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Method, control arrangement and machine learning based system for proactively acting on situations involving an increased traffic accident risk

机译:在涉及交通事故风险增加的情况下主动采取行动的方法,控制装置和基于机器学习的系统

摘要

Method (600) for creating an artificial intuition functionality, capable of proactively act on situations involving an increased traffic accident risk. The method (600) comprises: collecting (601) vehicle environmental data via at least one sensor (110a, 110b, 110c) in a manned vehicle (100a, 100b); detecting (602) a precautious driver action/ reaction, indicating an increased traffic accident risk; labelling (604) the vehicle environmental data at the moment when the precautious driver action/ reaction, is detected (602); extracting (605) vehicle environmental data to be used for learning, based on the labelled (604) vehicle environmental data; creating (606) an artificial intuition functionality, capable of proactively act on situations involving an increased traffic accident risk, by training a machine learning based system (200), based on the extracted (605) vehicle environmental data; and implementing (607) the created (606) artificial intuition functionality in a control arrangement (510) of an autonomous vehicle (500).
机译:用于创建人工直觉功能的方法(600),该方法能够在涉及交通事故风险增加的情况下主动采取行动。方法(600)包括:经由有人驾驶的车辆(100a,100b)中的至少一个传感器(110a,110b,110c)收集(601)车辆环境数据;检测(602)谨慎的驾驶员动作/反应,指示增加的交通事故风险;在检测到谨慎的驾驶员动作/反应时标记(604)车辆环境数据(602);基于标记的(604)车辆环境数据,提取(605)用于学习的车辆环境数据;通过基于提取的(605)车辆环境数据训练基于机器学习的系统(200),创建(606)能够在涉及交通事故风险增加的情况下主动采取行动的人工直觉功能;在自动驾驶汽车(500)的控制装置(510)中实现(607)所创建的(606)人工直觉功能。

著录项

  • 公开/公告号SE541635C2

    专利类型

  • 公开/公告日2019-11-19

    原文格式PDF

  • 申请/专利权人 SCANIA CV AB;

    申请/专利号SE20180050271

  • 发明设计人 NORÉN CHRISTOFFER;JOHANSSON MIKAEL;

    申请日2018-03-12

  • 分类号G05D1/02;B60W30/18;G06N3/02;G06N5/02;

  • 国家 SE

  • 入库时间 2022-08-21 11:15:41

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