基于云的生成式AI支持初步工程设计.pdf

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1、RR Data Non Confidential 2024 Rolls-R oyce B usiness proprietary Contains no export controlled data 2024 Rolls-RoyceNot Subject to Export ControlPrivateCloud-Based Generative-AI Supporting Preliminary Engineering DesignAmeri,Nima Rolls-Royce,Civil DigITal Advanced AnalyticsBabu,Shiva-Rolls-Royce,SS&

2、CE,Design SystemsGurbani,Yashwant Rolls-Royce,SS&CE,Design SystemsNunez,Marco Rolls-Royce,SS&CE,Design SystemsRavichandran,Siddharth Rolls-Royce,Civil DigITal Advanced AnalyticsAdriaenssens Marjorie Databricks,Jain,Puneet -DatabricksJun 2024RR Data Non Confidential 2024 Rolls-Royce Business propriet

3、ary Contains no export controlled data 2024 Rolls-RoyceNot Subject to Export ControlPrivate2Content Context&MotivationContext&Motivation Conditional Generative Adversarial NetworksConditional Generative Adversarial Networks MethodologyMethodology Functional flow diagram&toolset Functional flow diagr

4、am&toolset EncodingEncoding Prediction extractionPrediction extraction DecodingDecoding ResultsResults Fuel Spray Nozzle design Fuel Spray Nozzle design MultiMulti-stage fan designstage fan design Cloud capabilitiesCloud capabilities Future workFuture workRR Data Non Confidential 2024 Rolls-Royce Bu

5、siness proprietary Contains no export controlled data 2024 Rolls-RoyceNot Subject to Export Control Private 3Context&MotivationPreliminary concept definition Full concept definition Product RealisationProductionIn-Service supportDetailed DesignDetailed DesignMachine Learning Machine Learning(cGAN(cG

6、AN)RR Data Non Confidential 2024 Rolls-Royce Business proprietary Contains no export controlled data 2024 Rolls-RoyceNot Subject to Export Control Private 4Conditional Generative Adversarial Networks(cGAN):What is a cGANNeural network used for generating realistic text,audio,images or videoConsists