進化アルゴリズムで生成された自己修復型ロボット(These robots are born to run ― and never die)

2026-03-06 ノースウェスタン大学

米ノースウェスタン大学の研究チームは、進化的アルゴリズムを用いて設計された自己適応型ロボットを開発した。研究ではコンピュータ上でロボットの形状や動作を進化的に最適化し、3Dプリントによって実体化する手法を採用。生成されたロボットは四脚構造で、高速で安定した走行が可能なだけでなく、損傷を受けても動作を継続できる高い耐障害性を示した。研究者はこの特性を「refuse to die(簡単には停止しない)」と表現している。ロボットは単純な設計ながら効率的な歩行パターンを獲得し、複雑な制御なしで環境に適応する能力を持つ。こうした進化的設計手法は、災害救助や危険環境での探索、宇宙探査など、人間が直接操作しにくい状況で活躍するロボットの開発につながる可能性がある。

<関連情報>

再構成可能なモジュール型ロボットによる機敏な脚運動 Agile legged locomotion in reconfigurable modular robots

Chen Yu, David Matthews, Jingxian Wang, +3 , and Sam Kriegman
Proceedings of the National Academy of Sciences  Published:March 6, 2026
DOI:https://doi.org/10.1073/pnas.2519129123

進化アルゴリズムで生成された自己修復型ロボット(These robots are born to run ― and never die)

Significance

All legged robots deployed “in the wild” to date were given a body plan that was predefined by human designers and could not be redefined in situ. The manual and permanent nature of this process has resulted in very few species of agile terrestrial robots beyond familiar four-limbed forms. Here, we introduce highly athletic modular building blocks and show how they enable the automatic design and rapid assembly of novel agile robots that can “hit the ground running” in unstructured outdoor environments. This suggests that others may adopt this approach to synthesize and study adaptive behaviors in the field using morphologies that emerge from the demands of the environment rather than prior assumptions.

Abstract

Legged machines are becoming increasingly agile and adaptive, but they have so far lacked the morphological diversity of legged animals, which have been rearranged and reshaped to fill millions of niches. Unlike their biological counterparts, legged machines have largely converged over the past decade to canonical quadrupedal and bipedal architectures that cannot be easily reconfigured to meet new tasks or recover from injury. Here, we introduce autonomous modular legs: agile yet minimal, single-degree-of-freedom jointed links that can learn complex dynamic behaviors and may be freely attached to form multilegged machines at the meter scale. This enables rapid repair, redesign, and recombination of highly dynamic modular agents that move quickly and acrobatically (nonquasistatically) through unstructured environments. Because each module is itself a complete agent, the bodies that contain them can sustain deep structural damage that would completely disable other legged robots. We also show how to encode the vast space of possible body configurations into a compact latent design space that can be efficiently explored, revealing a wide diversity of novel legged forms.

0109ロボット
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