arXiv:2412.04023cs.ROcs.HC2024-12被引 2

用概率信念与风险阈值模拟行人错身时的默契回避行为。

A Model of the Sidewalk Salsa

  • 基于交互信念与移动计划的确定性模型
  • 对称场景下自然出现“人行道萨尔萨”现象
  • 支持文化偏见影响避让方向的已有假说

当两名行人迎面而行时,常会出现反复朝同一侧避让的尴尬互动,称为“人行道萨尔萨”。尽管现象普遍,但尚无模型能解释其产生机制。本文提出一种基于通信赋能交互框架的模型,假设行人具有确定的未来运动规划和对他人动作的概率信念,由此形成感知风险,并试图将风险维持在个人阈值以下。模拟显示,在对称场景中该模型可重现人行道萨尔萨;在存在初始位置偏移或风险阈值差异的场景中,其行为与真实行人观测结果高度一致。此外,两种其他情景支持先前文献提出的假设:文化规范(如对他人偏向左或右避让的固有信念)会促成该现象的发生。该模型为理解人行道互动提供了新视角,有助于提升移动机器人在类似人际交互中的决策能力。

原文摘要 · Abstract (English)

When two pedestrians approach each other on the sidewalk head-on, they sometimes engage in an awkward interaction, both deviating to the same side (repeatedly) to avoid a collision. This phenomenon is known as the sidewalk salsa. Although well known, no existing model describes how this "dance" arises. Such a model must capture the nuances of individual interactions between pedestrians that lead to the sidewalk salsa. Therefore, it could be helpful in the development of mobile robots that frequently participate in such individual interactions, for example, by informing robots in their decision-making. Here, I present a model based on the communication-enabled interaction framework capable of reproducing the sidewalk salsa. The model assumes pedestrians have a deterministic plan for their future movements and a probabilistic belief about the movements of another pedestrian. Combined, the plan and belief result in a perceived risk that pedestrians try to keep below a personal threshold. In simulations of this model, the sidewalk salsa occurs in a symmetrical scenario. At the same time, it shows behavior comparable to observed real-world pedestrian behavior in scenarios with initial position offsets or risk threshold differences. Two other scenarios provide support for a hypothesis from previous literature stating that cultural norms, in the form of a biased belief about on which side others will pass (i.e. deviating to the left or right), contribute to the occurrence of the sidewalk salsa. Thereby, the proposed model provides insight into how the sidewalk salsa arises.

行人建模社交交互机器人决策

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