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An Evolvable Driver for a Non-Linear Damped Pendulum

机译:非线性阻尼摆的可演化驱动器

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摘要

In this work, an evolvable hardware technique has been applied to a real control environment composed by a damped pendulum. A combinatorial 4 bit circuit input/output driver design by genetic algorithms will be implemented in an Altera Cyclone II FPGA, aiming to prove the efficiency of the evolvable design. A proportional driver tuned by a genetic algorithm (Kp-AG) was also implemented and subjected to the same tests to compare their performance against the Evolvable Hardware design. Experiments use a square reference signal to force overshoot errors, and, a sinusoidal signal to sample the response for both drivers. The results obtained by the experiments show that the evolutionary approach to design drivers can be competitive and improve considerably the control in this particular case of nonlinear control using low resolution feedback information.
机译:在这项工作中,可演化的硬件技术已应用于由阻尼摆组成的实际控制环境。通过遗传算法的组合式4位电路输入/输出驱动器设计将在Altera Cyclone II FPGA中实现,旨在证明可扩展设计的效率。还实施了通过遗传算法(Kp-AG)调整的比例驱动器,并进行了相同的测试,以将其性能与Evolvable Hardware设计进行比较。实验使用平方参考信号强制过冲误差,并使用正弦信号采样两个驱动器的响应。通过实验获得的结果表明,在这种使用低分辨率反馈信息进行非线性控制的特殊情况下,设计驱动器的进化方法可以具有竞争力,并可以显着改善控制。

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