Liquid Cooling and AI Data Center Daily | 2026-06-05
A daily English mirror of liquid cooling, AI data center efficiency, research papers, products, policy, financing, and supply-chain signals.
1. Executive brief
This English edition mirrors the same public-source dataset used by the Chinese daily report for 2026-06-05.
- Collection window: 2026-06-04 08:00 北京时间 - 2026-06-05 08:00 北京时间.
- Coverage snapshot: 8 industry items; 6 technology items; 8 paper or white-paper items; 8 video signals.
- Current hot topics: 智算中心 CapEx/扩建, 电力并网与能源约束, 液冷路线（冷板/浸没/两相）, AI 芯片供给与交付.
- The heat score is 10/10 and should be read as a source-density signal, not as an investment indicator.
All claims should be verified against the original source links listed at the end of this report.
Academic and Industry Briefs
Papers, videos, industry updates, policy, financing, and projects are compressed into scannable tags with a title, summary, and source link.
Academic
Research papers, methods, research-oriented videos, and academic signals.
GridPilot: Real-Time Grid-Responsive Control for AI Supercomputers
At global scale, data
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GridPilot: Real-Time Grid-Responsive Control for AI Supercomputers
- Published
- 2026-05-25
- Authors
- Denisa-Andreea Constantinescu, David Atienza
- Theme
- 算电协同
Abstract
At global scale, data
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，算力负载与电网侧资源的协同调度正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向AI 负载波动对电网设备寿命和调频边界的影响。意义：对日报读者而言，它可用于判断智算中心建设是否受电网容量、负载波动和调度机制约束。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Denisa-Andreea Constantinescu, David Atienza. GridPilot: Real-Time Grid-Responsive Control for AI Supercomputers[J/OL]. (2026-05-25)[2026-06-05]. https://arxiv.org/abs/2605.26384.
Hosting Capacity Assessment and Enhancement for Edge Data Centers in Acti…
With the increasing demand for edge computing and AI
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Hosting Capacity Assessment and Enhancement for Edge Data Centers in Active Distribution Networks
- Published
- 2026-05-31
- Authors
- Linhan Fang, Xingpeng Li
- Theme
- 热管理与液冷
Abstract
With the increasing demand for edge computing and AI
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Linhan Fang, Xingpeng Li. Hosting Capacity Assessment and Enhancement for Edge Data Centers in Active Distribution Networks[J/OL]. (2026-05-31)[2026-06-05]. https://arxiv.org/abs/2606.01407.
Certificates without Electrons? Theory and Evidence on Impacts from AI -D…
Data
Expand
Certificates without Electrons? Theory and Evidence on Impacts from AI -Driven Power Demand
- Published
- 2026-05-30
- Authors
- Dana Golden, Aruna Balasubramanian, Niranjan Balasubramanian
- Theme
- 热管理与液冷
Abstract
Data
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Dana Golden, Aruna Balasubramanian, Niranjan Balasubramanian. Certificates without Electrons? Theory and Evidence on Impacts from AI -Driven Power Demand[J/OL]. (2026-05-30)[2026-06-05]. https://arxiv.org/abs/2606.00811.
AI Sovereignty as National Learning Capacity: A Human- Centered Learning …
Artificial Intelligence is often discussed in France in terms of investment, compute capacity, regulation, employment, sovereignty,…
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AI Sovereignty as National Learning Capacity: A Human- Centered Learning Mechanics Viewpoint on France, the United States, and China
- Published
- 2026-05-30
- Authors
- Kim Phuc Tran
- Theme
- 热管理与液冷
Abstract
Artificial Intelligence is often discussed in France in terms of investment, compute capacity, regulation, employment, sovereignty, and education. These dimensions are usually treated separately. This viewpoint paper proposes a unified interpretation: France should be understood as a \emph{national AI
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Kim Phuc Tran. AI Sovereignty as National Learning Capacity: A Human- Centered Learning Mechanics Viewpoint on France, the United States, and China[J/OL]. (2026-05-30)[2026-06-05]. https://arxiv.org/abs/2606.00729.
