arXiv:2510.03081cs.RO2025-10被引 4

让机器人同时进化身体和控制策略,提升真实环境适应力。

Embracing Evolution: A Call for Body-Control Co-Design in Embodied Humanoid Robot

  • 身体与控制协同进化,模仿生物演化机制
  • 通过模拟到现实迁移与元策略学习实现高效迭代
  • 适合追求自适应智能机器人的研究者参考

人形机器人作为通用物理代理,需在多变的真实环境中有效运行,必须融合智能控制与可适应形态。现有研究多聚焦于固定结构下的控制策略优化,本文主张在协同设计框架下同步演化控制方法与机器人本体结构。受生物演化启发,该方法使机器人能在任务特定且资源受限的条件下,持续优化其形态与行为。尽管前景广阔,协同设计在人形机器人领域仍属探索阶段,亟待解决其可行性与必要性问题。为此,我们提出基于策略探索、Sim2Real迁移与元策略学习的实用协同设计方法,并从方法论、应用驱动与社区发展三个角度论证其重要性。本文还提出一系列开放问题,涵盖短期创新与长期目标,旨在引导未来研究,将协同设计确立为下一代智能自适应人形机器人发展的核心范式。

原文摘要 · Abstract (English)

Humanoid robots, as general-purpose physical agents, must integrate both intelligent control and adaptive morphology to operate effectively in diverse real-world environments. While recent research has focused primarily on optimizing control policies for fixed robot structures, this position paper argues for evolving both control strategies and humanoid robots' physical structure under a co-design mechanism. Inspired by biological evolution, this approach enables robots to iteratively adapt both their form and behavior to optimize performance within task-specific and resource-constrained contexts. Despite its promise, co-design in humanoid robotics remains a relatively underexplored domain, raising fundamental questions about its feasibility and necessity in achieving true embodied intelligence. To address these challenges, we propose practical co-design methodologies grounded in strategic exploration, Sim2Real transfer, and meta-policy learning. We further argue for the essential role of co-design by analyzing it from methodological, application-driven, and community-oriented perspectives. Striving to guide and inspire future studies, we present open research questions, spanning from short-term innovations to long-term goals. This work positions co-design as a cornerstone for developing the next generation of intelligent and adaptable humanoid agents.

人形机器人协同设计进化算法

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