Machine learning and deep learning in phononic crystals and metamaterials – A review

Pushing the limits of functionality‐multiplexing capability in metasurface design based on statistical machine learning

(2022) Wei Ma et al.   ADVANCED MATERIALS

Periodic and aperiodic 3-D composite metastructures with ultrawide bandgap for vibration and noise control

(2022) Muhammad et al.   COMPOSITE STRUCTURES

Mechanical cloak via data-driven aperiodic metamaterial design

(2022) Liwei Wang et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep Learning-Accelerated Designs of Tunable Magneto-Mechanical Metamaterials

(2022) Chunping Ma et al.   ACS Applied Materials & Interfaces

Automated design of phononic crystals under thermoelastic wave propagation through deep reinforcement learning

(2022) Ali Maghami et al.   ENGINEERING STRUCTURES

Hybrid machine-learning-assisted stochastic nano-indentation behaviour of twisted bilayer graphene

(2022) Kritesh Kumar Gupta et al.   JOURNAL OF PHYSICS AND CHEMISTRY OF SOLIDS

Responsive materials architected in space and time

(2022) Xiaoxing Xia et al.   Nature Reviews Materials

A physics-guided machine learning for multifunctional wave control in active metabeams

(2022) Jiaji Chen et al.   Extreme Mechanics Letters

Building Multifunctional Metasystems via Algorithmic Construction

(2021) Dayu Zhu et al.   ACS Nano

Tackling Photonic Inverse Design with Machine Learning

(2021) Zhaocheng Liu et al.   Advanced Science

Generative adversarial networks for the design of acoustic metamaterials

(2021) Caglar Gurbuz et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Design of one-dimensional acoustic metamaterials using machine learning and cell concatenation

(2021) Rih-Teng Wu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Interfacing Photonics with Artificial Intelligence: A New Design Strategy for Photonic Structures and Devices based on Artificial Neural Networks

(2021) Yihao Xu et al.   Photonics Research

From Photonic Crystals to Seismic Metamaterials: A Review via Phononic Crystals and Acoustic Metamaterials

(2021) Muhammad et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Sparse machine learning assisted deep computational insights on the mechanical properties of graphene with intrinsic defects and doping

(2021) K.K. Gupta et al.   JOURNAL OF PHYSICS AND CHEMISTRY OF SOLIDS

Reinforcement learning applied to metamaterial design

(2021) Tristan Shah et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Ultrathin acoustic absorbing metasurface based on deep learning approach

(2021) Krupali Donda et al.   Smart Materials and Structures

Deep learning of dispersion engineering in two-dimensional phononic crystals

(2021) Xuan-Bo Miao et al.   ENGINEERING OPTIMIZATION

A deep learning approach based on a data-driven tool for classification and prediction of thermoelastic wave’s band structures for phononic crystals

(2021) Shirin Javadi et al.   MECHANICS OF ADVANCED MATERIALS AND STRUCTURES

Machine-learning-driven on-demand design of phononic beams

(2021) Liangshu He et al.   Science China-Physics Mechanics & Astronomy

Inverse Design of Mechanical Metamaterials That Undergo Buckling

(2020) Giorgio Oliveri et al.   ADVANCED FUNCTIONAL MATERIALS

Nelder–Mead Optimization of Elastic Metamaterials via Machine-Learning-Aided Surrogate Modeling

(2020) Jiaqi Dong et al.   International Journal of Applied Mechanics

Disordered Elastic Metasurfaces

(2020) Liyun Cao et al.   Physical Review Applied

Interactive inverse design of layered phononic crystals based on reinforcement learning

(2020) Chengcheng Luo et al.   Extreme Mechanics Letters

Accelerating Auxetic Metamaterial Design with Deep Learning

(2020) Jackson K. Wilt et al.   ADVANCED ENGINEERING MATERIALS

Design of a Kelvin cell acoustic metamaterial

(2020) H.J. Rice et al.   JOURNAL OF SOUND AND VIBRATION

Tunable photo-responsive elastic metamaterials

(2020) Antonio S. Gliozzi et al.   Nature Communications

Bioinspired kirigami metasurfaces as assistive shoe grips

(2020) Sahab Babaee et al.   Nature Biomedical Engineering

A machine learning based approach for phononic crystal property discovery

(2020) Seid M. Sadat et al.   JOURNAL OF APPLIED PHYSICS

Tailored elastic surface to body wave Umklapp conversion

(2020) Gregory J. Chaplain et al.   Nature Communications

Machine-learning-assisted metasurface design for high-efficiency thermal emitter optimization

