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ROBUST ARTIFICIAL INTELLIGENCE INFERENCE IN EDGE COMPUTING DEVICES

机译:边缘计算设备中强大的人工智能推理

摘要

A system for supporting artificial intelligence inference in an edge computing device associated with a physical process or plant includes a neural network training module, a neural network testing module and a digital twin of the physical process or plant. The neural network training module is configured to train a neural network model for deployment to the edge computing device based on data including baseline training data and field data received from the edge computing device. The neural network testing module is configured to validate the trained neural network model prior to deployment to the edge computing device by leveraging the digital twin of the physical process or plant.
机译:一种用于支持与物理过程或工厂相关联的边缘计算设备中的人工智能推理的系统包括神经网络训练模块,神经网络测试模块和物理过程或工厂的数字双胞胎。 神经网络训练模块被配置为基于包括从边缘计算设备接收的基线训练数据和现场数据的数据训练用于部署到边缘计算设备的神经网络模型。 神经网络测试模块被配置为通过利用物理过程或工厂的数字双胞胎来验证培训的神经网络模型之前部署到边缘计算设备。

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