arXiv:2511.06796cs.RO2025-11被引 1

量化人形机器人执行器是否真正达到人类水平

Human-Level Actuation for Humanoids

  • 建立统一关节坐标系与运动范围标准,实现人机对比
  • 提出双指标验证:同一姿势下扭矩与功率是否同步达标
  • 综合六项物理指标评分,揭示传统峰值参数忽视的权衡

人形机器人宣称达到“人类水平”执行能力的说法常见但缺乏量化依据。仅看峰值扭矩或速度无法反映关节在任务相关姿态和速率下同时具备的扭矩、功率与耐久性。本文提出一个可测量、可比较的综合框架。第一,基于ISB规范建立关节自由度图谱(DoF atlas),统一人机关节坐标系与运动范围。第二,引入“人类等效包络线”(HEE),通过测量机器人在特定关节角与转速 (q,ω) 下是否同时满足人类扭矩与功率要求,并按行走、爬楼梯、举重、伸手及手部动作等任务带中的正机械功加权。第三,构建“人类水平执行器评分”(HLAS),整合六个物理基础因子:工作空间覆盖(ROM与DoF)、HEE覆盖、扭矩模式带宽、效率与热可持续性。通过测力仪、电能监测与热测试提供可复现的实验协议,获取所有HLAS输入。实例展示多关节人形机器人计算过程,揭示齿轮比与带宽、效率间的权衡关系,而这些被峰值扭矩指标掩盖。该框架既可用于人形机器人设计规范,也可作为执行器系统基准评估,所有成分均基于已发表的人体生物力学数据。

原文摘要 · Abstract (English)

Claims that humanoid robots achieve ``human-level'' actuation are common but rarely quantified. Peak torque or speed specifications tell us little about whether a joint can deliver the right combination of torque, power, and endurance at task-relevant postures and rates. We introduce a comprehensive framework that makes ``human-level'' measurable and comparable across systems. Our approach has three components. First, a kinematic \emph{DoF atlas} standardizes joint coordinate systems and ranges of motion using ISB-based conventions, ensuring that human and robot joints are compared in the same reference frames. Second, \emph{Human-Equivalence Envelopes (HEE)} define per-joint requirements by measuring whether a robot meets human torque \emph{and} power simultaneously at the same joint angle and rate $(q,ω)$, weighted by positive mechanical work in task-specific bands (walking, stairs, lifting, reaching, and hand actions). Third, the \emph{Human-Level Actuation Score (HLAS)} aggregates six physically grounded factors: workspace coverage (ROM and DoF), HEE coverage, torque-mode bandwidth, efficiency, and thermal sustainability. We provide detailed measurement protocols using dynamometry, electrical power monitoring, and thermal testing that yield every HLAS input from reproducible experiments. A worked example demonstrates HLAS computation for a multi-joint humanoid, showing how the score exposes actuator trade-offs (gearing ratio versus bandwidth and efficiency) that peak-torque specifications obscure. The framework serves as both a design specification for humanoid development and a benchmarking standard for comparing actuation systems, with all components grounded in published human biomechanics data.

人形机器人执行器性能评估

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