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用于控制昆虫型微型飞行器的一种改进的演化振荡器及基函数集

An Improved Evolvable Oscillator and Basis Function Set for Control of an Insect-Scale Flapping-Wing Micro Air Vehicle

  • 摘要: 本文介绍了一种改进的可演化以及自适应硬件振荡器设计方法, 该设计支持在受损的或者存在制造误差的昆虫型微飞行器中自适应地恢复控制精度。本文给出了一些初步的实验结果, 该实验结果表明之前使用的基函数集合可能太大以及通过缩减振荡器的搜索空间可以显著地改善学习次数。本文的结尾对将这种自适应的、可演化的振荡器应用到整车控制进行了讨论, 并考虑了长远的目标和需求。

     

    Abstract: This paper introduces an improved evolvable and adaptive hardware oscillator design capable of supporting adaptation intended to restore control precision in damaged or imperfectly manufactured insect-scale flapping-wing micro air vehicles. It will also present preliminary experimental results demonstrating that previously used basis function sets may have been too large and that significantly improved learning times may be achieved by judiciously culling the oscillator search space. The paper will conclude with a discussion of the application of this adaptive, evolvable oscillator to full vehicle control as well as the consideration of longer term goals and requirements.

     

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