构建电动汽车数据产品和人工智能.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I N D 3 9 1Building Data Products and AI for Electric VehiclesAmit KumarEV and AI Tech LeadAmazon Web ServicesVanshaj KocharSr.Solutions ArchitectAmazon Web Services

2、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaKey ConceptsData PerspectiveWhy Data Products?Digital TwinUse CasesDemoArchitecture 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Key ConceptsData ProductsDigital TwinGenerative AI&Agents 2025,Amazon Web S

3、ervices,Inc.or its affiliates.All rights reserved.Data Perspective 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Why Data Products?Domain ownershipData as a product Self-serve platformFederated computational governanceModern Data Strategy PrinciplesInverterMotorsBatteryTiresOn-b

4、oard chargersData Products 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Digital Twins L1-L4 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.EV Digital TwinStateSpecification(static data)Predictive valueReal-time 2025,Amazon Web Services,Inc.or its affiliates.

5、All rights reserved.Use CasesTire FailureMotor Overheating Inverter EfficiencyFault PredictionPerformance OptimizationRemaining Useful Life(RUL)/Degradation ModelingAnomaly DetectionDemo Use Cases 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Demo 2025,Amazon Web Services,Inc.or

6、 its affiliates.All rights reserved.EV Digital Twin on AWS powered by GenAIAWS CloudEV FleetAmazon OpenSearch AgentCore RuntimeData&AIKnowledge BaseGen AI RAGAmazon BedrockAgentCore MemoryAgentCore GatewayAgent OrchestrationDigital Twin UIAmazon CloudFrontAmaz