Evolution trend and technological innovation of data center infrastructure in the context of DeepSeek

Liu Hong; Sun Limei; Zhu Li; Jiang Yuguang; Sun Lifeng; Zhao Jinming; Li Yating

doi:10.11959/j.issn.1000-0801.2026046

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Evolution trend and technological innovation of data center infrastructure in the context of DeepSeek

Engineering and Application | 更新时间：2026-03-05

- Evolution trend and technological innovation of data center infrastructure in the context of DeepSeek
- Telecommunications Science Vol. 42, Issue 2, Pages: 173-186(2026)
- 作者机构：
  
  中国移动通信集团设计院有限公司，北京 100080
- 作者简介：
- 基金信息：
  
  The Beijing Natural Science Foundation(L257012)
- DOI：10.11959/j.issn.1000-0801.2026046
  CLC： TN915;TP393.4
- Received：30 April 2025，
  
  Revised：2025-11-19，
  
  Accepted：20 November 2025，
  
  Published：20 February 2026
- 稿件说明：
移动端阅览
刘洪,孙丽玫,朱丽等.DeepSeek背景下数据中心基础设施演进趋势与技术创新[J].电信科学,2026,42(02):173-186.

Liu Hong,Sun Limei,Zhu Li,et al.Evolution trend and technological innovation of data center infrastructure in the context of DeepSeek[J].Telecommunications Science,2026,42(02):173-186.
刘洪,孙丽玫,朱丽等.DeepSeek背景下数据中心基础设施演进趋势与技术创新[J].电信科学,2026,42(02):173-186. DOI： 10.11959/j.issn.1000-0801.2026046.

Liu Hong,Sun Limei,Zhu Li,et al.Evolution trend and technological innovation of data center infrastructure in the context of DeepSeek[J].Telecommunications Science,2026,42(02):173-186. DOI： 10.11959/j.issn.1000-0801.2026046.

摘要

DeepSeek技术创新颠覆了传统大模型的高投入模式，引发算力发展理念变革，从而对数据中心技术设施架构产生不可忽视的影响。基于需求牵引视角，系统分析了DeepSeek技术创新对算力需求的影响，并据此明确了数据中心基础设施演进趋势，提出集中节点与分布式节点的分层解决方案和未来发展建议。研究结论为数据中心基础设施规划、建设及运营方更好地适应人工智能技术发展及前瞻性建设数据中心基础设施，提供理论参考与实践指引。

Abstract

DeepSeek’s technological innovation has disrupted the high-investment model of traditional large models

triggering a transformation in the concept of computing power development and thus exerting an undeniable impact on the technical infrastructure architecture of data centers. From the perspective of demand traction

the impact of DeepSeek’s technological innovation on computing power demand was systematically analyzed. Based on this

the evolution trend of data center infrastructure was clarified

and a hierarchical solution of centralized nodes and distributed nodes as well as future development suggestions were proposed. The research conclusion provides theoretical references and practical guidance for the planning

construction and operation parties of data center infrastructure to better adapt to the development of artificial intelligence technology and build data center infrastructure in a forward-looking manner.

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references

魏钰明 , 贾开 , 曾润喜 , 等 . DeepSeek突破效应下的人工智能创新发展与治理变革 [J ] . 电子政务 , 2025 ( 3 ): 2 - 39 .

Wei Y M , Jia K , Zeng R X , et al . Innovative development and governance transformation of artificial intelligence under the breakthrough effect of DeepSeek [J ] . E-Government , 2025 ( 3 ): 2 - 39 .

Jevons W S , Flux A W . The coal question: an inquiry concerning the progress of the nation, and the probable exhaustion of our coal-mines [M ] . 3rd ed . New York : Augustus M. Kelley , 1965 .

陈永伟 . 从规模定律到规模经济: DeepSeek的创新、机遇与挑战 [J ] . 山东大学学报(哲学社会科学版) , 2025 ( 5 ): 140 - 151 .

Chen Y W . From law of scale to scale economy: innovations, opportunities, and challenges of DeepSeek [J ] . Journal of Shandong University (Philosophy and Social Sciences) , 2025 ( 5 ): 140 - 151 .

黄晓野 , 代栓平 , 李克 . 技术革命周期与我国算力竞争战略选择: 基于DeepSeek复杂经济系统的思考 [J ] . 工业技术经济 , 2025 , 44 ( 4 ): 25 - 31 .

Huang X Y , Dai S P , Li K . The technological revolution cycle and China’s strategic choices for computing power competition: thoughts based on DeepSeek complex economic system [J ] . Journal of Industrial Technology and Economy , 2025 , 44 ( 4 ): 25 - 31 .

国际数据公司（IDC） , 浪潮信息 . 2025年中国人工智能计算力发展评估报告 [R ] . 2025 .

International Data Corporation , Inspur Information . Evaluation report on the development of artificial intelligence computing power in China in 2025 [R ] . 2025 .

