Materials Horizons · 2018 · 552 citations · 26 references
EngineeringMaterials EngineeringMaterials ScienceAdditive ManufacturingComputational Materials ScienceMachine LearningComposite Additive ManufacturingComposite MaterialsComposites ManufacturingDeep LearningDesign For Additive ManufacturingMechanical Property SimulationBioinspired Design For Additive ManufacturingBioinspired Materials DesignConvolutional Neural NetworksMaterial Behavior ModelingMaterials Data-driven Design
A new approach to design hierarchical materials using convolutional neural networks is proposed and validated through additive manufacturing and testing.
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The conflicts between strength and toughness
Robert O. Ritchie · Nature Materials · 2011 · 3.9K citations
Selection of relevant features and examples in machine learning
Avrim Blum, Pat Langley · Artificial Intelligence · 1997 · 3.3K citations
Nature’s hierarchical materials
Peter Fratzl, Richard Weinkamer · Progress in Materials Science · 2007 · 2.8K citations · Full text
Natural Sciences, Materials Engineering, Materials Science +17