Method and apparatus for edge-based notification through crowdsourcing real-time fleet communication

Apparatuses, methods, and systems of an edge server are provided. The edge server communicates with the vehicle by continuously receiving messages. The message includes data of a state transition of an electronic control unit (ECU) included in each vehicle; monitoring streaming message data from each vehicle in real time to detect data updates regarding state transitions of the ECUs used in operation of the vehicles; crowdsourcing data of state transitions of the ECUs in real time during vehicle operation to combine state transition data with versatility together as crowdsourced transition data; processing the crowdsourcing conversion data by using a machine learning model so as to classify the crowdsourcing conversion data of the abnormal event; and pre-sending an alert of the abnormal event to the identified vehicle in order for the driver or ADAS to perform a response. 边缘服务器的装置、方法和系统，该边缘服务器通过连续接收消息来与车辆通信，该消息包括每个车辆中包含的电子控制单元(ECU)的状态转换的数据；实时监视来自每个车辆的流消息数据，以检测关于车辆操作中使用的ECU的状态转换的数据更新；在车辆操作期间实时众包ECU的状态转换的数据，以将具