The invention relates to geospatial clustering of regions for autonomous systems and applications using neural networks. In various examples, a cluster of cells sharing similarity is determined using a cell model that divides a geographic area into one or more cells. Sensor data is provided to one or more machine learning models that are trained for classifying the sensor data into one or more cells of the cell model. Based on classifying sensor data into cells of a cell model, similarities between pairs of cells of the cell model may be determined and used to form clusters of sufficiently similar cells in order to assist in managing training data for training a machine learning model in order to assist in autonomous or semi-autonomous machines in the surrounding environment.
本公开涉及使用神经网络用于自主系统和应用的区域的地理空间集群。在各种示例中,使用单元模型来确定共享相似性的单元的集群,所述单元模型将地理区域划分为一个或更多个单元。将传感器数据提供给一个或更多个机器学习模型,所述机器学习模型经训练用于将所述传感器数据分类到所述单元模型的一个或更多个单元。基于将传感器数据分类到单元模型的单元,所述单元模型的单元对之间的相似性可以被确定并用于形成足够相似的所述单元的集群,以便帮助管理用于训练机器学习模型的训练数据,以便帮助周围环境中的自主或半自主机器。
Geospatial clustering of regions for autonomous systems and applications using neural networks
使用神经网络用于自主系统和应用的区域的地理空间集群
2023-11-10
Patent
Electronic Resource
Chinese
IPC: | G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
3D SURFACE STRUCTURE ESTIMATION USING NEURAL NETWORKS FOR AUTONOMOUS SYSTEMS AND APPLICATIONS
European Patent Office | 2023
|3D surface structure estimation using neural networks for autonomous systems and applications
European Patent Office | 2024
|3D SURFACE STRUCTURE ESTIMATION USING NEURAL NETWORKS FOR AUTONOMOUS SYSTEMS AND APPLICATIONS
European Patent Office | 2023
|3D surface structure estimation using neural networks for autonomous systems and applications
European Patent Office | 2024
|Interactive geospatial map and geospatial visualization systems
European Patent Office | 2022
|