混合科学：人工智能+物理模拟在气候与汽车工程中的应用.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.C M P 2 1 1Hybrid Science:AI+Physics Simulations for Climate and Automative Engineering Satheesh MaheswaranSr.WW Specialist SA,HPCAWS WWSO Advanced ComputeNikita Bul

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3、on Web Services,Inc.or its affiliates.All rights reserved.Overview of AWS Batch and customer success stories 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Focus on analyzing results,not managing infrastructureNative integration with AWSOptimize compute costsScale compute resourc

4、es automaticallyAWS BatchBatch processing for ML model training,simulation,and analysis at any scale 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Customers powered by AWS BatchAutodeskUses AWS Batch with Amazon EC2 Spot Instances for its rendering-as-a-service workload to spend

5、 50%less while increasing scale.Toyota Research InstituteReduced time to train their models by 75%by using AWS Batch,accelerating research and development.ContinentalUses AWS Batch to enable compute scaling on the Continental Automotive Edge Framework(CAEdge).Simulation time went from 3 weeks to 4 h

6、ours for a full field operation test.MobileyeUses AWS Batch to process over 500K concurrent cores for their ML simulations using Amazon EC2 Spot instances for cost savings.QBiCThe Quantitative Biology Center(QBiC)cut genomics research time by 50%because of the automation and orchestration provided b