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REINFORCEMENT LEARNING-BASED SENSOR DATA MANAGEMENT METHOD AND SYSTEM

机译:基于强化学习的传感器数据管理方法和系统

摘要

A reinforcement learning-based sensor data management system includes a processor configured to: manage virtualized objects that correspond to sensors included in a sensor network to update data received from each sensor and queries representing a data quality requested by an application; calculate an abstracted action that abstracts a size of an action space of the sensor network based on present state information of the virtualized objects and the queries; calculate scores for virtualized objects based on position relationships between the calculated abstracted action the virtualized objects; and assign priorities to the virtualized objects based on the calculated scores to update data received from the sensors to the virtualized objects according to the priorities.
机译:基于加强学习的传感器数据管理系统包括配置为:管理对应于传感器网络中包括的传感器的虚拟化对象,以更新从每个传感器接收的数据和表示应用程序所请求的数据质量的查询;基于虚拟化对象和查询的当前状态信息,计算抽象的动作,该动作摘要传感器网络的动作空间的尺寸;基于计算的抽象动作之间的位置关系计算虚拟化对象的分数;基于计算的分数为虚拟化对象分配优先级,以根据优先级更新从传感器接收到虚拟化对象的数据。

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