Deep learning-based heterogeneous strategy for customizing responses of lattice structures
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Title
Deep learning-based heterogeneous strategy for customizing responses of lattice structures
Authors
Keywords
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Journal
INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
Volume 229, Issue -, Pages 107531
Publisher
Elsevier BV
Online
2022-07-14
DOI
10.1016/j.ijmecsci.2022.107531
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Note: Only part of the references are listed.- 3D lightweight double arrow-head plate-lattice auxetic structures with enhanced stiffness and energy absorption performance
- (2022) Meng-Fu Guo et al. COMPOSITE STRUCTURES
- Particle swarm optimization: Stability analysis using N-informers under arbitrary coefficient distributions
- (2022) Christopher W. Cleghorn et al. Swarm and Evolutionary Computation
- Energy absorption properties of macro triclinic lattice structures with twin boundaries inspired by microstructure of feldspar twinning crystals
- (2021) Yijie Bian et al. COMPOSITE STRUCTURES
- Strong and Tough Bioinspired Additive-Manufactured Dual-Phase Mechanical Metamaterial Composites
- (2021) Sha Yin et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- The origin of the boundary strengthening in polycrystal-inspired architected materials
- (2021) Chen Liu et al. Nature Communications
- A deep learning algorithm for automated measurement of vertebral body compression from X-ray images
- (2021) Jae Won Seo et al. Scientific Reports
- One for all: Universal material model based on minimal state-space neural networks
- (2021) Colin Bonatti et al. Science Advances
- Machine Learning Classifiers for Surface Crack Detection in Fracture Experiments
- (2021) Adrien Müller et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- Machine learning predicts fretting and fatigue key mechanical properties
- (2021) Maysam B. Gorji et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- Recurrent neural network modeling of the large deformation of lithium-ion battery cells
- (2021) Thomas Tancogne-Dejean et al. INTERNATIONAL JOURNAL OF PLASTICITY
- On the importance of self-consistency in recurrent neural network models representing elasto-plastic solids
- (2021) Colin Bonatti et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Inverse machine learning framework for optimizing lightweight metamaterials
- (2021) Adithya Challapalli et al. MATERIALS & DESIGN
- Controllable inverse design of auxetic metamaterials using deep learning
- (2021) Xiaoyang Zheng et al. MATERIALS & DESIGN
- Combinational design of heterogeneous lattices with hybrid region stiffness tuning for additive manufacturing
- (2021) Nan Yang et al. MATERIALS & DESIGN
- Strength through defects: A novel Bayesian approach for the optimization of architected materials
- (2021) Zacharias Vangelatos et al. Science Advances
- Dissipative dual-phase mechanical metamaterial composites via architectural design
- (2021) Weihua Guo et al. Extreme Mechanics Letters
- Process-induced geometric defect sensitivity of Ti–6Al–4V lattice structures with different mesoscopic topologies fabricated by electron beam melting
- (2020) Lijun Xiao et al. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
- Dynamic compressive behavior of a modified additively manufactured rhombic dodecahedron 316L stainless steel lattice structure
- (2020) Xiaofei Cao et al. THIN-WALLED STRUCTURES
- A machine learning approach to fracture mechanics problems
- (2020) Xing Liu et al. ACTA MATERIALIA
- Using neural networks to represent von Mises plasticity with isotropic hardening
- (2020) Annan Zhang et al. INTERNATIONAL JOURNAL OF PLASTICITY
- On the Potential of Recurrent Neural Networks For Modeling Path Dependent Plasticity
- (2020) Maysam B. Gorji et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Anisotropic and curved lattice members enhance the structural integrity and mechanical performance of architected metamaterials
- (2020) Z. Vangelatos et al. INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES
- Regulating the mechanical behavior of metamaterial microlattices by tactical structure modification
- (2020) Z. Vangelatos et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Mechanical properties and energy absorption capabilities of functionally graded lattice structures: Experiments and simulations
- (2020) Long Bai et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- Mechanically robust lattices inspired by deep-sea glass sponges
- (2020) Matheus C. Fernandes et al. NATURE MATERIALS
- Multi-morphology lattices lead to improved plastic energy absorption
- (2020) Ryan Alberdi et al. MATERIALS & DESIGN
- Topology optimization of microlattice dome with enhanced stiffness and energy absorption for additive manufacturing
- (2020) Jingwei Zhang et al. COMPOSITE STRUCTURES
- Deep learning for plasticity and thermo-viscoplasticity
- (2020) Diab W. Abueidda et al. INTERNATIONAL JOURNAL OF PLASTICITY
- Energy absorption characteristics of additively manufactured plate-lattices under low- velocity impact loading
- (2020) J Jefferson Andrew et al. INTERNATIONAL JOURNAL OF IMPACT ENGINEERING
- Characterisation and modeling of additively-manufactured polymeric hybrid lattice structures for energy absorption
- (2020) Z.P. Sun et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- Machine learning-based constitutive model for J2- plasticity
- (2020) Dong Phill Jang et al. INTERNATIONAL JOURNAL OF PLASTICITY
- Thermodynamics-based Artificial Neural Networks for constitutive modeling
