Liquid Cooling and AI Data Center Daily | 2026-09-15
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 2026-09-15.
- Collection window: 2026-09-14 08:00 北京时间 - 2026-09-15 08:00 北京时间.
- Coverage snapshot: 8 industry items; 1 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, AI 芯片供给与交付, PUE/WUE 与能效优化.
- The heat score is 9/10 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.
Grid-Mode-Aware Model Predictive Control of Hybrid Energy Storage Systems…
To facilitate the grid-friendly integration of highly variable AI
Expand
Grid-Mode-Aware Model Predictive Control of Hybrid Energy Storage Systems for AI Data Center Power Smoothing
- Published
- 2026-09-03
- Authors
- Xin Chen
- Theme
- 算电协同
Abstract
To facilitate the grid-friendly integration of highly variable 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
Xin Chen. Grid-Mode-Aware Model Predictive Control of Hybrid Energy Storage Systems for AI Data Center Power Smoothing[J/OL]. (2026-09-03)[2026-09-15]. https://arxiv.org/abs/2609.04398.
Bio-inspired Learning and Decision-Making with Probabilistic In-Memory Co…
This report extends our previous work (Part 1), which introduced an energy
Expand
Bio-inspired Learning and Decision-Making with Probabilistic In-Memory Computing Hardware: Part 2
- Published
- 2026-09-10
- Authors
- Thomas Dalgaty, Eiji Kawasaki, Miguel de Prado, Tommaso Salvatori, Germain Haugou, Eric Flamand
- Theme
- 热管理与液冷
Abstract
This report extends our previous work (Part 1), which introduced an 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
Thomas Dalgaty, Eiji Kawasaki, Miguel de Prado, 等. Bio-inspired Learning and Decision-Making with Probabilistic In-Memory Computing Hardware: Part 2[J/OL]. (2026-09-10)[2026-09-15]. https://arxiv.org/abs/2609.11288.
From Grid to Chip: Power Architecture, Stability, and Flexibility of AI D…
The rapid growth of artificial intelligence ( AI
Expand
From Grid to Chip: Power Architecture, Stability, and Flexibility of AI Data Centers
- Published
- 2026-09-10
- Authors
- Yubo Song, Rui Kong, Takuro Umihara, Pooya Davari, Frede Blaabjerg, Subham Sahoo
- Theme
- 算电协同
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，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
Yubo Song, Rui Kong, Takuro Umihara, 等. From Grid to Chip: Power Architecture, Stability, and Flexibility of AI Data Centers[J/OL]. (2026-09-10)[2026-09-15]. https://arxiv.org/abs/2609.11649.
Artificial Intelligence for Energy Optimization in Data Centers
Data
Expand
Artificial Intelligence for Energy Optimization in Data Centers
- Published
- 2026-09-03
- Authors
- Mohammed Basharath Ullah, Summaiya Unnisa Begum, Mohammed Nadeem Ullah
- 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
Mohammed Basharath Ullah, Summaiya Unnisa Begum, Mohammed Nadeem Ullah. Artificial Intelligence for Energy Optimization in Data Centers[J/OL]. (2026-09-03)[2026-09-15]. https://arxiv.org/abs/2609.03716.
SALTED: a symmetry-adapted machine-learning program for predicting electr…
SALTED provides an open-source Python package for machine learning the quantum-mechanical electron density, $n(\mathbf{r})$, in mol…
Expand
SALTED: a symmetry-adapted machine-learning program for predicting electron-densities in molecules and materials
- Published
- 2026-09-03
- Authors
- Zekun Lou, Alan M. Lewis, Théophane Bernhard, Lukas Seifert, Agustin Salcedo, Florian Kleemiss, Mariana Rossi, Andrea Grisafi
- Theme
- 热管理与液冷
Abstract
SALTED provides an open-source Python package for machine learning the quantum-mechanical electron density, $n(\mathbf{r})$, in molecular and condensed-phase systems based on input atomic coordinates
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
Zekun Lou, Alan M. Lewis, Théophane Bernhard, 等. SALTED: a symmetry-adapted machine-learning program for predicting electron-densities in molecules and materials[J/OL]. (2026-09-03)[2026-09-15]. https://arxiv.org/abs/2609.03576.
THz-SynC: Collective Synthesis with Contextual-Bandit-Assisted Coordinati…
Terahertz (THz) wireless interconnects offer high-capacity, low-latency, and energy
Expand
THz-SynC: Collective Synthesis with Contextual-Bandit-Assisted Coordination for Reconfigurable Hybrid Optical-THz AI Datacenters
- Published
- 2026-09-03
- Authors
- Jingting Jiang, Chong Han
- Theme
- 热管理与液冷
Abstract
Terahertz (THz) wireless interconnects offer high-capacity, low-latency, and 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
Jingting Jiang, Chong Han. THz-SynC: Collective Synthesis with Contextual-Bandit-Assisted Coordination for Reconfigurable Hybrid Optical-THz AI Datacenters[J/OL]. (2026-09-03)[2026-09-15]. https://arxiv.org/abs/2609.04025.
