CUED Publications database

Morphological Evolution of Physical Robots through Model-Free Phenotype Development.

Brodbeck, L and Hauser, S and Iida, F (2015) Morphological Evolution of Physical Robots through Model-Free Phenotype Development. PLoS One, 10. e0128444-.

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Abstract

Artificial evolution of physical systems is a stochastic optimization method in which physical machines are iteratively adapted to a target function. The key for a meaningful design optimization is the capability to build variations of physical machines through the course of the evolutionary process. The optimization in turn no longer relies on complex physics models that are prone to the reality gap, a mismatch between simulated and real-world behavior. We report model-free development and evaluation of phenotypes in the artificial evolution of physical systems, in which a mother robot autonomously designs and assembles locomotion agents. The locomotion agents are automatically placed in the testing environment and their locomotion behavior is analyzed in the real world. This feedback is used for the design of the next iteration. Through experiments with a total of 500 autonomously built locomotion agents, this article shows diversification of morphology and behavior of physical robots for the improvement of functionality with limited resources.

Item Type: Article
Uncontrolled Keywords: Algorithms Equipment Design Models, Theoretical Robotics
Subjects: UNSPECIFIED
Divisions: Div F > Machine Intelligence
Depositing User: Cron Job
Date Deposited: 17 Jul 2017 19:32
Last Modified: 21 Nov 2017 03:07
DOI: