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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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

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-

power demand by 2030 [Internet]. Goldman Sachs; 2025. Available from: https://www.goldmansachs.com/insights/articles/ai-to-drive-165-increase-in-data-center-power- demand-by-2030 [6] International Energy Available from: https://www.iea.org/events/global-conference-on-energy-ai [7] S&P Global Commodity Insights. Company Sustainability Reports 2023 [Internet]. 2023. Available from: https://www.spglobal.

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

王萌，mwang@rmi.org 引用建议 李威，王萌，李婷，马欣悦，郭凯迪等. 建设零碳园区，加速生产侧绿色转型，落基山研究所，2025， https://rmi.org.cn/insights/zero-carbon-park-to-accelerate-green-production/ 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 org.cn/insights/transitioning-chinas-industrial-sectors-creating-clusters-for-large-scalegreen- hydrogen-integration 14 李抒苡，吴彦君，陈济等，中国零碳图景下的再生资源利用产业机遇，落基山研究所，2021， https://rmi.org.cn/insights/%e4%b Resilience and sustainability, 2023 李威，王萌，李婷，马欣悦，郭凯迪等. 建设零碳园区，加速生产侧绿色转型，落基山研究所，2025，https:// rmi.org.cn/insights/zero-carbon-park-to-accelerate-green-production/ 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

industry. The analysis was conducted through customer inquiries and auditing, external consulting and insights, media and public interaction, internal risk assessment, and strategic alignment. Consequently competitiveness and experience on collaborative touchpoints with customers and partners, providing valuable insights for improving our products and services. In 2024, we conducted customer satisfaction and partner we provide employees with a global platform that exposes them to numerous new experiences and insights, enabling them to grow rapidly. To support career development, Huawei Digital Power has created

sources such as the IEA, UN, GlobalData, and Comtrade. These are supplemented by DNV’s expert insights and internal research. We regularly update the model to reflect new policy, cost trajectories, 2025. From Silos to Systems: The Importance of Whole Energy Systems Thinking. Energy Industry Insights 2025 Special Report. A long-term, behaviourally-grounded forecast The ETO Model simulates the ina/ DNV (2025). IMO Net-Zero Framework and IMO MEPC 83 summary. https://www.dnv.com/maritime/insights/topics/net-zero-framework/ EC – European Commission (2025a). 2040 climate target. July. https://

取自动化系统、设备、传感器、仪表、驱动 器等多种现场资产的数据，支持在本地构 建、存储和标准化数据。通过 MQTT 或专用 连接器可以轻松对接至各类 IIoT SaaS 平台 （如 Siemens Insights Hub）或主流 IIoT 基 础设施服务（如 Microsoft Azure、AWS、阿 里云），实现数据的云端集成与分析，从而加 速生产的数字化转型进程。 作为 OT 与 IT