Maximizing Compute Capacity in AI Data Centers through Cooling, Energy St…
The deployment of artificial intelligence is increasingly constrained by limited site-level power capacity, which must support both…
Expand
Maximizing Compute Capacity in AI Data Centers through Cooling, Energy Storage, and Computing Adaptation
- Published
- 2026-05-29
- Authors
- Shaolei Ren, Mohammad A. Islam, Adam Wierman
- Theme
- 热管理与液冷
Abstract
The deployment of artificial intelligence is increasingly constrained by limited site-level power capacity, which must support both compute systems and non-compute systems (primarily cooling) at all times. Cooling power demand, especially in non-evaporative cooling systems, can increase substantially with ambient temperature in the summer, producing recurring periods of elevated cooling power that often lasts for multiple hours per day. Therefore, maximizing compute capacity under a limited site-level power budget is an important planning and operational challenge. Sizing the compute system conservatively based on peak cooling power can leave part of the site-level power capacity underutilized when the cooling power is below its peak, particularly in cooler months. On the other hand, sizing the compute system aggressively based on low cooling power can cause the total site-level power demand to exceed the site-level power capacity during hot days in the summer. This paper proposes ComputeAmp (Compute Amplifier), a framework that maximizes the compute capacity by jointly and dynamically leveraging cooling, battery energy
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用框架构建和频域/系统级分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Shaolei Ren, Mohammad A. Islam, Adam Wierman. Maximizing Compute Capacity in AI Data Centers through Cooling, Energy Storage, and Computing Adaptation[J/OL]. (2026-05-29)[2026-06-05]. https://arxiv.org/abs/2606.00457.
Micro-Transfer Printing of Lithium Niobate on 200 mm Silicon Photonics: A…
The rapid growth of artificial intelligence ( AI
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Micro-Transfer Printing of Lithium Niobate on 200 mm Silicon Photonics: A High-Speed Heterogeneous Wafer-Scale Platform
- Published
- 2026-05-27
- Authors
- Xiujun Zheng, Suzanne Bisschop, Arno Moerman, Margot Niels, Ewoud Vissers, Athina Papadopoulou, Philip Ekkels, Patrick Nenezic
- Theme
- 热管理与液冷
Abstract
The rapid growth of artificial intelligence ( AI
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Xiujun Zheng, Suzanne Bisschop, Arno Moerman, 等. Micro-Transfer Printing of Lithium Niobate on 200 mm Silicon Photonics: A High-Speed Heterogeneous Wafer-Scale Platform[J/OL]. (2026-05-27)[2026-06-05]. https://arxiv.org/abs/2605.28971.
Cycle-Space Informed Detection of Autoencoded Blind False Data Injection …
The rapid growth of AI
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Cycle-Space Informed Detection of Autoencoded Blind False Data Injection Attacks on Power Systems
- Published
- 2026-05-27
- Authors
- Xin Li, Chenhan Xiao, Jonathan Cohen, Aviad Elyashar, Yang Weng, Rami Puzis
- Theme
- 算电协同
Abstract
The rapid growth of AI
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，算力负载与电网侧资源的协同调度正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断智算中心建设是否受电网容量、负载波动和调度机制约束。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Xin Li, Chenhan Xiao, Jonathan Cohen, 等. Cycle-Space Informed Detection of Autoencoded Blind False Data Injection Attacks on Power Systems[J/OL]. (2026-05-27)[2026-06-05]. https://arxiv.org/abs/2605.28912.
