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An Evolutionary Robotics Approach to the Control of Plant Growth and Motion: Modeling Plants and Crossing the Reality Gap

机译:控制植物生长和运动的进化机器人方法:植物建模和跨越现实鸿沟

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The self-organizing bio-hybrid collaboration ofrobots and natural plants allows for a variety of interestingapplications. As an example we investigate how robots can beused to control the growth and motion of a natural plant, using LEDs to provide stimuli. We follow an evolutionaryrobotics approach where task performance is determined bymonitoring the plant's reaction. First, we do initial plantexperiments with simple, predetermined controllers. Then weuse image sampling data as a model of the dynamics ofthe plant tip xy position. Second, we use this approach toevolve robot controllers in simulation. The task is to makethe plant approach three predetermined, distinct points in anxy-plane. Finally, we test the evolved controllers in real plantexperiments and find that we cross the reality gap successfully. We shortly describe how we have extended from plant tipto many points on the plant, for a model of the plant stemdynamics. Future work will extend to two-axes image samplingfor a 3-d approach.
机译:机器人和天然植物的自组织生物混合协作可实现各种有趣的应用。作为示例,我们研究了如何利用LED提供刺激来利用机器人控制天然植物的生长和运动。我们遵循进化机器人方法,其中任务绩效是通过监视植物的反应来确定的。首先,我们使用简单的预定控制器进行初始工厂实验。然后,我们将图像采样数据用作植物尖端xy位置动态模型。其次,我们使用这种方法在仿真中发展机器人控制器。任务是使植物接近轴心平面上三个预定的不同点。最后,我们在实际的工厂实验中测试了进化的控制器,发现我们成功地克服了现实的空白。我们简短地描述了如何从植物尖端扩展到植物上的许多点,以建立植物茎动力学模型。未来的工作将扩展到采用3维方法的两轴图像采样。

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