空间竞争建模:一群避开人群的代理之间的空间自组织导致的新出现的低效率和不平等现象

Ann Mary Mathew, V Sasidevan
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摘要

争夺有限的资源是许多复杂系统的特点,而这种资源往往就是物理空间本身。在本研究中,我们研究了一个新颖的模型,旨在阐明复杂自适应系统中的动力学和涌现,在这个系统中,代理体为争夺某种空间分布的资源而竞争。具体地说,在该模型中,动力学的产生是由于代理试图定位自己,以避免在本地所经历的物理拥挤。我们详细描述了该模型的突发行为对系统种群密度和个体水平的代理特质的依赖性,如代理将其邻域视为的空间范围、该邻域内可容忍的占用密度极限以及代理对邻域占用的信息获取能力。我们发现,代理利用物理空间的效率会在两个密度值上发生转变。第一个过渡阶段划分了系统的高效和低效阶段,第二个过渡阶段表示低效达到最大值的密度。我们的研究表明,低效率的变化与代理人可获取的信息有关,在第二个过渡密度上下表现出相反的行为。我们还研究了模型中资源共享的不平等问题,结果表明,虽然低效率可能是信息的非单调函数,这取决于模型的参数,但一般来说,不平等会随着信息的增加而减少。我们的研究揭示了复杂适应系统中竞争、空间约束和代理特质的作用,为我们深入了解这些系统的出现行为提供了启示。
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Modelling competition for space: Emergent inefficiency and inequality due to spatial self-organization among a group of crowd-avoiding agents
Competition for a limited resource is the hallmark of many complex systems, and often, that resource turns out to be the physical space itself. In this work, we study a novel model designed to elucidate the dynamics and emergence in complex adaptive systems in which agents compete for some spatially spread resource. Specifically, in the model, the dynamics result from the agents trying to position themselves in the quest to avoid physical crowding experienced locally. We characterize in detail the dependence of the emergent behavior of the model on the population density of the system and the individual-level agent traits such as the extent of space an agent considers as her neighborhood, the limit of occupation density one tolerates within that neighborhood, and the information accessibility of the agents about neighborhood occupancy. We show that the efficiency with which the agents utilize the physical space shows transitions at two values of densities. The first of these transitions demarcates efficient and inefficient phases of the system, and the second one signifies the density at which the inefficiency is maximum. We show that the variation of inefficiency with respect to the information accessible to the agents shows opposing behavior above and below this second transition density. We also look into the inequality of resource sharing in the model and show that although inefficiency can be a non-monotonic function of information depending upon the parameters of the model, inequality, in general, decreases with information. Our study sheds light on the role of competition, spatial constraints, and agent traits within complex adaptive systems, offering insights into their emergent behaviors.
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