The invention provides a distributed federal learning method based on emotion perception. The method comprises the steps that a central server constructs an emotion dynamic evolution graph global model; the central server initializes the global model of the emotion dynamic evolution diagram to obtain a to-be-distributed global model; the central server distributes the global model to be distributed to the vehicle nodes; the vehicle node constructs a local model according to the received global model to be distributed; the vehicle node performs emotional state recognition of the vehicle user based on the local model to obtain an emotional state recognition result; and the vehicle node controls the target vehicle to adjust the interaction mode and the service content of the current vehicle system through a pre-constructed dynamic emotion self-adaptive engine and the emotion state recognition result. According to the method, the interaction mode and service content capability can be dynamically adjusted according to the emotional state so as to adapt to the current user emotion and driving environment capability, and the user experience and the driving safety are improved.
本申请提供一种基于情绪感知的分布式联邦学习方法,包括:中央服务器构建情绪动态演化图全局模型;中央服务器对情绪动态演化图全局模型进行初始化,得到待分发全局模型;中央服务器将待分发全局模型分发给车辆节点;车辆节点根据接收到的待分发全局模型构建本地模型;车辆节点基于本地模型进行车辆用户的情绪状态识别,得到情绪状态识别结果;车辆节点通过预先构建的动态情绪自适应引擎和情绪状态识别结果控制目标车辆调整当前车辆系统的交互方式和服务内容。该方法能够根据情绪状态动态调整交互方式和服务内容的能力,以适应当前用户情绪和驾驶环境的能力,提升了用户体验和驾驶安全性。
Distributed federal learning method based on emotion perception
一种基于情绪感知的分布式联邦学习方法
2024-11-29
Patent
Electronic Resource
Chinese
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B60R Fahrzeuge, Fahrzeugausstattung oder Fahrzeugteile, soweit nicht anderweitig vorgesehen , VEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion |
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