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RESEARCH PAPER · International Materials Reviews · 2020

Artificial intelligence-enabled smart mechanical metamaterials: advent and future trends

Pengcheng Jiao, Amir H. Alavi

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Artificial intelligence-enabled smart mechanical metamaterials: advent and future trendsOriginalEvolutionary computation for design and characterization of nanoscale metastructures11Multifunctional meta-tribomaterial nanogenerators for energy harvesting and active sensing99Self-Triggered Thermomechanical Metamaterials with Asymmetric Structures for Programmable Response under Thermal Excitations9Emerging artificial intelligence in piezoelectric and triboelectric nanogenerators155A review of artificial neural networks in the constitutive modeling of composite materials475Active self-adaptive metamaterial plates for flexural wave control1Machine Learning in Chemical Product Engineering: The State of the Art and a Guide for Newcomers61Artificial Intelligence Aided Design of Tissue Engineering Scaffolds Employing Virtual Tomography and 3D Convolutional Neural Networks107Efficient implementation of non-linear flow law using neural network into the Abaqus Explicit FEM code31Controllable inverse design of auxetic metamaterials using deep learning1613D Programmable Metamaterials Based on Reconfigurable Mechanism Modules71Recent progress in acoustic metamaterials and active piezoelectric acoustic metamaterials - A review159Dispersion relation prediction and structure inverse design of elastic metamaterials via deep learning95Intelligent on‐demand design of phononic metamaterials157Bio-inspired physical intelligence for soft robotics13A method for regulating negative Poisson's ratio by a reentrant anti-tetrachiral structure19Flexible Metamaterial Electronics332Super compressible multifunctional metamaterial concrete3Energy dissipation and shock isolation using novel metamaterials70Compliant Cross-Axis Joints: A Tailoring Displacement Range Approach via Lattice Flexures and Machine Learning5Development of a Scalable Fabrication Concept for Sustainable, Programmable Shape‐Morphing Metamaterials6Active auto-adaptive metamaterial plates for flexural wave control38Enhanced piezoelectricity in lead-free halide perovskite nanocomposite for self-powered wireless electronics46Dielectric Elastomer Architectures with Strain‐Tunable Permittivity21Superior compressive properties of 3D printed plate lattice mechanical metamaterials60Emerging Deep-Sea Smart Composites: Advent, Performance, and Future Trends18Fabrication of Metasurfaces on Building Construction Materials for Potential Electromagnetic Applications in the Microwave Band6Mechanical properties of negative Poisson's ratio metamaterial units and honeycomb structures with cosine-like re-entrant structure62Energy dissipation in multistable auxetic mechanical metamaterials62Thermomechanical buckling of tubularly chiral thermo-metamaterials9Prediction and Construction of Energetic Materials Based on Machine Learning Methods53Artificial intelligence in multiscale scaffolds for cancer organoids testbed1Flow charts as a method to transfer self-sealing from plant models into programmable materials and related challenges5Inverse Design of a Nurbs-Based Chiral Metamaterial Via Machine Learning for Programmable Mechanical Deformation0Development and Implementation of an ANN Based Flow Law for Numerical Simulations of Thermo-Mechanical Processes at High Temperatures in FEM Software17Graphene-reinforced shape memorable chiral metamaterials: Theoretical analysis with experimental and numerical validations13Compressive properties of parametrically optimised mechanical metamaterials based on 3D projections of 4D geometries0Advanced ocean wave energy harvesting: current progress and future trends54Latest Advances in Manufacturing and Machine Learning of Bulk Metallic Glasses14Multifunctional Nanogenerator‐Integrated Metamaterial Concrete Systems for Smart Civil Infrastructure69Perspectives for multiphase mechanical metamaterials75Mechanical metamaterial systems as transformation mechanisms44Variant design generation and machine learning aided deformation prediction for auxetic metamaterials17Double‐Spirals Offer the Development of Preprogrammable Modular Metastructures10Mechanical energy metamaterials in interstellar travel74Compressive properties