arXiv:2501.08077cs.RO2025-01被引 6

用流体弹性接触模型高效模拟触觉传感器,兼顾真实物理与计算效率。

HydroelasticTouch: Simulation of Tactile Sensors with Hydroelastic Contact Surfaces

  • 基于流体弹性接触模型,实现软软/软硬接触的高保真力场模拟。
  • 在非凸接触表面生成平滑压力分布,支持触觉信号积分输出。
  • 零样本跨域迁移成功,适合机器人触觉感知与仿真研究者。

得益于低成本、高分辨率触觉传感器的发展,触觉感知在密集接触的机器人操作任务中日益流行。随着数据驱动方法对大规模数据集的需求,研究社区涌现出多种触觉传感器仿真方法,以克服真实数据采集的局限。现有方法主要分为两类:快速但不准确的软点接触模型,以及慢速但精确的有限元建模。本文提出一种新型压力型触觉传感器仿真方法,采用流体弹性接触模型,在合理计算成本下实现高度物理真实感。该模型能为软-软及软-硬接触提供平滑的接触力,适用于非凸接触表面。接触面上各点的压力值可被近似并积分以计算传感器输出。通过零样本模拟到现实的迁移实验,验证了模型合成真实触觉数据的能力。该仿真已作为开源MuJoCo模拟器插件发布。

原文摘要 · Abstract (English)

Thanks to recent advancements in the development of inexpensive, high-resolution tactile sensors, touch sensing has become popular in contact-rich robotic manipulation tasks. With the surge of data-driven methods and their requirement for substantial datasets, several methods of simulating tactile sensors have emerged in the tactile research community to overcome real-world data collection limitations. These simulation approaches can be split into two main categories: fast but inaccurate (soft) point-contact models and slow but accurate finite element modeling. In this work, we present a novel approach to simulating pressure-based tactile sensors using the hydroelastic contact model, which provides a high degree of physical realism at a reasonable computational cost. This model produces smooth contact forces for soft-to-soft and soft-to-rigid contacts along even non-convex contact surfaces. Pressure values are approximated at each point of the contact surface and can be integrated to calculate sensor outputs. We validate our models' capacity to synthesize real-world tactile data by conducting zero-shot sim-to-real transfer of a model for object state estimation. Our simulation is available as a plug-in to our open-source, MuJoCo-based simulator.

触觉仿真物理模拟机器人感知

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