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Method and apparatus for providing a sparse Gaussian process model for calculation in an engine control unit

机译:用于提供稀疏高斯过程模型以在发动机控制单元中进行计算的方法和装置

摘要

The invention relates to a method for determining a sparse Gaussian process model for execution in a purely hardware-based model calculation unit (43), comprising the following steps: - providing support point data points, a parameter vector based thereon and corresponding hyperparameters; Determining or providing vertex virtual data points for the sparse Gaussian process model; and determining a parameter vector Q * y for the sparse Gaussian process model using a Cholesky decomposition of a covariance matrix KM between the virtual tributary data points and depending on the tributary data points, the parameter vector based thereon and the corresponding hyperparameters representing the sparse Gaussian process Define model.
机译:本发明涉及一种确定稀疏高斯过程模型以在纯粹基于硬件的模型计算单元(43)中执行的方法,包括以下步骤:-提供支持点数据点,基于其的参数向量和相应的超参数;为稀疏的高斯过程模型确定或提供顶点虚拟数据点;并使用虚拟支流数据点之间的协方差矩阵KM的Cholesky分解并根据支流数据点,基于其的参数矢量和代表稀疏高斯的超参数确定用于稀疏高斯过程模型的参数矢量Q * y过程定义模型。

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