超算“引擎”:算力基础设施如何驱动关键数字技术创新
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F204

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国家自然科学基金面上项目“‘两高’制造业数智化转型赋能绿色创新:机制探索、经验辨识与政策启示”(72473059);昆明理工大学数字经济与产业创新发展创新团队项目(KGZSCXTD2025005)。


Supercomputing “Engine”: How computing power infrastructure drives key digital technology innovation
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    摘要:

    本文以超算中心投入运营作为准自然实验,采用双重机器学习模型系统考察算力基础设施对城市关键数字技术创新的影响效应与机制。研究发现:算力基础设施显著地提升了关键数字技术创新水平;算力基础设施主要通过激发数字创新活力、加速数字人才流动和促进数字技术应用的有效市场机制,以及提高数字创新关注度、强化数字产权保护和推动数据要素集聚的有为政府机制,间接驱动关键数字技术创新;在营商环境欠佳、科技人才集聚度低和市场潜力不足的城市,以及公共数据开放度低、官僚组织冗余度高和财政分权水平高的城市,算力基础设施建设的关键数字技术创新效应更为明显,反映出其对市场发育不足与政府治理不佳的地区存在一定“补偿效应”;算力基础设施对关键数字技术创新的影响呈现明显“策源地—转化地”的远距离“蛙跳”现象,且能有效弥合地区间的关键数字技术创新鸿沟。研究结果为如何更好地发挥有效市场和有为政府在数字经济发展中的积极作用,以及加快推动算力基础设施建设与关键数字技术创新的深度融合提供了有益启示。

    Abstract:

    Taking the operation of supercomputing centers as a quasi-natural experiment, this paper adopts the double machine learning model to systematically examine the impact and mechanism of computing power infrastructure on urban key digital technology innovation.This study finds that computing power infrastructure significantly enhances the key digital technology innovation. Mechanistically, it facilitates such innovation indirectly through two major channels. It stimulates innovation vitality, accelerates digital talent flow and promotes digital technology application via sound market mechanisms. Meanwhile, it facilitates policy support for digital innovation, strengthens digital intellectual property protection and facilitates data element agglomeration through capable government mechanisms.The promotional effect of computing power infrastructure on key digital technology innovation is more prominent in cities featured with inferior business environment, inadequate sci-tech talent agglomeration and sluggish market potential, as well as those with low public data openness, excessive administrative redundancy and high fiscal decentralization.The influence of computing power infrastructure on key digital technology innovation shows a distinct long-distance leapfrog effect from “origins” to “transformation sites”, which can effectively bridge the gap in key digital technological innovation across regions.This study provides valuable implications for exerting the positive functions of effective markets and capable governments in digital economy development, and facilitates the in-depth integration of computing power infrastructure construction and key digital technology innovation.

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韩先锋,曾迪,朱承亮.超算“引擎”:算力基础设施如何驱动关键数字技术创新[J].中国软科学,2026,(4):182-193

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  • 在线发布日期: 2026-06-01
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