人工智能趋势与公用事业中的应用.pdf

1、1CONFIDENTIALDistributed AI for Grid Optimization-DER Connect and ManageEPRI AI Summit|Jan 7,2025Dr.Yingchen“YC”Zhang,VP of Product,Utilidata2CONFIDENTIAL2015Deployed the utility industrys first real-time machine-learning grid optimization solution 2019Developed first applications for meter company

2、software platforms2021Partnered with NVIDIA to develop first distributed AI platform for the electric grid 2023Early adopters secure$100M funding from Department of Energy to scale Karman2024Hubbell becomes first hardware provider to embed KarmanUtilidata has operated real-time machine learning soft

3、ware on the grid for over a decade3CONFIDENTIALMeet Karman The first native distributed AI platform for the grid Built on an NVIDIA GPU with a combination of on-chip and cloud-based software,Karman:Enhances resiliencyMakes distributed energy resources more valuableRevolutionizes customer interaction

4、s with energy data Offsets the need for infrastructure investments4CONFIDENTIALA modified version of the NVIDIA Jetson Orin Nano:Smaller size to easily embed in edge devicesRemoved USB features not required for grid operations,including circuitry for cameras,HDMI and audioAllows a broader temperatur

5、e range for devices in rugged conditionsEnhanced security features for grid operations,including board-to-board connectorIncreased storage to accommodate third-party softwareProprietary on-chip softwareCustom Karman module Nvidia Jetson Orin Nano(Left)and Karman custom NVIDIA mod(Right)5Karman is a

6、different kind of edge solution Open,modern architectureSoftware-defined data processing and communications to support unlimited applications Robust communicationsCommunicates to a centralized ADMS,other Karman units,DERs,and additional devicesAdvanced computationOperates 100 x faster than market so