03956nam 22007935 450 991072893030332120230601063258.03-031-32154-510.1007/978-3-031-32154-2(MiAaPQ)EBC30562428(Au-PeEL)EBL30562428(OCoLC)1381479855(DE-He213)978-3-031-32154-2(BIP)090182350(PPN)272263303(CKB)26821627700041(EXLCZ)992682162770004120230601d2023 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierEngineering of Additive Manufacturing Features for Data-Driven Solutions Sources, Techniques, Pipelines, and Applications /by Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao1st ed. 2023.Cham :Springer Nature Switzerland :Imprint: Springer,2023.1 online resource (151 pages)SpringerBriefs in Applied Sciences and Technology,2191-5318Print version: Safdar, Mutahar Engineering of Additive Manufacturing Features for Data-Driven Solutions Cham : Springer,c2023 9783031321535 Introduction -- Feature Engineering in AM -- Applications in Data-driven AM -- Analyzing AM Feature Spaces -- Challenges and Opportunities in AM Data Preparation -- Summary.This book is a comprehensive guide to the latest developments in data-driven additive manufacturing (AM). From data mining and pre-processing to signal processing, computer vision, and more, the book covers all the essential techniques for preparing AM data. Readers willl explore the key physical and synthetic sources of AM data throughout the life cycle of the process and learn about feature engineering techniques, pipelines, and resulting features, as well as their applications at each life cycle phase. With a focus on featurization efforts from reviewed literature, this book offers tabular summaries for major data sources and analyzes feature spaces at the design, process, and structure phases of AM to uncover trends and insights specific to feature engineering techniques. Finally, the book discusses current challenges and future directions, including AI/ML/DL readiness of AM data. Whether you're an expert or newcomer to the field, this book provides a broader summary of the status and future of data-driven AM technology.SpringerBriefs in Applied Sciences and Technology,2191-5318Industrial engineeringProduction engineeringEngineering—Data processingArtificial intelligenceMachine learningEducationIndustrial and Production EngineeringData EngineeringArtificial IntelligenceMachine LearningEducationManufacturesTechnology & EngineeringIndustrial engineering.Production engineering.Engineering—Data processing.Artificial intelligence.Machine learning.Education.Industrial and Production Engineering.Data Engineering.Artificial Intelligence.Machine Learning.Education.621.988Safdar Mutahar1365626Lamouche Guy1365627Paul Padma Polash1365628Wood Gentry1365629Zhao Yaoyao (Fiona)1365630MiAaPQMiAaPQMiAaPQBOOK9910728930303321Engineering of Additive Manufacturing Features for Data-Driven Solutions3387804UNINA