Energy -Aware Computing in the Year 2026
High-Performance Computing (HPC) has recently entered the Exascale era, and considerable efforts are being made to fully harness th…
Expand
Energy -Aware Computing in the Year 2026
- Published
- 2026-05-23
- Authors
- Roblex Nana Tchakoute, Claude Tadonki
- Theme
- 热管理与液冷
Abstract
High-Performance Computing (HPC) has recently entered the Exascale era, and considerable efforts are being made to fully harness this potential power for large-scale applications, such as cutting-edge generative AI
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，液冷、热管理和数据中心能效正在成为智算中心设计的关键变量。问题：论文聚焦现有方案在效率、可靠性或工程协同上的瓶颈。方法：摘要显示作者采用文献摘要中的模型、实验或案例分析，把运行负载、冷却/能源系统和基础设施约束放在同一分析框架中。结果：研究重点指向冷却效率、能源利用或运维策略的改进方向。意义：对日报读者而言，它可用于判断液冷方案、热管理路线和高密度部署节奏。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Roblex Nana Tchakoute, Claude Tadonki. Energy -Aware Computing in the Year 2026[J/OL]. (2026-05-23)[2026-06-05]. https://arxiv.org/abs/2605.24569.
Discussing data centers' grid impacts with #Amazon Web Services
S&P Global Energy · Query: ACM SIGEnergy data center energy talk。Useful as technical or research context.
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DLS with Keren Bergmann: Scaling Energy-Efficient AI Systems Performance …
MPI for the Science of Light · Query: IEEE data center energy efficiency lecture。Useful as technical or research context.
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Enhanced geothermal for AI data centers: Devilish or divine? | James F. G…
TEDx Talks · Query: AI data center energy conference keynote。Useful as technical or research context.
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Panel Discussion: India’s Transition to Liquid Cooling for AI-Ready Data …
W.Media- South Asia & Middle East · Query: data center liquid cooling conference presentation。Useful as technical or research conte…
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Realizing Asymmetric Datarates via Energy Efficient Ethernet (EEE)
IEEE Standards Association · Query: IEEE data center energy efficiency lecture。Useful as technical or research context.
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Webinar: Data Centre Liquid Cooling Technology
Park Place Technologies · Query: data center liquid cooling conference presentation。Useful as technical or research context.
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智算中心 CapEx/扩建
Same-source item from the Chinese report. Verify details against the original linked source: 智算中心 CapEx/扩建
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电力并网与能源约束
Same-source item from the Chinese report. Verify details against the original linked source: 电力并网与能源约束
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液冷路线（冷板/浸没/两相）
Same-source item from the Chinese report. Verify details against the original linked source: 液冷路线（冷板/浸没/两相）
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Industry
Industry news, products, policy, financing, projects, and market-oriented videos.
电力与能源约束观察：Data Center Dynamics 发布相关报道（原文标题：Scaling up data center siting …
Same-source item from the Chinese report. Verify details against the original linked source: 电力与能源约束观察：Data Center Dynamics 发布相关报道（…
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数据中心产业动态：Data Center Dynamics 发布相关报道（原文标题：Plans for 10,000 acre data cent…
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：Data Center Dynamics 发布相关报道（原…
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数据中心产业动态：Data Center Dynamics 发布相关报道，涉及 $28 million（原文标题：Data center and …
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：Data Center Dynamics 发布相关报道，涉…
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数据中心产业动态：Data Center Dynamics 发布相关报道（原文标题：Data center site outside outsid…
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：Data Center Dynamics 发布相关报道（原…
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智算中心/数据中心建设进展：Data Center Dynamics 发布相关报道，涉及 350MW（原文标题：atNorth plans 350…
Same-source item from the Chinese report. Verify details against the original linked source: 智算中心/数据中心建设进展：Data Center Dynamics 发布相…
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数据中心产业动态：Data Center Dynamics 发布相关报道，涉及 $249（原文标题：Enigma-led consortium w…
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：Data Center Dynamics 发布相关报道，涉…
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数据中心产业动态：Data Center Dynamics 发布相关报道（原文标题：Constructing the data center）
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：Data Center Dynamics 发布相关报道（原…