of parametrically optimised mechanical metamaterials based on 3D projections of 4D geometries13A novel 3D bidirectional auxetic metamaterial with lantern-shape: Elasticity aspects and potential for load-bearing structure13Deep Learning in Mechanical Metamaterials: From Prediction and Generation to Inverse Design372Multifunctional applications of topological valley-locked elastic waves49Advanced Fabrication of Mechanical Metamaterials Based on Micro/Nanoscale Technology25Anisotropic Nature of Lightweight Wooden Metamaterials with Mechanical/Thermomechanical Multistability46Machine learning assisted intelligent design of meta structures: a review63Acoustic and mechanical metamaterials for energy harvesting and self-powered sensing applications94Mechanical metamaterials and beyond733Application of Artificial Intelligence in Regenerative Medicine4Applying machine learning to assess the morphology of sculpted teeth8Computational study on the torsional properties of bioinspired tubular metamaterials10Rational designs of mechanical metamaterials: Formulations, architectures, tessellations and prospects125AI‐Based Metamaterial Design for Wearables30Neural Networks for Constitutive Modeling: From Universal Function Approximators to Advanced Models and the Integration of Physics100Harnessing machine mechanisms to continuously reprogram metamaterials11Machine Intelligence in Metamaterials Design3Modélisation électro-thermomécanique et lois d'écoulement neuronales pour la simulation du comportement des alliages métalliques lors d'essais Gleeble0A New Method to Predict Damage to Composite Structures Using Convolutional Neural Networks20On the use of Machine Learning modeling tools in chemical process and product engineering0Additive Manufacturing for Complex Geometries in Polymer Composites3Ultra‐Stretchable Kirigami Piezo‐Metamaterials for Sensing Coupled Large Deformations41Fractal design of 3D-printing mechanical metamaterial undergoing tailorable zero Poisson’s ratio11Innovative Evolutionary Algorithm for the Design and Optimization of Meta-material Absorbers in the Solar Spectrum2Artificial Intelligence-Based Engineering Applications a Comprehensive Review of Application Areas, Impacts and Challenges2Coupling Chiral Cuboids with Wholly Auxetic Response5High quality factor double negative metamaterial for textile fabric and fabric moisture sensing applications13Machine intelligence in metamaterials design: a review99Vision-based tactile intelligence with soft robotic metamaterial31Energy-absorbing particles for enhanced mechanical performance of asphalt's aggregate skeleton8Assessment of 3D printed mechanical metamaterials for prosthetic liners13Wave Manipulation in Intelligent Metamaterials: Recent Progress and Prospects164A critical review on the application of machine learning in supporting auxetic metamaterial design18Programmable mechanical metamaterials: basic concepts, types, construction strategies—a review47Design and macroscopic mechanical responses of auxetic metamaterials with tunable stiffness394D-printed reusable metamaterial via shape memory effect for energy dissipation70AI-Based Metamaterial Design95Accelerating the design of lattice structures using machine learning47Fiber‐Reinforced Energy‐Absorbing and Vibration‐Isolating Mechanical Metamaterials Based on Triply Periodic Minimal Surfaces17Few-sample information-enhanced inverse design framework for customizing transmission-modulated elastic metasurfaces9Reconstructing Soft Robotic Touch via In‐Finger Vision4Structural metamaterials with innate capacitive and resistive sensing3Novel symmetry corrugate hierarchical honeycomb for superior crashworthiness20Active learning assisted piezoelectric materials synthesis on the basis of composite decision-making10Blueprints of Architected Materials: A Guide to Metamaterial Design for Tissue Engineering43Smart Hydrogel-Based Mechanical Metamaterials: A Review12Modeling and design of architected structures and metamaterials assisted with artificial intelligence6Artificial Intelligence in Metamaterial Informatics for Sonic Frequency Mechanical Identification Tags2Reconstruction of Random Structures Based on Generative Adversarial Networks: Statistical Variability of Mechanical and Morphological Properties5Analysis of a Novel 3d-Printed Mechanical Metamaterial with Tension-Induced Undulation: Experimental and Numerical Investigations0Convolutional