rig and skinning into texture space allows painless animation transfer between different characters and fourth, between different levels of detail of the same characters.Motion in Games, Dublin, Ireland; 11/2013
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ABSTRACT: Computational techniques for generating plausible-looking and authentically behaving synthetic walkers on simulated sidewalks are an important component of social science, engineering, planning, policy and management scenarios for many downtown settings, particularly for phenomena that are difficult to experiment with in reality. Yet, traditional approaches used to fashion model streetscapes and model people to fill them are usually sourced in proxy behaviours borrowed from physics and information heuristics, and while these are often conveniently parsimonious and analytically tractable, they can be limited in their ability to generate the sorts of rich synthetic realities in simulation that are commonly desired for extended experimentation. To facilitate the generation of higher-fidelity behavioural models, I present an alternative scheme based on behavioural geography in theoretical foundation and on polyspatial automata, space–time calculation and efficient computing as actionable media for simulation. Ultimately, the aim in introducing new approaches is to broaden the range of experimental scenarios that models can be applied to, and I present varied applied tests for the model infrastructure as a demonstration of the concept.07/2014; 20(3). DOI:10.1080/19475683.2014.944933