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Customizable hardware design of fuzzy controllers applied to autonomous car driving

机译:适用于自动驾驶的模糊控制器的可定制硬件设计

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Nowadays, final products often encompass a certain intelligence therein to deal with variation or lack of precision in the sensing input data. This intelligence is usually acquired via the utilization of existing soft techniques, such as artificial neural networks, genetic algorithms and fuzzy control, among others. Thus, it is profitable to have on-the-shelf shell scalable and adaptive hardware designs that implement these soft techniques. This availability allows for an immediate embedding of any of those designs onto final products. This usually entails a reduced time-to-market of the product. Process control is one of the many applications that took advantage of the fuzzy paradigm. In general, controllers are embedded into the controlled device. This paper presents a novel design of a reconfigurable efficient parallel architecture to implement fuzzy controllers on hardware with almost no design effort for final users. The proposed architecture is herein proven suitable for embedding. It is customizable, so it allows the setup and configuration of the controller parameters, and hence its use for any problem application. Two fuzzy controllers that model autonomous car driving are implemented and their cost and performance evaluated.
机译:如今,最终产品通常在其中包含一定的智能,以处理感测输入数据的变化或精度不足。通常通过利用现有的软技术(例如人工神经网络,遗传算法和模糊控制)来获得这种智能。因此,实现这些软技术的现成的外壳可伸缩和自适应硬件设计是有利可图的。这种可用性允许立即将这些设计中的任何一个嵌入最终产品中。这通常会缩短产品的上市时间。过程控制是利用模糊范式的众多应用之一。通常,控制器被嵌入到受控设备中。本文提出了一种可重新配置的高效并行架构的新颖设计,该架构可在硬件上实现模糊控制器,而最终用户几乎无需进行任何设计工作。本文证明所提出的体系结构适合于嵌入。它是可定制的,因此它允许设置和配置控制器参数,因此可用于任何有问题的应用程序。实现了两个对自动驾驶汽车进行建模的模糊控制器,并对它们的成本和性能进行了评估。

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