A High- and Variable-Dimensional Measurement of the $Z$+jets Differential…
Proton-proton collisions at the Large Hadron Collider (LHC) offer the opportunity to observe the interactions of fundamental partic…
Expand
A High- and Variable-Dimensional Measurement of the $Z$+jets Differential Cross Section with the ATLAS Experiment and Artificial Intelligence
- Published
- 2026-08-28
- Authors
- Kevin Greif
- Theme
- 热管理与液冷
Abstract
Proton-proton collisions at the Large Hadron Collider (LHC) offer the opportunity to observe the interactions of fundamental particles at very high 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：摘要显示作者采用实验验证、原型测试或测量对比，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
Kevin Greif. A High- and Variable-Dimensional Measurement of the $Z$+jets Differential Cross Section with the ATLAS Experiment and Artificial Intelligence[J/OL]. (2026-08-28)[2026-09-15]. https://arxiv.org/abs/2608.28449.
A Closed-Loop Thermal Dynamic Model for AI Data Center Cooling Load Simul…
Cooling
Expand
A Closed-Loop Thermal Dynamic Model for AI Data Center Cooling Load Simulation
- Published
- 2026-08-31
- Authors
- Cletus Ngwerume, Lang Tong, Chee-Wooi Ten, Yi Hu
- Theme
- 热管理与液冷
Abstract
Cooling
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
Cletus Ngwerume, Lang Tong, Chee-Wooi Ten, 等. A Closed-Loop Thermal Dynamic Model for AI Data Center Cooling Load Simulation[J/OL]. (2026-08-31)[2026-09-15]. https://arxiv.org/abs/2607.28962.
Data Center Cooling - A thermal efficiency approach
Anixter · Query: data center thermal management seminar。Useful as technical or research context.
Expand
Different Types of Liquid Cooling for Data Centers
All_In_Tech · Query: data center liquid cooling conference presentation。Useful as technical or research context.
Expand
How Data Centers Manage Intense Heat: Cooling Systems Explained
Equinix · Query: data center thermal management seminar。Useful as technical or research context.
Expand
Liquid Cooling in AI Data Center
MEP Academy · Query: data center liquid cooling conference presentation。Useful as technical or research context.
Expand
Liquid-Cooled GPU Racks: The Future of Performance & Scalability 💧⚙️
Serverwala Cloud Data Centers Pvt Ltd · Query: data center liquid cooling conference presentation。Useful as technical or research c…
Expand
Microsoft Introduces Zero-Water Cooling for Data Centers
Tech Sphere · Query: data center liquid cooling conference presentation。Useful as technical or research context.
Expand
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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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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Industry
Industry news, products, policy, financing, projects, and market-oriented videos.
数据中心产业动态：Data Center Dynamics 发布相关报道（原文标题：Brookfield to acquire a minorit…
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 4MW、20MW（原文标题：Damac and Vodafone …
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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智算中心/数据中心建设进展：Data Center Dynamics 发布相关报道，涉及 200MW（原文标题：Edged tops out da…
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：Construction worker dies after …
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：DayOne breaks ground on da…
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：Why coolant health is becoming …
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 150MW、$1 billion（原文标题：Thor Equiti…
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：The Register 发布相关报道（原文标题：Datacenter developers want your backyar…
Same-source item from the Chinese report. Verify details against the original linked source: 数据中心产业动态：The Register 发布相关报道（原文标题：Data…
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技术与产品进展：Data Center Knowledge 发布相关报道（原文标题：The AI Data Center Boom Is Here…
Same-source item from the Chinese report. Verify details against the original linked source: 技术与产品进展：Data Center Knowledge 发布相关报道（原…
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政策、标准或能效观察：Data Center Knowledge 发布相关报道（原文标题：Beyond WUE: Assessing Data C…
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 Knowledge 发布相关报…
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Aii Expert Panel | Challenges and Opportunities in the Data-Energy Triang…
Alliance for Innovation and Infrastructure · Query: AI infrastructure datacenter panel discussion。Useful for product, market, or de…
Expand
Great Debate: How AI Infrastructure Is Hitting the Scale Wall
TechArena · Query: AI infrastructure datacenter panel discussion。Useful for product, market, or deployment context.
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产业热度指数 9/10
Same-source item from the Chinese report. Verify details against the original linked source: 产业热度指数 9/10
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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
Aii Expert Panel | Challenges and Opportunities in the Data-Energy Triangle
专家圆桌 · Alliance for Innovation and Infrastructure · Query: AI infrastructure datacenter panel discussion
Open on YouTubeData Center Cooling - A thermal efficiency approach
专家讲座 · Anixter · Query: data center thermal management seminar
Open on YouTubeDifferent Types of Liquid Cooling for Data Centers
学术会议报告 · All_In_Tech · Query: data center liquid cooling conference presentation
Open on YouTubeGreat Debate: How AI Infrastructure Is Hitting the Scale Wall
专家圆桌 · TechArena · Query: AI infrastructure datacenter panel discussion
Open on YouTubeHow Data Centers Manage Intense Heat: Cooling Systems Explained
专家讲座 · Equinix · Query: data center thermal management seminar
Open on YouTubeLiquid Cooling in AI Data Center
学术会议报告 · MEP Academy · Query: data center liquid cooling conference presentation
Open on YouTubeLiquid-Cooled GPU Racks: The Future of Performance & Scalability 💧⚙️
学术会议报告 · Serverwala Cloud Data Centers Pvt Ltd · Query: data center liquid cooling conference presentation
Open on YouTubeMicrosoft Introduces Zero-Water Cooling for Data Centers
学术会议报告 · Tech Sphere · Query: data center liquid cooling conference presentation
Open on YouTubeSources
Collection notes
- 论文池：已从本地论文池读取 15 条候选；池更新时间 2026-09-15 02:39。
- When optional automation services are unavailable, this page uses traceable public sources and conservative rule-based summaries only; unverifiable facts are not filled in.