关键词: 智能网联汽车；车载服务；商业生态；车主画像；K-means++；卷积神经网络

Abstract: A good intelligent connected vehicle vehicle service ecosystem can not only promote the healthy development of the intelligent connected vehicle vehicle service market, but also provide more development momentum and cash opportunities for the vehicle service research and development industry, and ultimately provide the market with better quality vehicle service products. Based on the current situation of the continuous development of intelligent connected vehicle vehicle services, this paper analyzes its market foundation and development problems in detail, and proposes solutions for building an intelligent connected vehicle services business ecosystem. It includes establishing the business ecological concept of vehicle service, adopting K-means++ clustering algorithm and convolutional neural network (CNN) portrait as its main application technology, maintaining market order, and building business models.

Key words: Intelligent connected vehicles; In-vehicle service; Commercial ecology; Portrait of the owner; K-means++; Convolutional neural network