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基于垂域大模型的轨道交通智能化初探

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轨道交通是城市交通网络的骨干,是城市发展和经济增长的重要引擎.轨道交通智能化近年来逐渐成为研究热点,其中垂域大模型在轨道交通领域表现出巨大的发展潜力.本文探讨轨道交通垂域大模型的可行性,分析大模型架构及建模步骤,并讨论了大模型的后续维护与优化措施.根据训练结果探讨模型在轨道交通领域专业知识问答、智能决策类应用、文档办公类应用、图像识别类应用、人员培训类应用中的优势和特点,为后期轨道交通垂域大模型的持续研发奠定基础.
Rail transit is the backbone of urban transportation networks and an important engine for urban development and economic growth.The intelligentization of rail transit has gradually become a hot spot of research in recent years,among which the vertical large model shows great potential for development in the field of rail transit.The paper explores the feasibility of a vertical large scale model for rail transit,analyzes the architecture of the model and the modeling steps,and discusses subsequent maintenance and optimization measures for the model.In accordance with the results of training,the advantages and characteristics of the model is explored for its application in query and answer of professional knowledge,intelligent decision-making,documentation and office,image recognition and personnel training in the field of rail transit,laying a foundation for the continuous development of vertical large scale models for rail transit in the future.

large language modelvertical large scale modelgenerative AIintelligentization of rail transit

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中铁电气化局集团有限公司

大语言模型 垂域大模型 生成式AI 轨道交通智能化

2024

电气化铁道
中铁电气化局集团有限公司,中国铁道学会电气化委员会

电气化铁道

影响因子:0.272
ISSN:1007-936X
年,卷(期):2024.35(6)