用于工业分析和预测性维护的智能体代码生成.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.P E X 3 2 0Agentic Code Generation for Industrial Analytics and Predictive MaintenanceRaju Gottumukkala(he/him)Senior Worldwide IoT Specialist SAAWSChris Azer(he/him

2、)Principal GenAI Labs SAAWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Raju GottumukkalaChris AzerMeet your SpeakersPrincipal GenAI Labs SASenior IoT Specialist SA 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaCommon challengesAWS Stack:Industrial&A

3、ILive coding#1-Agentic anomaly detection and repair plan generation with Amazon Bedrock AgentCore and AWS IoT SiteWiseLive coding#2-Advanced Analytics with Amazon Bedrock AgentCore and AWS IoT SiteWise 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Slow digital transformation,poo

4、r decision-making,lack of visibility,slow response timesAging workforce,high worker turnover,slow response times for resolutionCommon business challenges in Manufacturing AnalyticsIT and OTsilosSkills barrier for building predictive models,leading to costly equipment breakdownsManufacturing skills g

5、apData analytics skills gap 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Keeping pace with new launches,following best practices and managing cost optimizationCommon technical challengesService complexityUnderstanding correct SDK usage,error handling patternsLong learning curve

6、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AWS IoT SiteWise provides an industrial data foundationIndustrial Data LakeTime Series DataInteractive QueryReal-timeAnalyticsPredictive Analytics3rd Party DataContextualizeAnalyzeStoreActProduction&Asset OptimizationQuality Managem