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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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

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

the Decarbonisation of Chi- na’s Steel Sector: Insights from the Transition Finance Pilot and Market Progress. https://www.climatebonds.net/data-insights/ publications/financing-decarbonisation-chinas-steel-sector-in- https://www.climatebonds.net/data-in- sights/publications/financing-decarbonisation-chinas-steel-sec- tor-insights-transition-finance-pilot-market-progress 16. Climate Bonds Initiative. 中国转型金融研究报告. https://www market issues CCER 2.0 trading rules, excluding block trades. https://www.spglobal.com/ commodity-insights/en/news-research/latest-news/energy-transi- tion/123024-chinas-voluntary-carbon-market-issues-ccer-20-trad-

a physical asset, recorded over the day. In comparison, real-time analytics involves generating insights about a physical asset through continuous processing of incoming data pertaining to the asset. should be mentioned, again, that any action to change a manufacturing process based on digital twin insights may occur with the involvement of human discretion, particularly where the proposed change is complex

services APIs Non competing Competing OSDU Data Platform: Single Data Platform (system of record / insights) API (standard interface for accessing the data) OSDU R3++ covers: • Solar, Windfarm • Hydrogen

(Tagesschau Elektroautos) 2 https://www.presseportal.de/pm/107923/3918292 3 https://www.bain.com/de/insights/tipping-points-in-der-automobilindustrie/ 4 The innovation race, Protolabs 5 https://www.accenture ture- Remaking-Industries-Automotive-PDF-Report.pdf#zoom=50 7 https://www.rolandberger.com/en/Insights/Publications/Transforming-production- structures-in-the-automotive-industry.html 8 https://www

计算，对于未来靠近车的本地端可实 现数据处理、加密和决策，并提供高 效的通讯 共享自动驾驶将使个人交通成本大幅下降，从每英里 66 美分降至每英里 12 美分 Source: Barclays Research Insights 自动驾驶车辆可以在 10 年之内挽救 50 万人的生命 • 全世界每年因道路交通事故死亡人数 125 万 • 交通事故 是 15-29 岁年轻人的首要死亡原因 • 超过