Liquid Cooling and AI Data Center Daily | 2026-06-19
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 2026-06-19.
- Collection window: 2026-06-18 08:00 北京时间 - 2026-06-19 08:00 北京时间.
- Coverage snapshot: 8 industry items; 5 technology items; 8 paper or white-paper items; 8 video signals.
- Current hot topics: 电力并网与能源约束, 智算中心 CapEx/扩建, NVIDIA Blackwell/GB200/GB300, 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.
An Alternative Trajectory for Generative AI
The generative artificial intelligence ( AI
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An Alternative Trajectory for Generative AI
- Published
- 2026-06-07
- Authors
- Margarita Belova, Yuval Kansal, Yihao Liang, Jiaxin Xiao, Niraj K. Jha
- Theme
- 热管理与液冷
Abstract
The generative 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
Margarita Belova, Yuval Kansal, Yihao Liang, 等. An Alternative Trajectory for Generative AI[J/OL]. (2026-06-07)[2026-06-19]. https://arxiv.org/abs/2603.14147.
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
- 2026-06-07
- 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]. (2026-06-07)[2026-06-19]. https://arxiv.org/abs/2605.28912.
Beyond Silicon: Materials, Mechanisms, and Methods for Physical Neural Co…
Physical implementations of neural computation now extend far beyond silicon hardware, encompassing substrates such as memristive d…
Expand
Beyond Silicon: Materials, Mechanisms, and Methods for Physical Neural Computing
- Published
- 2026-05-28
- Authors
- Stefan Fischer, Nihat Ay, Olaf Landsiedel, Esfandiar Mohammadi, Sebastian Otte, Bernd-Christian Renner, Nele Rußwinkel
- Theme
- 芯片与算力
Abstract
Physical implementations of neural computation now extend far beyond silicon hardware, encompassing substrates such as memristive devices, photonic circuits, mechanical metamaterials, microfluidic networks, chemical reaction systems, and living neural tissue. By exploiting intrinsic physical processes such as charge transport, wave interference, elastic deformation, mass transport, and biochemical regulation, these substrates can realize neural inference and adaptation directly in matter. As silicon GPU- centered
Chinese interpretation
背景：AI 数据中心负载、功率密度和能源约束同步上升，芯片、服务器和高密度算力部署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：研究重点指向算力硬件、边缘计算或模型部署对基础设施的牵引。意义：对日报读者而言，它可用于判断芯片路线和服务器密度变化如何传导到机房设计。仍需结合全文实验条件、样本范围和成本假设核验。
Reference
Stefan Fischer, Nihat Ay, Olaf Landsiedel, 等. Beyond Silicon: Materials, Mechanisms, and Methods for Physical Neural Computing[J/OL]. (2026-05-28)[2026-06-19]. https://arxiv.org/abs/2604.09833.
SpaceMoE: Realizing Distributed Mixture-of-Experts Inference over Space N…
Leveraging continuous solar energy
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SpaceMoE: Realizing Distributed Mixture-of-Experts Inference over Space Networks
- Published
- 2026-05-21
- Authors
- Zhanwei Wang, Huiling Yang, Min Sheng, Khaled B. Letaief, Kaibin Huang
- Theme
- 热管理与液冷
Abstract
Leveraging continuous solar 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
Zhanwei Wang, Huiling Yang, Min Sheng, 等. SpaceMoE: Realizing Distributed Mixture-of-Experts Inference over Space Networks[J/OL]. (2026-05-21)[2026-06-19]. https://arxiv.org/abs/2605.00515.
Modal Analysis of Spatial Load Correlation in AI Data Center -Dominated P…
Hyperscale AI
Expand
Modal Analysis of Spatial Load Correlation in AI Data Center -Dominated Power Systems
- Published
- 2026-06-11
- Authors
- Chandan Chaudhary, Michael Murillo, Mohammed Ben-Idris, Joydeep Mitra, Dilip Pandit, Atri Bera
- Theme
- 算电协同
Abstract
Hyperscale 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：摘要显示作者采用仿真建模和情景分析，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
Chandan Chaudhary, Michael Murillo, Mohammed Ben-Idris, 等. Modal Analysis of Spatial Load Correlation in AI Data Center -Dominated Power Systems[J/OL]. (2026-06-11)[2026-06-19]. https://arxiv.org/abs/2606.13847.
Data Center Life Cycle Co-Design Optimization
Liquid
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Data Center Life Cycle Co-Design Optimization
- Published
- 2026-06-13
- Authors
- Shrenik Jadhav, Vidhyashree Nagaraju, Zheng Liu
- Theme
- 热管理与液冷
Abstract
Liquid
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：摘要显示作者采用建模优化、调度分析或算法评估，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
Shrenik Jadhav, Vidhyashree Nagaraju, Zheng Liu. Data Center Life Cycle Co-Design Optimization[J/OL]. (2026-06-13)[2026-06-19]. https://arxiv.org/abs/2606.15408.
Certificates without Electrons? Theory and Evidence on Impacts from AI -D…
Data
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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)[2026-06-19]. https://arxiv.org/abs/2606.00811.