(2020) Zhaxylyk A. Kudyshev et al.   Applied Physics Reviews

3D-Printed Gradient-Index Phononic Crystal Lens for Underwater Acoustic Wave Focusing

(2020) Ahmed Allam et al.   Physical Review Applied

Digitally Programmable Resonant Elastic Metamaterials

(2020) Christopher Sugino et al.   Physical Review Applied

Acoustic Meta-Equalizer

(2020) Yifan Zhu et al.   Physical Review Applied

Twist, tilt and stretch: From isometric Kelvin cells to anisotropic cellular materials

(2020) Huina Mao et al.   MATERIALS & DESIGN

Nonreciprocity in acoustic and elastic materials

(2020) Hussein Nassar et al.   Nature Reviews Materials

Active control cloak of the elastic wave metamaterial

(2020) Li Ning et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Inverse design of acoustic metamaterials based on machine learning using a Gauss–Bayesian model

(2020) Bin Zheng et al.   JOURNAL OF APPLIED PHYSICS

Vibration control of flexural waves in thin plates by 3D-printed metasurfaces

(2020) Jun Zhang et al.   JOURNAL OF SOUND AND VIBRATION

Deep learning for the design of photonic structures

(2020) Wei Ma et al.   Nature Photonics

Design of metacontinua in the aeroacoustic spacetime

(2020) Umberto Iemma et al.   Scientific Reports

A design strategy to match the band gap of periodic and aperiodic metamaterials

(2020) Luca D’Alessandro et al.   Scientific Reports

Deep generative modeling for mechanistic-based learning and design of metamaterial systems

(2020) Liwei Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Forest Trees as Naturally Available Seismic Metamaterials: Low Frequency Rayleigh Wave with Extremely Wide Bandgaps

(2020) Muhammad et al.   International Journal of Structural Stability and Dynamics

Creating acoustic topological insulators through topology optimization

(2020) Yafeng Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Deep neural networks for the evaluation and design of photonic devices

(2020) Jiaqi Jiang et al.   Nature Reviews Materials

Inverse design of topological metaplates for flexural waves with machine learning

(2020) Liangshu He et al.   MATERIALS & DESIGN

Mechanical Metamaterials and Their Engineering Applications

(2019) James Utama Surjadi et al.   ADVANCED ENGINEERING MATERIALS

Evaluation of Cross-Validation Strategies in Sequence-Based Binding Prediction Using Deep Learning

(2019) Angela Lopez-del Rio et al.   Journal of Chemical Information and Modeling

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy

(2019) Wei Ma et al.   ADVANCED MATERIALS

Sound transmission through a periodic acoustic metamaterial grating

(2019) Xiang Yu et al.   JOURNAL OF SOUND AND VIBRATION

Topological Optimization of Phononic Crystal Thin Plate by a Genetic Algorithm

(2019) X. K. Han et al.   Scientific Reports

Mimicking the cochlea with an active acoustic metamaterial

(2019) Matthieu Rupin et al.   NEW JOURNAL OF PHYSICS

Broadband Waveguide Cloak for Water Waves

(2019) Siyuan Zou et al.   PHYSICAL REVIEW LETTERS

Designing phononic crystal with anticipated band gap through a deep learning based data-driven method

(2019) Xiang Li et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Machine learning in acoustics: Theory and applications

(2019) Michael J. Bianco et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

An integrated framework for the design of aeroacoustic metamaterials

(2019) Umberto Iemma et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Predicting the Dispersion Relations of One-Dimensional Phononic Crystals by Neural Networks

(2019) Chen-Xu Liu et al.   Scientific Reports

Deep Learning Meets Nanophotonics: A Generalized Accurate Predictor for Near Fields and Far Fields of Arbitrary 3D Nanostructures

