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rescue route and time simulation apparatus using reinforcement learing

机译:强化学习的救援路径与时间模拟装置

摘要

The present invention relates to a structural path and rescue time simulation apparatus of a disaster structure through reinforcement learning, the structure of the disaster structure through reinforcement learning to perform a path search based on the behavior compensation value and integration compensation value calculated in each search node The present invention relates to a path and rescue time simulation apparatus. To this end, extract the outline of the structure based on the floor plan of the structure, create an environment setting unit that sets each property of the agent, doorway, and disaster that may occur in the structure, and create and arrange unit nodes based on the outline of the structure. A node unit for setting attribute values to each node, a reinforcement learning unit for predicting and determining an action direction of an agent to an adjacent node when searching for a structure path based on a unit node, and a structure for determining whether to proceed with the search for a structure path; The structure of the disaster structure through reinforcement learning includes setting a disaster scenario of the structure according to the path search, controlling to simulate the structure path according to the disaster scenario, and calculating a rescue time according to the structure path. A path and rescue time simulation apparatus is disclosed.
机译:本发明涉及一种通过强化学习的灾害结构的结构路径和救援时间模拟装置,通过强化学习的灾害结构的结构,基于在每个搜索节点中计算出的行为补偿值和积分补偿值,进行路径搜索。路径和救援时间模拟设备技术领域本发明涉及一种路径和救援时间模拟设备。为此,请根据结构的平面图提取结构的轮廓,创建一个环境设置单元,以设置该结构中可能发生的座席,门廊和灾难的每个属性,并基于该单元创建并安排单元节点。在结构的轮廓上。用于为每个节点设置属性值的节点单元,用于在基于单元节点搜索结构路径时预测和确定代理对相邻节点的动作方向的增强学习单元以及用于确定是否继续进行操作的结构寻找结构路径;通过强化学习的灾难结构的结构包括:根据路径搜索设置结构的灾难场景;根据灾难场景控制模拟结构路径;以及根据结构路径计算救援时间。公开了一种路径和救援时间模拟设备。

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