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Complex Behaviours Through Modulation in Autonomous Robot Control

机译:通过自主机器人控制调制的复杂行为

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Combining previous experience and knowledge to contemplate tasks of increasing complexity is one of the most interesting problems in autonomous robotics. Here we present an ANN based modular architecture that uses the concept of modulation to increase the possibilities of reusing previously obtained modules. A first approximation to the modulation of the actuators was tested in a previous paper where we showed how it was useful to obtain more complex behaviours that those obtained using only activation/inhibition. In this paper we extend the concept to sensor modulation, which enables the architecture to easily modify the required behaviour for a module, we show how both types of modulation can be used at the same time and how the activation/inhibition can be seen as a particular case of modulation. Some examples in a real robot illustrate the capabilities of the whole architecture.
机译:将以前的经验和知识结合在于考虑增加复杂性的任务是自治机器人中最有趣的问题之一。在这里,我们介绍了一个基于ANN的模块化架构,它使用调制概念来增加重用先前获得的模块的可能性。在先前的论文中测试了对致动器调制的第一近似,在其中我们表明如何获得更多的复杂性行为,其仅使用仅使用激活/抑制来获得。在本文中,我们将该概念扩展到传感器调制,这使得架构能够轻松地修改模块所需的行为,我们展示了如何同时使用两种类型的调制以及如何将激活/抑制视为a特定调制情况。真实机器人中的一些示例说明了整个架构的能力。

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