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随着城市轨道交通系统智能化程度的提升,传统算力资源分配模式已难以应对多源异构数据处理、实时决策支持等新型需求。提出基于大语言模型(largelanguagemodels,LLMs)的城轨云算力资源平台架构,构建了融合知识图谱的混合调度算法,通过动态资源分配优化策略提升了算力资源利用率。实验表明,该平台在处理突发客流预测、设备故障诊断等典型场景时,缩短了响应时间,提高了模型推理准确度,为智慧城轨建设提供了新型算力基础设施解决方案。

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基于大模型的城轨云算力资源平台设计研究
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赵俊华 1 , 杜呈欣 1
科技和产业 | 科技创新 2026,26(2): 19-25
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科技和产业 |科技创新 2026 , 26 (2) : 19 -25
基于大模型的城轨云算力资源平台设计研究
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赵俊华1 , 杜呈欣1
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  • 1. 中国铁道科学研究院集团有限公司电子计算技术研究所,北京100081
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出版时间: 2026-01-25
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随着城市轨道交通系统智能化程度的提升,传统算力资源分配模式已难以应对多源异构数据处理、实时决策支持等新型需求。提出基于大语言模型(largelanguagemodels,LLMs)的城轨云算力资源平台架构,构建了融合知识图谱的混合调度算法,通过动态资源分配优化策略提升了算力资源利用率。实验表明,该平台在处理突发客流预测、设备故障诊断等典型场景时,缩短了响应时间,提高了模型推理准确度,为智慧城轨建设提供了新型算力基础设施解决方案。

城轨智能化  /  云算力资源平台  /  混合调度  /  城轨大模型
赵俊华, 杜呈欣. 基于大模型的城轨云算力资源平台设计研究. 科技和产业, 2026 , 26 (2) : 19 -25 .
  • 北京市自然科学基金
  • 中国铁道科学研究院重大基金
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  • 接收时间:2025-08-16
  • 首发时间:2026-10-27
  • 出版时间:2026-01-25
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  • 收稿日期:2025-08-16
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北京市自然科学基金
中国铁道科学研究院重大基金
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    1. 中国铁道科学研究院集团有限公司电子计算技术研究所,北京100081
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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