Domain-informed Machine Learning for Smart Manufacturing
This book introduces the state-of-the-art understanding on domain-informed machine learning (DIML) for advanced manufacturing. Methods and case studies presented in this volume show how complicated engineering phenomena and mechanisms are integrated into machine learning problem formulation and meth...
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| Κύριος συγγραφέας: | |
|---|---|
| Συγγραφή απο Οργανισμό/Αρχή: | |
| Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
| Γλώσσα: | Αγγλικά |
| Έκδοση: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2025.
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| Έκδοση: | 1st ed. 2025. |
| Θέματα: | |
| Διαθέσιμο Online: | https://doi.org/10.1007/978-3-031-91631-1 |
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Πίνακας περιεχομένων:
- Introduction
- Domain-informed Feature Engineering for Smart Manufacturing
- Domain-informed
- Dimension Reduction for Smart Manufacturing
- Fabrication-Aware Machine
- Learning Models for Additive Manufacturing
- Domain-Informed Machine Learning
- Models for Nanomanufacturing
- Engineering-Informed Transfer Learning
- Engineering-Informed
- Process Compensation and Adjustment
- Domain-informed Data Pre-Processing in Additive Manufacturing
- Future Perspective for Domain-informed Machine
- Learning for Smart Manufacturing.