- (2020) Filippo Masi et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Damage-tolerant architected materials inspired by crystal microstructure
- (2019) Minh-Son Pham et al. NATURE
- Mechanical Response of 3D Printed Bending-Dominated Ligament-Based Triply Periodic Cellular Polymeric Solids
- (2019) Aliaa M. Abou-Ali et al. JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE
- Machine learning assisted design of high entropy alloys with desired property
- (2019) Cheng Wen et al. ACTA MATERIALIA
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- (2019) Zacharias Vangelatos et al. MATHEMATICS AND MECHANICS OF SOLIDS
- Failure and energy absorption characteristics of four lattice structures under dynamic loading
- (2019) Nan Jin et al. MATERIALS & DESIGN
- Evaluation of compressive properties of SLM-fabricated multi-layer lattice structures by experimental test and μ-CT-based finite element analysis
- (2019) Hongshuai Lei et al. MATERIALS & DESIGN
- Machine-learned multi-system surrogate models for materials prediction
- (2019) Chandramouli Nyshadham et al. npj Computational Materials
- Mechanical properties tailoring of topology optimized and selective laser melting fabricated Ti6Al4V lattice structure
- (2019) Yangli Xu et al. Journal of the Mechanical Behavior of Biomedical Materials
- Mechanical behaviors of SLM additive manufactured octet-truss and truncated-octahedron lattice structures with uniform and taper beams
- (2019) Dexing Qi et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- Structure-property relationship in high strength and lightweight AlSi10Mg microlattices fabricated by selective laser melting
- (2019) Tianyu Yu et al. MATERIALS & DESIGN
- Investigation of functionally graded TPMS structures fabricated by additive manufacturing
- (2019) Shixiang Yu et al. MATERIALS & DESIGN
- Architected metamaterials with tailored 3D buckling mechanisms at the microscale
- (2019) Zacharias Vangelatos et al. Extreme Mechanics Letters
- Deep learning predicts path-dependent plasticity
- (2019) M. Mozaffar et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Mechanical properties of an improved 3D-printed rhombic dodecahedron stainless steel lattice structure of variable cross section
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- Elastically-isotropic truss lattice materials of reduced plastic anisotropy
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- Evaluation of topology-optimized lattice structures manufactured via selective laser melting
- (2018) Zefeng Xiao et al. MATERIALS & DESIGN
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- (2018) Dheyaa S.J. Al-Saedi et al. MATERIALS & DESIGN
- Effect of Vertical Strut Arrangements on Compression Characteristics of 3D Printed Polymer Lattice Structures: Experimental and Computational Study
- (2018) Abdalsalam Fadeel et al. JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE
- Vacancies for controlling the behavior of microstructured three-dimensional mechanical metamaterials
- (2018) Z Vangelatos et al. MATHEMATICS AND MECHANICS OF SOLIDS
- High strain rate mechanical behavior of Ti-6Al-4V octet lattice structures additively manufactured by selective laser melting (SLM)
- (2018) Sindhura Gangireddy et al. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
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- (2018) Andrew Gross et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Functionally graded lattice structure topology optimization for the design of additive manufactured components with stress constraints
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- Additively-manufactured metallic micro-lattice materials for high specific energy absorption under static and dynamic loading
- (2016) Thomas Tancogne-Dejean et al. ACTA MATERIALIA
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- (2016) Yanyu Chen et al. COMPOSITE STRUCTURES
- Concurrent topology optimization for minimizing frequency responses of two-level hierarchical structures
- (2016) W.M. Vicente et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Crushing mechanism of hierarchical lattice structure
- (2016) Fangfang Sun et al. MECHANICS OF MATERIALS
- Machine-learning-assisted materials discovery using failed experiments
- (2016) Paul Raccuglia et al. NATURE
- Metastable high-entropy dual-phase alloys overcome the strength–ductility trade-off
- (2016) Zhiming Li et al. NATURE
- On compressive deformation behavior of hollow-strut cellular materials
- (2016) Shouichi Iio et al. MATERIALS & DESIGN
- A general-purpose machine learning framework for predicting properties of inorganic materials
- (2016) Logan Ward et al. npj Computational Materials
- Compressive behaviour of stainless steel micro-lattice structures
- (2013) R. Gümrük et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
- A modified Johnson–Cook model for titanium matrix composites reinforced with titanium carbide particles at elevated temperatures
- (2013) Weidong Song et al. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
- Static mechanical behaviours of stainless steel micro-lattice structures under different loading conditions
- (2013) Recep Gümrük et al. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
- Mechanical properties of hierarchical lattices
- (2013) Andrea Vigliotti et al. MECHANICS OF MATERIALS
- Finite element modelling of the compressive response of lattice structures manufactured using the selective laser melting technique
- (2012) M. Smith et al. INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES
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