autoencoder for on-demand parametric inverse design of local resonator geometry in wind turbine metastructure targeting vibration control1Design of Intelligent Structural Sensors for Civil Engineering Using Intelligent Digital Modeling Technology0Inverse Design of Two-Dimensional Nonlinear Mechanical Metamaterials Via Deep Learning0Optical Metamaterials and Artificial Intelligence in Aerospace Sensing0Self-organization of photonic structures in colloidal crystals in the AI era2Machine learning strategies for small sample size in materials science41Deep Learning Design for Loss Optimization in Metamaterials0Mechanical metamaterial sensors: from design to applications20Machine learning methods for predicting the durability of concrete materials: A review10Ultra-fast terahertz optical switch based on metal vanadium dioxide2Inverse design of lattice metamaterials for fully anisotropic elastic constants: A data-driven and gradient-based method12Adaptive sound insulation of piezoelectric metastructure shells around ring and coincidence frequencies11Laser powder bed fusion of complex metal lattice metamaterials: a structurally robust holistic design approach9Recent advances in graphene origami-enabled auxetic metamaterial structures42Topological rainbow trapping of dual-band valley-locked acoustic waves2Multi-Scale Modeling of Polymeric Metamaterials: Bridging Design and Performance—A Review2Quantum metamaterials: Applications in quantum information science9Enhanced Deformability Through Distributed Buckling in Stiff Quasicrystalline Architected Materials15Design and Processing of Metamaterials14Analysis of a novel 3D-printed mechanical metamaterial with tension-induced undulation: Experimental and numerical investigations3Mitigation of Localizer Multipath Interference Using Metamaterials on Building Facades0Recent Progress of Artificial Intelligence Application in Polymer Materials54A review on mechanical metamaterials: Exploring negative Poisson's ratio, energy absorption, failure mechanisms, and current research frontiers9Compo-code 3D/4D printing of shape-memory meta-composites for supreme precision, speed, recovery, and energy dissipation3CrossMatAgent: AI‐Assisted Design of Manufacturable Metamaterial Patterns via Multi‐Agent Generative Framework5Cancelled: Highly Efficient Anisotropic Insulating Wooden Metamaterials0Physics-Informed Machine Learning for Mechanical Performance Prediction of ECC-Strengthened Reinforced Concrete Beams: An Empirical-Guided Framework5Metamaterials Break the Constraints of Traditional Civil Infrastructure14Piezoelectric polymer nanocomposite: Fabricating methods for materials and devices4Contrastive learning for representation-first metamaterial design0Guided diffusion for fast inverse design of voxel-based mechanical metamaterials0The Future of Mechanical Metastructures: There is Plenty of Room at the Top0Functional nano-architected mechanical metamaterials and devices4Machine learning for mechanical design of composite materials and composite structures8TPMS-based hyperboloidal primitive architectured structures with a novel hybridization method10A comprehensive review on development of thermal metamaterials1Advancing infrastructure resilience through seismic metamaterials: Current insights and future prospects5Compact neural network-enhanced synthesis of a novel decoupled 2-DOF tilt stage based on graded auxetic and contracting honeycomb0Metamaterials: Synergy and integration of thermo-mechanical functions0Recent advances in electromechanical coupling functional metamaterials0Интеллектуальные и многофункциональные материалы нового поколения для экологичного строительства0Design and mechanical modeling of tristable origami meta-springs0Non-destructive inspection for additive manufacturing lattice structures using a convolutional neural network and electrical resistance analysis0Compression-warping coupling metamaterial for bandgap-enabled impact attenuation0Optimizing compression after impact prediction in CFRP using machine learning combined with classical composite laminate theory, SHAP analysis0Tensor Methods: A Unified and Interpretable Approach for Material Design0Integrating artificial intelligence and generative AI in structural engineering: A survey of methods and applications0Contrastive learning for representation-first metamaterial design0

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