arXiv:2605.11825cs.RO2026-05

研究人形机器人触觉表达如何受身体部位和约束影响。

Mapping Embodied Affective Touch Strategies on a Humanoid Robot

论文配图:Mapping Embodied Affective Touch Strategies on a Humanoid Robot
图 1 · 摘自论文原文
  • 通过32人实验,分析不同身体区域触觉策略差异。
  • 上半身易接触区偏好明显,特定情绪在受限区域更显著。
  • 触觉策略不跨条件迁移,适合人机交互设计者参考。

情感触觉在人机交互中不仅受情绪意图影响,还受机器人本体特性制约,包括触觉位置、物理限制及感知能动性或社会角色。现有研究多聚焦单一或少数身体部位,难以理解情感触觉在全身体上的泛化规律。本研究招募32名参与者与配备全身分布式触觉传感器的iCub机器人互动,分别在自由触碰、仅手臂触碰和仅躯干触碰三种条件下表达八种情绪。结果显示,身体区域与空间约束共同影响触碰位置与动态特征。在自由触碰中,参与者更倾向社交可及的上半身区域,而较少触碰区域表现出更强的情绪特异性;情绪差异在手臂触碰中体现于运动特征,在躯干触碰中则体现于压力特征。触觉策略在自由与受限条件下无法直接迁移,即使在同一粗略身体区域亦然。互动后,约30%参与者报告对机器人的亲近感提升,感知社会关系发生改变。这些发现表明,情感触觉表达强烈依赖身体区域,并受本体约束塑造。

原文摘要 · Abstract (English)

Affective touch in human-robot interaction is shaped not only by emotional intent, but also by robot embodiment, including touch location, physical constraints, and perceived agency or social role. Existing HRI studies typically focus on one or two isolated body parts, limiting understanding of how affective touch generalises across the full humanoid body. We present a study with 32 participants interacting with the iCub robot, which is equipped with full-body distributed tactile sensors. Participants expressed eight emotions under three conditions: free touch, arm-only touch, and torso-only touch. Results show that body region and spatial constraints jointly shaped both touch location and dynamics. In free touch, participants preferred socially accessible upper-body regions, while less frequently touched areas showed stronger emotion-specific selectivity. Emotion-related variation was more evident in motion features for arm-only touch and pressure features for torso-only touch. Touch strategies also did not transfer directly between free and constrained conditions, even within the same coarse body region. Participants reported increased closeness to the robot after interaction, with around 30 percent reporting a change in perceived social relationship. Together, these findings show that affective touch expression is strongly body-region dependent and shaped by embodiment constraints.

人机交互情感计算触觉反馈机器人设计

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