1 Insights into Scaling Virtual Power Plants Real-World Findings for Successful Deployment January 2025 Angela Long (Rockcress Consulting) Ryan Long (Rockcress Consulting) PacifiCorp Stacy Miller, U.S. DOE Tolu Omotoso, NRECA Tomas Smith, Puget Sound Energy 5 5 REAL-WORLD FINDINGS FOR SUCCESSFUL DEPLOYMENT Insights into Scaling Virtual Power Plants Executive Summary the U.S. Department of Energy (DOE) titled Insights into Scaling Virtual Power Plant (VPP): Real-World Findings for Successful Deployment. The report will use interviews and a case study approach to

complete in 2050 and there is a very important dynamic unfolding in the decade thereafter as the world trends further towards a decarbonized energy mix. That trend is unstoppable but too slow, setting their pledges, while the US has exited the Agreement, again. It is now widely acknowledged that the world will not achieve net-zero emissions by 2050. This means warming will exceed 1.5°C and then increase emissions to zero. Remi Eriksen Group President and CEO DNV It is now widely acknowledged that the world will not achieve net zero emissions by 2050, which means warming will exceed 1.5°C. 2 DNV

（本体扩展） Adapted from Jim Fan’s talk 13 技能泛化：多智能体实现长时序开放具身任务解决 Day Long-horizon open- Forest world embodied tasks Stone Water Task: Gather wood from the forest, craft a stone sword on the plains 技能泛化：组合泛化实现未知技能的学习 n RA-P (IROS 2025, NeurIPS 2024 OWA): composable generalizable agents in real world n Decompose complicated tasks into fine-grained primitive skills, generalizable to new physical skills 技能泛化：组合泛化实现未知技能的学习 n RA-P (IROS 2025, NeurIPS 2024 OWA): composable generalizable agents in real world n Decompose complicated tasks into fine-grained primitive skills, generalizable to new physical skills

Sustainability Report About Huawei Digital Power 01 About Huawei Digital Power Huawei Digital Power is a world leader in digital power products and solutions. We are committed to integrating digital and power and providing a clear roadmap for reducing emissions across the entire value chain by 2040. As the world's first Digital Power product provider to receive this certification, we lead by example, implementing neutrality. Ultimately, we are striving to build an ecologically balanced, green, and beautiful world with a shared future for all. Huawei Digital Power 2024 Sustainability Report Sustainable Development

Fu-Chun2 Abstract Thanks to the rapid development of large-scale pre-training models possessing world knowledge in recent years, embodied intelligence based on large models has achieved good results in RoboGen[42], Mimicgen[43], Scaling up and distilling down[44], DrEureka[45], Omnigrasp[46], Meta-World[47], BEHAVIOR-1K[48] ALOHA[37], UMI[38], HumanPlus[39], GELLO[40], GC-DA[41] MineDojo[31], VRB[32] Liu Y, Chen W X, Bai Y J, Liang X D, Li G B, Gao W, et al. Aligning cyber space with physical world: A comprehensive survey on embodied AI. arXiv preprint arXiv: 2407.06886, 2024. 28 Yang

came into my purview. In 1999, the ringing of my first mobile phone marked my enlistment into the world of unbroken connectivity. While working at the International Data Corporation, I leveraged technology The sleek device in my palm hinted at a paradigm shift in personal technology. A decade later, the world of Robotic Process Automation (RPA) opened up before me, during a conversation at a KPMG dinner. This you with practical strategies for leveraging AI in your HR processes, helping you stay ahead in a world being rapidly reshaped by technology. Drawing upon my vast experience in management consulting, technology

数据负载合理选择路由个数，将数据通过主干网络 传输至数据中心进行统一处理。 决策控制单元 执行器 被控对象 传感器 控制指令 控制量 感知信息 图 1 CPS 基本功能单元 智慧钢铁 Metal World 30 2022 年第 3 期 (3) 应用层：本层包括钢铁企业的数据管理、资 源调配管理、分厂区软件应用以及相应的大型数据 计算。CPS 下单元的核心是构建以武力环境为基础 的制造资源动态控制策略，例如针对高炉冶炼专家 多能流统一建模 ... 监控系统 调度系统 PC端 管理APP 生产APP ... ... 移动端 大规模计算 模型集成 ... 云端 图 3 钢铁能源工业互联网架构 智慧钢铁 Metal World 32 2022 年第 3 期 据挖掘。此外，该云平台还集成了高炉专家系统、 高炉冶炼生产过程 3D 可视化监控、高炉智能配料与 上料系统、设备智能化点检系统等为实现炼铁全流 程实时监控，提高生产安全性及生产效率，降低劳 颇，无法全面反映钢铁能源产、消、存实际变化。 虽然已有学者进行了融合模型的研究，但采用的仍 是简单加权方式，缺少考虑生产制造、能源利用等 过程的实际特征。因此，人工智能在钢铁能源管控 智慧钢铁 Metal World 34 2022 年第 3 期 方面的主要研究应用趋势之一，即如何实现机理、 数据、知识等多模型合理深度融合。 (2) 运算结果的可解释性提升：现有模型虽然可 以给出一些具有指导意义的分析结果，但在应用时

低碳转型提供了明确的投资指引，也为其他地区乃至全 国层面的转型金融框架设计树立了示范和参考样板。 注：数据来自2023及2024年的企业可持续发展报告、ESG报告、年度报告及公司网站。生产数据来自世界钢铁协会 （World Steel Association）。 促进中国钢铁行业转型融资的激励机制 Climate Bonds Initiative 10 专题3：钢铁转型财政补贴国际经验 德国联邦政府和德国下萨克森州政府分别出资7亿欧元和3亿欧元 4．转型融资执行透明度 • 资本支出、运营支出 • 转型融资产生的气候影响 促进中国钢铁行业转型融资的激励机制 Climate Bonds Initiative 21 参考材料 1. World Steel Association. https://worldsteel.org/climate-action/ climate-change-and-the-production-of-iron-and-steel/ / 2. National Energy Administration. 2021. https://www.nea.gov. cn/2021-05/14/c_139945718.htm 3. World Steel Association. https://worldsteel.org/data/annual-pro- duction-steel-data/?ind=P1_crude_steel_total_pub/CHN/IND

联合国气候变化框架公约 VFDs Variable Frequency Drives 变频驱动器 WBCSD World Business Council for Sustainable Development 世界可持续发展工商理事 会 WRI World Resources Institute 世界资源研究所 通用碳管理指南 – 文献参考 (BSI). PAS 2060 – Specification for the Demonstration of Carbon Neutrality. 2014. ClimateWatch, World Resources Institute. Historical GHG Emissions. Available at: https://www.climatewatchdata.org/ Greenhouse Gas Protocol (GHG Protocol). Corporate Accounting and Reporting Standard. World Resources Institute (WRI) & World Business Council for Sustainable Development (WBCSD). 2004. Greenhouse Gas Protocol

robotics technology，enables intelligent agents to perceive，decide，and interact within the physical world，serving as a vital pathway toward the development of general artificial intelligence. It reviews 在评测基准建设方面，NVIDIA 推出的 Omniverse 平台为具身智能系统提供了高保真度的仿真环境，支 持多模态数据的生成与处理，广泛应用于工业仿真和 机器人训练等领域。Meta AI 发布的 AgiBot World 数 据集包含但不限于视频、音频和文本样本，为多模态 研究提供了丰富的数据资源，促进了具身智能系统在 感知与理解方面的能力提升 ［13］。 在系统认证方面，UL 公司发布的 UL 3300