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 locationality to their VPP). PGE is enhancing operations at the grid edge for flexibility. This involves real-time computation and communication at the device level to manage customer usage patterns dynamically

of “Digital Network Management and Smart Service operation“ for the Smart Port Platform ， presents real operation scenarios such as port communication and perception network, loading, unloading, transportation to complete remote loading and unloading of containers ； (2) Crane Monitoring : Real-time monitoring of port machinery operating status information, with data collection, analysis, management in multiple dimensions with the help of 5G network, video, sensor and control technology Real-time synergy with the terminal operation system (TOS), enabling remote container loading and unloading

18 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 2025 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 2025 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 n Decompose complicated tasks into fine-grained primitive skills, generalizable to new

115367  SPE Paper 111990  SPE Paper 127517  SPE Paper 127520  New Tool Manages Big Data in Real Time, AAPG Explorer, January 2016 ADNOC  Shortfall identification and management cycle time improved enabled by the OSDU Data Platform. − ‘’Realtime as the standard”: Making sure that any amount of real time data can be handled by the OSDU Data Platform and linked Edge facilities. − ‘’Support for End-to-End kicks for client data  False alarm ratio is less than 8% Automatic Early Kick Alarming Real-time Drilling Data Physics based modeling Time-series Data mining 04 AI 实例：早期井涌预警系统

application functions. 实现了系统的闭环、实时在线、全自动运行，可在 1 秒钟内 快 速完成优化计算和指令下达。 The system has achieved closed-loop, real-time online, and fully automatic operation, with the ability to complete optimization calculations versatility and easy expandability of functions 配套终端功能灵活定制 Customizable Terminal Functions 实时准确响应调度指令 Real-time and Accurate Response to Dispatch Instructions 平台建设亮点 Highlights of the platform construction - VPP analysis based on different regional advantages VPP can establish efficient connection and real-time monitoring between various types of distributed resources, carrying out trading of distributed

platform has functions such as real-time collection, monitoring, analysis, and management of environmental data. Scientific applications can achieve intelligent control and real-time monitoring of environmental

Suite – Kernel Real-Time Application 32/64 bit Kernel DLL MDF/PCAPng Kithara RealTime Suite – API User Mode Control Layer and External Libraries Communication and Fieldbus Layer Real-Time Layer Hardware Servers 边缘服务器 确定性实时控制 工厂 OT/IT 网络 边缘工作节点 [n] m g m t Real Time HW/SW General Purpose Compute AI Control HMI m g m t Real Time HW/SW General Purpose Compute AI Control HMI 边缘工作节点[1] 械臂的整体运动，从而整体实现使 用自然语言对机械臂的操控。 LLM RTmotion EtherCAT/CANopen ASR Code Generator Real-Time Non-Real-Time CPU P & E Cores iGPU CPU E Cores NPU Intel® Core™ Ultra ARL-H Audio Prompts

process to prompt the generator to generate images progressively resembling the distribu- tion of real data [7, 8]. Moreover, the diffusion models stand out as the most revolutionary technologies that SketchyGAN [37] focuses on the sketch-to-image generation task and aims to achieve more diversity and real- ism. Currently, ControlNet [38] can control diffusion mod- els by adding extra conditions. The sketch-to-image mindsets and explore new design spaces. Simul- taneously, diffusion probabilistic models can generate real- istic architectural rendering images suitable for Virtual Re- ality (VR) or Augmented Reality (AR)

drive cost advantages through industri- alization, mass production, and concessional finance and real estate. Ever-cheaper Chinese technologies are available all over the world and, absent tariffs and or rooms that no longer need heating due to better insulation and ventilation. But the effect is real. When such shifts scale — through regulation, pricing, or social norms — they materially reduce present rate of investment in AI will probably cool as it becomes apparent that aggregate gains from real-world AI deployment will likely align mainstream productivity ranges rather than a step-change.

and effective scheduling strategy is the key to achieving this goal. The optimal scheduling of a real community integrated energy system in winter was studied. On the basis of building detailed models time-scale uncertainties based on rolling optimization and feedback correction behaviors; and a real-time adjustment process can eliminate the small time-scale fluctuations of renewable energy and scheduling plan of every interval t in a whole cycle is finished. In the dynamic adjustment stage, the real-time solar radiation/loads and the system’s operation state are acquired firstly. Then, with the