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MACHINE LEARNING TECHNIQUES FOR PRECISE POSITION DETERMINATION

机译:精确确定位置的机器学习技术

摘要

Systems, methods, computer program products, and apparatuses to determine, by a neural network based on training data related to wireless signals exchanged by a device and a plurality of wireless access points in an environment, a respective distance between the device and each wireless access point, receive location data related to a respective location of each wireless access point of the plurality of wireless access points, determine a geometric cost of the neural network based on a geometric cost function, the respective distances, and the received location data, and train a plurality of values of the neural network based on a backpropagation and the determined geometric cost.
机译:系统,方法,计算机程序产品和装置,通过神经网络基于与设备和环境中的多个无线接入点交换的无线信号有关的训练数据,确定设备与每个无线接入之间的各自距离点,接收与多个无线访问点中每个无线访问点的各自位置有关的位置数据,基于几何成本函数,各个距离和接收到的位置数据确定神经网络的几何成本,并进行训练基于反向传播和确定的几何代价的神经网络的多个值。

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