(2019) Peter R. Wiecha et al.   NANO LETTERS

Graded elastic metasurface for enhanced energy harvesting

(2019) Jacopo M De Ponti et al.   NEW JOURNAL OF PHYSICS

Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials

(2018) Wei Ma et al.   ACS Nano

Waves in Structured Mediums or Metamaterials: A Review

(2018) Arnab Banerjee et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Mechanical metamaterials associated with stiffness, rigidity and compressibility: A brief review

(2018) Xianglong Yu et al.   PROGRESS IN MATERIALS SCIENCE

Ultralarge elastic deformation of nanoscale diamond

(2018) Amit Banerjee et al.   SCIENCE

Auxetic metamaterials and structures: a review

(2018) Xin Ren et al.   Smart Materials and Structures

Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures

(2018) Dianjing Liu et al.   ACS Photonics

Inverse molecular design using machine learning: Generative models for matter engineering

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

Wide Acoustic Bandgap Solid Disk-Shaped Phononic Crystal Anchoring Boundaries for Enhancing Quality Factor in AlN-on-Si MEMS Resonators

(2018) Muhammad Siddiqi et al.   Micromachines

Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment

(2018) Grace X. Gu et al.   Materials Horizons

Inertial amplification induced phononic band gaps generated by a compliant axial to rotary motion conversion mechanism

(2018) Adil Han Orta et al.   JOURNAL OF SOUND AND VIBRATION

Inverse design in nanophotonics

(2018) Sean Molesky et al.   Nature Photonics

Deep learning for computational chemistry

(2017) Garrett B. Goh et al.   JOURNAL OF COMPUTATIONAL CHEMISTRY

A hybrid elastic metamaterial with negative mass density and tunable bending stiffness

(2017) Yangyang Chen et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Flexible mechanical metamaterials

(2017) Katia Bertoldi et al.   Nature Reviews Materials

Flat lens effect on seismic waves propagation in the subsoil

(2017) Stéphane Brûlé et al.   Scientific Reports

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Designing meta material slabs exhibiting negative refraction using topology optimization

(2016) Rasmus E. Christiansen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Acoustic Metamaterials: A Potential for Cabin Noise Control in Automobiles and Armored Vehicles

(2016) Linus Yinn Leng Ang et al.   International Journal of Applied Mechanics

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Resilient 3D hierarchical architected metamaterials

(2015) Lucas R. Meza et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

NEMS With Broken T Symmetry: Graphene Based Unidirectional Acoustic Transmission Lines

(2015) Mehdi B. Zanjani et al.   Scientific Reports

Dynamics of Phononic Materials and Structures: Historical Origins, Recent Progress, and Future Outlook

(2014) Mahmoud I. Hussein et al.   Applied Mechanics Reviews

Experiments on Seismic Metamaterials: Molding Surface Waves

(2014) S. Brûlé et al.   PHYSICAL REVIEW LETTERS

Experimental Demonstration of Ordered and Disordered Multiresonant Metamaterials for Lamb Waves

(2014) Matthieu Rupin et al.   PHYSICAL REVIEW LETTERS

Strong, lightweight, and recoverable three-dimensional ceramic nanolattices

(2014) L. R. Meza et al.   SCIENCE

Searching for exotic particles in high-energy physics with deep learning

(2014) P. Baldi et al.   Nature Communications

Topology optimization of an acoustic metamaterial with negative bulk modulus using local resonance

(2013) Lirong Lu et al.   FINITE ELEMENTS IN ANALYSIS AND DESIGN

Acoustic rainbow trapping

(2013) Jie Zhu et al.   Scientific Reports

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

All-angle negative refraction for surface acoustic waves in pillar-based two-dimensional phononic structures

(2012) Mohammed A Al-Lethawe et al.   NEW JOURNAL OF PHYSICS

Transition from a strong-yet-brittle to a stronger-and-ductile state by size reduction of metallic glasses

(2010) Dongchan Jang et al.   NATURE MATERIALS

On the negative effective mass density in acoustic metamaterials

(2009) H.H. Huang et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Reversed Cherenkov radiation in unbounded anisotropic double-negative metamaterials

(2009) Zhaoyun Duan et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Acoustic metamaterial with negative modulus

(2009) Sam Hyeon Lee et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Acoustic metamaterial with negative density

(2009) Sam Hyeon Lee et al.   PHYSICS LETTERS A