Wei J , Wang X Z , Schuurmans D , et al . Chain-of-thought prompting elicits reasoning in large language models [C ] // Proceedings of the 36th International Conference on Neural Information Processing Systems . New York : ACM Press , 2022 : 24824 - 24837 .

梁秉豪 , 张传刚 . 训推一体平台架构设计与关键技术研究 [J ] . 计算机科学与应用 , 2023 , 13 ( 9 ): 1748 - 1755 .

Liang B H , Zhang C G . Architecture design and key technology research of training and push integrated platform [J ] . Computer Science and Applications , 2023 , 13 ( 9 ): 1748 - 1755 .

Gou J P , Yu B S , Maybank S J , et al . Knowledge distillation: a survey [J ] . International Journal of Computer Vision , 2021 , 129 ( 6 ): 1789 - 1819 .

王彦伟 , 李仁刚 , 徐冉 , 等 . 基于可重构架构的数据中心异构加速软硬件系统级平台 [J ] . 计算机研究与发展 , 2025 , 62 ( 4 ): 963 - 977 .

Wang Y W , Li R G , Xu R , et al . Data center heterogeneous acceleration software-hardware system-level platform based on reconfigurable architecture [J ] . Journal of Computer Research and Development , 2025 , 62 ( 4 ): 963 - 977 .

陈星延 , 张雪松 , 谢志龙 , 等 . 面向“云-边-端”算力系统的计算和传输联合优化方法 [J ] . 计算机研究与发展 , 2023 , 60 ( 4 ): 719 - 734 .

Chen X Y , Zhang X S , Xie Z L , et al . A computing and transmission integrated optimization method for cloud-edge-end computing first system [J ] . Journal of Computer Research and Development , 2023 , 60 ( 4 ): 719 - 734 .

陈心拓 , 周黎旸 , 张程宾 , 等 . 绿色高能效数据中心散热冷却技术研究现状及发展趋势 [J ] . 中国工程科学 , 2022 , 24 ( 4 ): 94 - 104 .

Chen X T , Zhou L Y , Zhang C B , et al . Research status and future development of cooling technologies for green and energy-efficient data centers [J ] . Strategic Study of CAE , 2022 , 24 ( 4 ): 94 - 104 .

Gao P , Liu H , Luo H L , et al . Discussion on the technical path of data center information and communication thermal management [J ] . Energy Reports , 2024 , 11 : 2704 - 2714 .

姜宇光 . 数据中心冷水空调系统与间接蒸发冷却空调系统建模对比分析 [J ] . 暖通空调 , 2021 , 51 ( 1 ): 76 - 83 .

Jiang Y G . Modeling and comparative analysis of chilled water air conditioning systems and indirect evaporative cooling air conditioning systems in data centers [J ] . Heating Ventilating & Air Conditioning , 2021 , 51 ( 1 ): 76 - 83 .

朱宸 , 魏东黎 , 余海生 , 等 . 冷板式液冷技术应用于智算中心高密机房的方案分析 [J ] . 电信工程技术与标准化 , 2024 , 37 ( 增1 ): 174 - 179 .

Zhu C , Wei D L , Yu H S , et al . Analysis of the application scheme of cold plate liquid cooling technology in high-density computer rooms of intelligent computing centers [J ] . Telecom Engineering Technics and Standardization , 2024 , 37 ( S1 ): 174 - 179 .

谢文韬 , 余承学 , 谢昕言 , 等 . 数据中心冷却节能技术及余热回收技术研究进展 [J ] . 暖通空调 , 2025 , 55 ( 2 ): 1 - 9, 25 .

Xie W T , Yu C X , Xie X Y , et al . Research progress of cooling energy-saving technology and waste heat recovery technology of data centers [J ] . Heating Ventilating & Air Conditioning , 2025 , 55 ( 2 ): 1 - 9, 25 .

郭亮 . 数据中心热点技术剖析 [M ] . 北京 : 人民邮电出版社 , 2019 .

Guo L . Analysis of hot technologies in data centers [M ] . Beijing : Posts & Telecom Press , 2019 .

中国信息通信研究院 , 开放数据中心委员会 . 数据中心智能化运维发展研究报告(2023年) [R ] . 2023 .

China Academy of Information and Communications Technology, Open Data Center Committee . Research report on the development of intelligent operation and maintenance of data centers (2023) [R ] . 2023 .

胡燕妮 , 丁赟 , 蔡幸波 . “双碳”目标下，智慧金融数据中心的能效优化与智能运维策略 [J ] . 智能建筑电气技术 , 2025 , 19 ( 1 ): 5 - 9 .

Hu Y N , Ding Y , Cai X B . Energy efficiency optimization and intelligent operation and maintenance strategies for intelligent financial data centers under the “dual carbon” goal [J ] . Electrical Technology of Intelligent Buildings , 2025 , 19 ( 1 ): 5 - 9 .

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