Modeling and design of heterogeneous hierarchical bioinspired spider web structures using deep learning and additive manufacturing

Predicting mechanical fields near cracks using a progressive transformer diffusion model and exploration of generalization capacity

(2023) Markus J. Buehler   JOURNAL OF MATERIALS RESEARCH

Modeling and design of heterogeneous hierarchical bioinspired spider web structures using deep learning and additive manufacturing

(2023) Wei Lu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Rapid mechanical property prediction and de novo design of three-dimensional spider webs through graph and GraphPerceiver neural networks

(2022) Wei Lu et al.   JOURNAL OF APPLIED PHYSICS

Unraveling the Mechanisms of the Apis mellifera Honeycomb Construction by 4D X‐ray Microscopy

(2022) Rahul Franklin et al.   ADVANCED MATERIALS

Modeling Atomistic Dynamic Fracture Mechanisms Using a Progressive Transformer Diffusion Model

(2022) Markus J. Buehler   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

End-to-End Protein Normal Mode Frequency Predictions Using Language and Graph Models and Application to Sonification

(2022) Yiwen Hu et al.   ACS Nano

Hierarchically structured bioinspired nanocomposites

(2022) Dhriti Nepal et al.   NATURE MATERIALS

Mechanical and Acoustic Behavior of 3D Printed Hierarchical Mathematical Fractal Menger Sponge

(2021) Brijesh Kushwaha et al.   ADVANCED ENGINEERING MATERIALS

Toward Reusable Surrogate Models: Graph-Based Transfer Learning on Trusses

(2021) Eamon Whalen et al.   JOURNAL OF MECHANICAL DESIGN

In situ three-dimensional spider web construction and mechanics

(2021) Isabelle Su et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Interactive exploration of a hierarchical spider web structure with sound

(2021) Isabelle Su et al.   Journal on Multimodal User Interfaces

Graph Neural Networks and Their Current Applications in Bioinformatics

(2021) Xiao-Meng Zhang et al.   Frontiers in Genetics

Bioinspired translation of classical music into de novo protein structures using deep learning and molecular modeling

(2021) Mario Milazzo et al.   Bioinspiration & Biomimetics

Application advances of deep learning methods for de novo drug design and molecular dynamics simulation

(2021) Qifeng Bai et al.   Wiley Interdisciplinary Reviews-Computational Molecular Science

Understanding Plant Biomass via Computational Modeling

(2020) Shengfei Zhou et al.   ADVANCED MATERIALS

WebNet: A biomateriomic three-dimensional spider web neural net

(2020) Eric L. Buehler et al.   Extreme Mechanics Letters

Spider dragline silk as torsional actuator driven by humidity

(2019) Dabiao Liu et al.   Science Advances

Multiscale Modeling of Silk and Silk‐Based Biomaterials—A Review

(2019) Diego López Barreiro et al.   MACROMOLECULAR BIOSCIENCE

Additive Manufacturing Approaches for Hydroxyapatite‐Reinforced Composites

(2019) Mario Milazzo et al.   ADVANCED FUNCTIONAL MATERIALS

Modeling polypharmacy side effects with graph convolutional networks

(2018) Marinka Zitnik et al.   BIOINFORMATICS

Additive manufacturing (3D printing): A review of materials, methods, applications and challenges

(2018) Tuan D. Ngo et al.   COMPOSITES PART B-ENGINEERING

Imaging and analysis of a three-dimensional spider web architecture

(2018) Isabelle Su et al.   Journal of the Royal Society Interface

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

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

Bio-inspired spider-web-like membranes with a hierarchical structure for high performance lithium/sodium ion battery electrodes: the case of 3D freestanding and binder-free bismuth/CNF anodes

(2017) Yuqiang Jin et al.   Nanoscale

Three-Dimensional-Printing of Bio-Inspired Composites

(2016) Grace X. Gu et al.   JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME

Tuning the instrument: sonic properties in the spider's web

(2016) B. Mortimer et al.   Journal of the Royal Society Interface

Dynamic mechanics

(2016) Isabelle Su et al.   NATURE MATERIALS

Spider phylogenomics: untangling the Spider Tree of Life

(2016) Nicole L. Garrison et al.   PeerJ

Energy Absorption of Spider Orb Webs During Prey Capture: A Mechanical Analysis

(2015) Hui Yu et al.   Journal of Bionic Engineering

Bioinspired engineering of honeycomb structure – Using nature to inspire human innovation

(2015) Qiancheng Zhang et al.   PROGRESS IN MATERIALS SCIENCE

Predictive modelling-based design and experiments for synthesis and spinning of bioinspired silk fibres

(2015) Shangchao Lin et al.   Nature Communications

Structural optimization of 3D-printed synthetic spider webs for high strength

(2015) Zhao Qin et al.   Nature Communications

Defect-Tolerant Bioinspired Hierarchical Composites: Simulation and Experiment

(2015) Reza Mirzaeifar et al.   ACS Biomaterials-Science & Engineering

Defect-Tolerant Bioinspired Hierarchical Composites: Simulation and Experiment

(2015) Reza Mirzaeifar et al.   ACS Biomaterials Science & Engineering

Modeling and additive manufacturing of bio-inspired composites with tunable fracture mechanical properties

(2014) Leon S. Dimas et al.   Soft Matter

Geodesics in heat

(2013) Keenan Crane et al.   ACM TRANSACTIONS ON GRAPHICS

Three-dimensional barricading of a predatory trap reduces predation and enhances prey capture

(2013) Sean J. Blamires et al.   BEHAVIORAL ECOLOGY AND SOCIOBIOLOGY

Webs measure up

(2013) Zhao Qin et al.   NATURE MATERIALS

A Materiomics Approach to Spider Silk: Protein Molecules to Webs

(2012) Anna Tarakanova et al.   JOM

Nonlinear material behaviour of spider silk yields robust webs

(2012) Steven W. Cranford et al.   NATURE

Evidence of the Most Stretchable Egg Sac Silk Stalk, of the European Spider of the Year Meta menardi

(2012) Emiliano Lepore et al.   PLoS One

Superductile, Wavy Silica Nanostructures Inspired by Diatom Algae

(2011) Andre P. Garcia et al.   ADVANCED ENGINEERING MATERIALS

Hierarchical Silica Nanostructures Inspired by Diatom Algae Yield Superior Deformability, Toughness, and Strength

(2011) Andre P. Garcia et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Structural hierarchies define toughness and defect-tolerance despite simple and mechanically inferior brittle building blocks

(2011) Dipanjan Sen et al.   Scientific Reports

Atomistic model of the spider silk nanostructure

(2010) Sinan Keten et al.   APPLIED PHYSICS LETTERS

Molecular structure, mechanical behavior and failure mechanism of the C-terminal cross-link domain in type I collagen

(2010) Sebastien G.M. Uzel et al.   Journal of the Mechanical Behavior of Biomedical Materials

High-performance spider webs: integrating biomechanics, ecology and behaviour

(2010) A. M. T. Harmer et al.   Journal of the Royal Society Interface

Hierarchical simulations for the design of supertough nanofibers inspired by spider silk

(2010) Federico Bosia et al.   PHYSICAL REVIEW E

A Constitutive Model of Soft Tissue: From Nanoscale Collagen to Tissue Continuum

(2009) Huang Tang et al.   ANNALS OF BIOMEDICAL ENGINEERING