1 Insights into Scaling Virtual Power Plants Real-World Findings for Successful Deployment January 2025 Angela Long (Rockcress Consulting) Ryan Long (Rockcress Consulting) NRECA Tomas Smith, Puget Sound Energy 5 5 REAL-WORLD FINDINGS FOR SUCCESSFUL DEPLOYMENT Insights into Scaling Virtual Power Plants Executive Summary Introduction Leadership Investments Planning Pilots Help Uncover Early Challenges and Refine VPP Strategies: Pilot programs can provide valuable insights into technology performance and customer engagement, and allow for quick identification and resolution

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第1页 人工智能物联网（AIoT）：将人工智能与现实世界相连 版权所有 ©2024 Moor Insights & Strategy 2024年5月 人工智能物联网（AIoT）：将人工智能与现实世界相连 互联设备提升人工智能的实用性 分析师将人工智能物联网（AIoT）大致定义为人工智能（AI）与物联网（IoT）的融合1，利 用AI让物联网设备变得更智能、更具 2024年1月7日 第2页 人工智能物联网（AIoT）：将人工智能与现实世界相连 版权所有 ©2024 Moor Insights & Strategy 2024年5月 如需了解IoT设备特定AI使用案例的更多信息，请阅读Moor Insights & Strategy（MI&S） 恩智浦Matter系列第三篇论文《Matter for CE Product Manufacturers》（面向CE产品 是值得的。如今，少数几个行业标准网络涵盖了所有相关的设备联网特性和功能。设备连接 第3页 人工智能物联网（AIoT）：将人工智能与现实世界相连 版权所有 ©2024 Moor Insights & Strategy 2024年5月 的快速创新阶段已经结束。我们现在处于融合阶段，而且已经到了这样一个阶段：大多数专 用网络技术已无明显差异，只会增加市场阻力和成本，却无法带来竞争优势。

ANTON SHENK Evaluating Artificial Intelligence for National Security and Public Safety Insights from Frontier Model Evaluation Science Day Conference Proceedings 2 ables, thresholds for dangerous voluntary risk management policies for scaling AI capabilities. The workshop proceedings synthesize insights from these sessions, outline the complexities of eval- uating AI for dangerous capabilities, and biology (chem-bio) track illu- minated the intersection of AI with chem-bio risks, incorporating insights from evaluations of general- purpose and domain-specific models. This section details lessons learned

物理系统的一种生动的数字化表示形式， 能够动态更新以模拟物理系统的结构、状 态和行为，并用于驱动业务收益 为什么需要数字孪生 成本节省 更快，更智能，更安全，更便宜 解决远距离问题 远程方案 更好的交互体验 with Insights 数字孪生有什么要求 • 保真度要求 • 扫描频率（设备是否经常更改设置？） • 数据延迟、连接细节（实时性如何？） • 3D 模型，详细视图 • 遥测数据叠加 • 扫描仪、传感器、物联网 流媒体应用 • 资源：2D/3D 文件、文档等。 • Tag It can also serve as a security boundary Workspace Modeling Insights 3D scenes Web app 步骤 2: Modeling Models 拥有实体和组件 • 实体（Entities）: 物理系统的数字表示 • 组件（Components）: 表达实体之间的自定义关系 使用组件：避免构建另一个数据存储 从数据存储中引入schema作为实体属性 创作您自己的组件 Workspace Modeling Insights 3D scenes Web app 步骤 3: Streaming insights • 丰富你的时序数据 • 使用分析引擎增加洞察 (ML, simulations) • 把结果存到数据存储中 Stream data in/out

��������DCT���2024����81.9�� ������14.8%��������CAGR���� � 2032 � � � 249.7 � � � � Business Research Insights, 2025����������������� ���够���������� ����� �������� �������� ���� ������ ������ 务�������务� ���务�����尽 JCO oncology practice, 19(6), 317-321. https://doi.org/10.1200/OP.22.00702 • Business Research Insights. (2025, February 3). Decentralized clinical trials market, size, share, growth, and industry by application (oncology, cardiovascular, and others), regional insights, and forecast from 2024 to 2032. Business Research Insights. https://www.businessresearchinsights.com/market -reports/decent

opportunities for personalised learning experiences, streamlining processes, and providing valuable insights into training programme efficacy. 1. Needs assessment: Analyse the organisation's current and future Supervisor Assessment Ask supervisors to review their direct reports' self-assessments and add their own insights. This step should help to provide a balanced view of where skill gaps exist. Week 4: Analysis and Optimisation Continuously improving and refining the sales process. Analyzing sales data and metrics for insights and optimisation. Leveraging HubSpot's reporting and analytics tools for process evaluation. Identifying

and process optimization, ensuring we can take full advantage of accurate, timely data. The insights included in this report are designed to help inform your decisions in this evolving landscape—and manufacturing, 69% plan to invest in the next 12 months. These are just a few of the important insights garnered through feedback from 1,560 decision-makers from 17 of the top manufacturing countries Research, includes a plan to start your journey alongside the research findings to help you turn insights into action. North America Latin America Europe, Middle East and Africa Asia Pacific

助力您的公司打造供应链的辉煌成功 1. Top Geopolitical Risks of 2024 https://www.spglobal.com/en/research-insights/market-insights/ geopolitical-risk 2. Reinforced Supply Chain Measures Keep Asia Pacific’s Outlook Upbeat threats-report 7. CSCOs’ Partly Sunny Take on 2025 https://www.gartner.com/en/supply-chain/insights/beyond-supply-chain- blog/cscos-partly-sunny-take-on-2025 8. Future of Supply Chains 2025 https://www

values collaboration and aims to accelerate the energy transition through sharing knowledge and insights. We therefore allow interested parties to reference, share, and cite our work through the Creative Suppliers are encouraged to work closely with OEM expert teams, who can offer on-site assistance and insights into best practices. This collaboration can be instrumental in building internal capabilities, thorough energy intensity mapping, the OEM’s previous successes in energy-efficiency retrofits, and insights from external energy- efficiency experts. This initiative reflected a shared commitment to sustainability