Beyond Traffic Matrix: DELTA -- A DAG-Aware OCS Logical Topology Optimiza…
The rapid scaling of large language models (LLMs) exacerbates communication bottlenecks in AI
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Beyond Traffic Matrix: DELTA -- A DAG-Aware OCS Logical Topology Optimization for AIDCs
- Published
- 2026-05-25
- Authors
- Niangen Ye, Jingya Liu, Guofu Zhu, Weiqiang Sun, Weisheng Hu
- Theme
- 热管理与液冷
Abstract
The rapid scaling of large language models (LLMs) exacerbates communication bottlenecks in 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：摘要显示作者采用建模优化、调度分析或算法评估，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
Niangen Ye, Jingya Liu, Guofu Zhu, 等. Beyond Traffic Matrix: DELTA -- A DAG-Aware OCS Logical Topology Optimization for AIDCs[J/OL]. (2026-05-25)[2026-06-19]. https://arxiv.org/abs/2603.28096.
The future of liquid cooling for data centers
HPE · Query: data center liquid cooling conference presentation。Useful as technical or research context.
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2026 AI.Humanity Conference | Panel 4: AI, Energy, and the Hidden Cost of…
Emory University AI.Humanity · Query: AI datacenter power grid university lecture。Useful as technical or research context.
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Energy Efficiency of Data Centers
Institute for Systems Research · Query: IEEE data center energy efficiency lecture。Useful as technical or research context.
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Stanford Seminar: The Time-Less Datacenter
Stanford Online · Query: IEEE data center energy efficiency lecture。Useful as technical or research context.
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Webinar Recording: Next Generations – Data Center Cooling Technologies
ASHRAE Pyramids Chapter · Query: data center thermal management seminar。Useful as technical or research context.
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AI Data Centers Need HOW Much Power? ⚡🤯
First Trust ROI Podcast · Query: AI datacenter power grid university lecture。Useful as technical or research context.
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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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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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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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Industry
Industry news, products, policy, financing, projects, and market-oriented videos.
AI 算力基础设施动态：NVIDIA Blog 发布相关报道（原文标题：NVIDIA Blackwell Leads on First Agent…
Same-source item from the Chinese report. Verify details against the original linked source: AI 算力基础设施动态：NVIDIA Blog 发布相关报道（原文标题：NV…
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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：Colo provider MIRhosting sees e…
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（原文标题：Firstcolo breaks ground on…
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（原文标题：A perfect storm: data centers a…
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（原文标题：Switch buys another site 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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电力与能源约束观察：Data Center Dynamics 发布相关报道，涉及 $800（原文标题：Stream Data Centers pu…
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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电力与能源约束观察：Data Center Dynamics 发布相关报道（原文标题：City's data center moratorium …
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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智算中心/数据中心建设进展：Data Center Dynamics 发布相关报道（原文标题：Microsoft breaks ground on…
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（原文标题：Crusoe could build 14-acre data…
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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液冷与热管理进展：ServeTheHome 发布相关报道，涉及 2026 W（原文标题：81920 Cores Per Rack with AMD…
Same-source item from the Chinese report. Verify details against the original linked source: 液冷与热管理进展：ServeTheHome 发布相关报道，涉及 2026 W…
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AI 算力基础设施动态：Data Center Knowledge 发布相关报道（原文标题：HPE, Vultr Go All In on AI …
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 Knowledge 发布相关…
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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：From Grid Constraints to On-S…
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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AI 算力基础设施动态：Data Center Knowledge 发布相关报道，涉及 $124（原文标题：QumulusAI’s $124M D…
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 Knowledge 发布相关…
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政策、标准或能效观察：Data Center Dynamics 发布相关报道（原文标题：Google unveils new open-sourc…
Same-source item from the Chinese report. Verify details against the original linked source: 政策、标准或能效观察：Data Center Dynamics 发布相关报道…
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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：Data Center Automation: What’…
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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The Real Infrastructure Behind the AI Factory | Beyond Summit 2026 Panel
TensorWave · Query: AI infrastructure datacenter panel discussion。Useful for product, market, or deployment context.
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Enabling 1MW Data Center Racks through Innovations in Power and Liquid Co…
Open Compute Project · Query: OCP data center cooling workshop。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
The future of liquid cooling for data centers
学术会议报告 · HPE · Query: data center liquid cooling conference presentation
Open on YouTubeThe Real Infrastructure Behind the AI Factory | Beyond Summit 2026 Panel
专家圆桌 · TensorWave · Query: AI infrastructure datacenter panel discussion
Open on YouTube2026 AI.Humanity Conference | Panel 4: AI, Energy, and the Hidden Cost of Data Centers
专家讲座 · Emory University AI.Humanity · Query: AI datacenter power grid university lecture
Open on YouTubeEnergy Efficiency of Data Centers
学术讲座 · Institute for Systems Research · Query: IEEE data center energy efficiency lecture
Open on YouTubeEnabling 1MW Data Center Racks through Innovations in Power and Liquid Cooling
行业论坛 · Open Compute Project · Query: OCP data center cooling workshop
Open on YouTubeStanford Seminar: The Time-Less Datacenter
学术讲座 · Stanford Online · Query: IEEE data center energy efficiency lecture
Open on YouTubeWebinar Recording: Next Generations – Data Center Cooling Technologies
专家讲座 · ASHRAE Pyramids Chapter · Query: data center thermal management seminar
Open on YouTubeAI Data Centers Need HOW Much Power? ⚡🤯
专家讲座 · First Trust ROI Podcast · Query: AI datacenter power grid university lecture
Open on YouTubeSources
Collection notes
- 公开 RSS/Atom：HPCwire：未检索到符合条件的高相关条目。
- 论文池：已从本地论文池读取 30 条候选；池更新时间 2026-06-19 08:04。
- When optional automation services are unavailable, this page uses traceable public sources and conservative rule-based summaries only; unverifiable facts are not filled in.