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电力与能源约束观察：Data Center Dynamics 发布相关报道（原文标题：Skeleton Technologies launches…
Same-source item from the Chinese report. Verify details against the original linked source: 电力与能源约束观察：Data Center Dynamics 发布相关报道（…
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AI 算力基础设施动态：Data Center Dynamics 发布相关报道，涉及 1MW（原文标题：Is the data center in…
Same-source item from the Chinese report. Verify details against the original linked source: AI 算力基础设施动态：Data Center Dynamics 发布相关报…
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技术与产品进展：The Register 发布相关报道（原文标题：Enhanced performance for server consolid…
Same-source item from the Chinese report. Verify details against the original linked source: 技术与产品进展：The Register 发布相关报道（原文标题：Enhan…
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技术与产品进展：ServeTheHome 发布相关报道（原文标题：Qualcomm Announces Dragonfly Brand for D…
Same-source item from the Chinese report. Verify details against the original linked source: 技术与产品进展：ServeTheHome 发布相关报道（原文标题：Qualc…
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电力与能源约束观察：Data Center Knowledge 发布相关报道（原文标题：As AI Scales, Can Traditional…
Same-source item from the Chinese report. Verify details against the original linked source: 电力与能源约束观察：Data Center Knowledge 发布相关报道…
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电力与能源约束观察：HPCwire 发布相关报道（原文标题：LLNL Highlights the Cooling Network Support…
Same-source item from the Chinese report. Verify details against the original linked source: 电力与能源约束观察：HPCwire 发布相关报道（原文标题：LLNL Hig…
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液冷与热管理进展：HPCwire 发布相关报道，涉及 15kW（原文标题：CoolIT Systems Demonstrates 15kW Col…
Same-source item from the Chinese report. Verify details against the original linked source: 液冷与热管理进展：HPCwire 发布相关报道，涉及 15kW（原文标题：C…
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Webinar ▶️ A Gamechanger: HPC Without the Datacentre
Asperitas · Query: high performance computing data center cooling workshop。Useful for product, market, or deployment context.
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2024 ASHRAE Webinar: Adiabatic Solutions for Data Centers
Condair USA/CA · Query: ASHRAE data center cooling webinar。Useful for product, market, or deployment context.
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产业热度指数 10/10
Same-source item from the Chinese report. Verify details against the original linked source: 产业热度指数 10/10
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NVIDIA Blackwell/GB200/GB300
Same-source item from the Chinese report. Verify details against the original linked source: NVIDIA Blackwell/GB200/GB300
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AI 芯片供给与交付
Same-source item from the Chinese report. Verify details against the original linked source: AI 芯片供给与交付
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智算中心 CapEx/扩建
Same-source item from the Chinese report. Verify details against the original linked source: 智算中心 CapEx/扩建
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4. Video signals
Discussing data centers' grid impacts with #Amazon Web Services
学术讲座 · S&P Global Energy · Query: ACM SIGEnergy data center energy talk
Open on YouTubeDLS with Keren Bergmann: Scaling Energy-Efficient AI Systems Performance with Photonic Connectivity
学术讲座 · MPI for the Science of Light · Query: IEEE data center energy efficiency lecture
Open on YouTubeEnhanced geothermal for AI data centers: Devilish or divine? | James F. Groves | TEDxChantilly HS
学术会议报告 · TEDx Talks · Query: AI data center energy conference keynote
Open on YouTubePanel Discussion: India’s Transition to Liquid Cooling for AI-Ready Data Centers
学术会议报告 · W.Media- South Asia & Middle East · Query: data center liquid cooling conference presentation
Open on YouTubeRealizing Asymmetric Datarates via Energy Efficient Ethernet (EEE)
学术讲座 · IEEE Standards Association · Query: IEEE data center energy efficiency lecture
Open on YouTubeWebinar ▶️ A Gamechanger: HPC Without the Datacentre
技术研讨会 · Asperitas · Query: high performance computing data center cooling workshop
Open on YouTubeWebinar: Data Centre Liquid Cooling Technology
学术会议报告 · Park Place Technologies · Query: data center liquid cooling conference presentation
Open on YouTube2024 ASHRAE Webinar: Adiabatic Solutions for Data Centers
标准组织讲座 · Condair USA/CA · Query: ASHRAE data center cooling webinar
Open on YouTubeSources
Collection notes
- When optional automation services are unavailable, this page uses traceable public sources and conservative rule-based summaries only; unverifiable facts are not filled in.