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数据挖掘推动客户数据驱动车辆的开发进程 被引量:1
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作者 WEGENER Jan VAN PUTTEN Sebastiaan +1 位作者 NEUBECK Jens WAGNER Andreas 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2021年第S01期1-10,共10页
对于汽车等面向消费者的行业,数据驱动的产品开发是一项关键的系统工程。数据驱动方法的前提是数据本身,由于现代车辆的联网能力不断提高,使得汽车制造商能够以内部总线信号的形式记录并储存客户数据。由于这些数据并不用于外部,只用于... 对于汽车等面向消费者的行业,数据驱动的产品开发是一项关键的系统工程。数据驱动方法的前提是数据本身,由于现代车辆的联网能力不断提高,使得汽车制造商能够以内部总线信号的形式记录并储存客户数据。由于这些数据并不用于外部,只用于内部通信以保证车辆的安全性和功能性,这给这些数据的应用带来了一定的困难,因此汽车行业的主要问题在于如何利用数据挖掘技术从这些数据中提取客户需求及相关信息。为此,对上述数据应用问题进行了文献调研,并在此基础上开展数据挖掘的模拟研究,以确定现有数据挖掘过程在需求获取领域的适用性;进而提出一种扩展程序,使得数据挖掘技术能够应用于相关客户数据之中,从而加快车辆开发的进程。 展开更多
关键词 车辆开发 数据驱动 数据挖掘 跨行业数据挖掘标准流程 数据驱动需求获取
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Left-turn-acr oss-path-fr om-opposite-direction accidents in China:CIDAS accident study
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作者 Yong Chen Christian Buerger +9 位作者 Miao Lin Xudong Li Volker Labenski Haixia Jin Hai Wang Yang Liu Tsuyoshi Ino Harald Feifel Tian Tan Fangrong Chang 《Transportation Safety and Environment》 EI 2023年第4期78-90,共13页
Left-turn-across-path-from-opposite-direction(LTAP/OD)conflicts are one of the most common crash types at intersections.The research aims to reveal the general and dynamic information about the conflict for the most r... Left-turn-across-path-from-opposite-direction(LTAP/OD)conflicts are one of the most common crash types at intersections.The research aims to reveal the general and dynamic information about the conflict for the most relevant street layouts for each conflict configuration of the LTAP/OD accidents involving passenger cars,motorcycles and Ebikes.The analysis was based on 276 LTAP/OD 157 car-to-motorcycle conflicts and 75 car-to-Ebike conflicts.Most accidents belonging to the three types were observed at the wo accidents collected by the China in-depth accident study(CIDAS 2011-2019).The LTAP/OD accidents include 44 car-to-car conflicts.street layout without a green belt separating the oncoming lane and no offset lane between the turning car and the oncoming traffic,the main distance between both vehicles in the beginning of the critical situation being about four metres,occurring in the clear day with no rain and at junctions lighted either because of daylight or based on street lighting.In terms of the turning car initial speed,the range is 15-30 km/h for most car-to-car and car-to-motorcycle accidents,but 30-40 km/h for most car-to-Ebike accidents.As for the collision speed,this range is between10 km/h and 20km/h for car-to-car and car-to-Ebike accidents and between10 km/h and passenger cars,the maximum longitudinal distance is 60 m for both types of accidents and the maximum lateral distance ranges 25 km/h for car-to-motorcycle crashes.Based on the distributions of objective motorcycles’and Ebikes'positions in collisions with from -20 m to 20m and from -15 m to 15 m,respectively. 展开更多
关键词 TURNING SEPARATING lighting
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