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

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

生产规划 产品设计 智能产品智能制造智能服务 --- 涵盖整个价值 链 一 产品数字化双胞胎 智能产品 生产数字化双胞胎 智能制造 性能数字化双胞胎 智能服务 feed back insights to continuously optimize product and production 通过数字化双胞胎技术实现智能产品制造服务的数据闭环 一 系统解决方案适用于产品生产商和设备制造商

李威，wli@rmi.org 引用建议 落基山研究所，中汽碳（北京）数字技术中心有限公司，需求侧驱动钢铁低碳转型：以汽车行业采购实践为例，2025 https://rmi.org.cn/insights/low-carbon-steel-procurement-report/ RMI 重视合作，旨在通过分享知识和见解来加速能源转型。因此，我们允许感兴趣的各方通过知识共享 CC BY-SA xwzx/djbd/202312/t20231225_83034.htm 落基山研究所，中汽碳（北京）数字技术中心有限公司，需求侧驱动钢铁低碳转型：以汽车行业采购实践为例，2025 https://rmi.org.cn/insights/low-carbon-steel-procurement-report/ RMI 重视合作，旨在通过分享知识和见解来加速能源转型。 因此，我们允许感兴趣的各方通过知识共享 CC BY-SA

and improves the system's economic and environmental performance. This research offers valuable insights for the sustainable, stable, and reliable energy supply of renewable energy systems and supports

几秒钟内完成。 充电站连接到一个微电网，概念验证还收集了微电网产生的绿色能源数据，除了发行可再生能源证书（REC）。这种 安排是为了确保微电网的绿色能源生产与电动汽车充电的消耗相匹配（Ledger Insights，2023）。 2.3.5 提升业务性能：未来控制中心及自动故障定位、隔离、服务、恢复（FLISR） 在智利，谷歌与iREC标准合作，测试了位于该国的数据中心每小时可再生能源发电与其消耗的匹配情况。试点表明， 配电系统 能源效率提升的机会%20 th e%20US%20电力%20输配%20系统_0.pdf WRI（2023），“全天候无碳能源的现状：近期进展与关注点”，洞察， www.wri.org/insights/247-carbon-free-en ergy-progress (访问于2025年10月28日)。 夏 (2024), \"利用地球同步卫星对太阳能光伏电站云量的精准临近预报\ 等 卫星图像\

output in 2024 with diversification plans, S&P Global Commodity Insights, https://www. spglobal.com/commodityinsights/pt/market-insights/latest-news/ metals/041224-factbox-china-set-to-raise-african-lithium-output-in-

directions on social value stemming from circular economy practices in agri-food industrial parks：Insights from a systematic literature review[J]．Journal of Cleaner Production，2022，354：131753． [105]

J., Lefever, S., Michiels, P., Otjacques, B., Degreef, G. (2021). Open Urban Digital Twins - insights in the current state of play. https://vlocavis.z6.web.core.windows.net/ Urban%20Digital%20Twins