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Evolving Controllers for Electric Vehicle Charging

机译:电动汽车充电控制器的不断发展

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We describe an algorithm to design controllers for the charging of electric vehicles. The controller is represented as a neural network, whose weights are set by an evolutionary algorithm in order to minimize the changes in the overall electrical consumption. The presented algorithm provides de-centralized controllers that also respect the privacy of the owner of electric vehicles, i.e. the controller does not share the information about charging with any third party. The presented controllers also require only a very small amount of memory and computational resources and are thus suitable for implementation in embedded systems.
机译:我们描述了一种算法,用于设计用于电动汽车充电的控制器。控制器表示为一个神经网络,其权重由进化算法设置,以最大程度地减少总电耗的变化。提出的算法提供了分散的控制器,该分散的控制器也尊重电动车拥有者的隐私,即,该控制器不与任何第三方共享有关充电的信息。所提出的控制器还仅需要非常少量的存储器和计算资源,因此适合在嵌入式系统中实现。

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