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Evolutionary Developmental Robotics: Improving Morphology and Control of Physical Robots

机译:进化发展机器人:提高物理机器人的形态和控制

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摘要

Evolutionary algorithms have previously been applied to the design of morphology and control of robots. The design space for such tasks can be very complex, which can prevent evolution from efficiently discovering fit solutions. In this article we introduce an evolutionary-developmental (Evo-devo) experiment with real-world robots. It allows robots to `grow' their leg size to simulate ontogenetic morphological changes, and this is the first time that such an experiment has been performed in the physical world. To test diverse robot morphologies, robot legs of variable shapes were generated during the evolutionary process and autonomously built using additive fabrication. We present two cases with Evo-devo experiments and one with Evolution, and we hypothesize that the addition of a developmental stage can be used within robotics to improve performance. Moreover, our results show that a non-linear system-environment interaction exists, which explains the non-trivial locomotion patterns observed. In the future, robots will be present in our daily lives, and this work introduces for the first time physical robots that evolve and grow while interacting with the environment.
机译:以前已经应用于机器人的形态和控制设计的进化算法。这种任务的设计空间可以非常复杂,这可以防止进化从有效地发现适合解决方案。在本文中,我们介绍了具有现实世界机器人的进化发展(Evo-Devo)实验。它允许机器人“成长”它们的腿部尺寸以模拟整殖形态变化,这是第一次在物理世界中进行这样的实验。为了测试各种机器人形态,在进化过程中产生可变形状的机器人腿,并使用添加剂制造自动构建。我们在evo-devo实验和一个带有演变的情况下提出了两个案例,我们假设可以在机器人中使用发育阶段来提高性能。此外,我们的结果表明,存在非线性系统环境相互作用,其解释了观察到的非琐碎的运动模式。未来,机器人将存在于我们的日常生活中,这项工作引入了第一次在与环境交流时演变和增长的物理机器人。

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