The invention discloses an adaptive driving behavior evaluation and training system based on a multi-modal large model. Comprising a multi-mode driving data acquisition and situation awareness module, a data storage module, a driving behavior real-time evaluation and feedback module, an adaptive training strategy generation module, a cloud large model driven self-learning module and a driver psychological state monitoring and adjusting module. The driving behavior real-time evaluation and feedback module is used for carrying out real-time evaluation on the driving behavior of the driver through a machine learning evaluation large model and providing instant feedback; according to the invention, a multi-modal large model technology is combined, multi-modal data of a driving vehicle and a driver are collected in real time, personalized training tasks and learning strategies are generated according to changes of driving situations and real-time evaluation of driver performance, the training tasks are dynamically adjusted in different complex situations, and the training efficiency is improved. Training tasks are adjusted by analyzing the psychological state of the driver, and the system can provide detailed feedback for behaviors of the driver.
本发明公开了基于多模态大模型的自适应驾驶行为评估与培训系统,包括多模态驾驶数据采集与情境感知模块、数据存储模块、驾驶行为实时评估与反馈模块、自适应培训策略生成模块、云端大模型驱动自学习模块和驾驶员心理状态监测与调整模块;所述驾驶行为实时评估与反馈模块,用于通过机器学习评估大模型对驾驶员的驾驶行为进行实时评估并提供即时反馈;本发明结合多模态大模型技术,通过实时采集驾驶车辆和驾驶员的多模态数据,并根据驾驶情境的变化和驾驶员表现的实时评估,生成个性化的培训任务和学习策略,在不同复杂情境下动态调整培训任务,并通过分析驾驶员的心理状态调整培训任务,系统能够针对驾驶员的行为提供详细的反馈。
Adaptive driving behavior evaluation and training system based on multi-modal large model
基于多模态大模型的自适应驾驶行为评估与培训系统
2025-02-25
Patent
Electronic Resource
Chinese
IPC: | G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / 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 / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06V / G09B Unterrichts- oder Vorführungsgeräte , EDUCATIONAL OR DEMONSTRATION APPLIANCES |
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