Machine Learning in Biomaterials, Biomechanics/Mechanobiology, and Biofabrication: State of the Art and Perspective DOI Creative Commons
Chi Wu, Yanan Xu, Jianguang Fang

et al.

Archives of Computational Methods in Engineering, Journal Year: 2024, Volume and Issue: unknown

Published: May 4, 2024

Abstract In the past three decades, biomedical engineering has emerged as a significant and rapidly growing field across various disciplines. From an perspective, biomaterials, biomechanics, biofabrication play pivotal roles in interacting with targeted living biological systems for diverse therapeutic purposes. this context, silico modelling stands out effective efficient alternative investigating complex interactive responses vivo. This paper offers comprehensive review of swiftly expanding machine learning (ML) techniques, empowering to develop cutting-edge treatments addressing healthcare challenges. The categorically outlines different types ML algorithms. It proceeds by first assessing their applications covering such aspects data mining/processing, digital twins, data-driven design. Subsequently, approaches are scrutinised studies on mono-/multi-scale biomechanics mechanobiology. Finally, extends techniques bioprinting biomanufacturing, encompassing design optimisation situ monitoring. Furthermore, presents typical ML-based implantable devices, including tissue scaffolds, orthopaedic implants, arterial stents. challenges perspectives illuminated, providing insights academia, industry, professionals further apply strategies future studies.

Language: Английский

Metastructure based broadband structural stealth with material-structure-function integration DOI
Yuhui Zhang,

Huaiyu Dong,

Chen Yu

et al.

Composites Science and Technology, Journal Year: 2024, Volume and Issue: 253, P. 110661 - 110661

Published: May 13, 2024

Language: Английский

Citations

31

Design and mechanical properties analysis of hexagonal perforated honeycomb metamaterial DOI Creative Commons
Yinchuan He,

Zefang Bi,

Tingting Wang

et al.

International Journal of Mechanical Sciences, Journal Year: 2024, Volume and Issue: 270, P. 109091 - 109091

Published: Feb. 7, 2024

Hexagonal perforated honeycomb (HPH) metamaterials were designed, fabricated and investigated in this work. Initially, the mechanical properties deformation modes of various proposed HPH (HPH-U, HPH-1L HPH-3L) under quasi-static vertical compression analyzed using experimental finite element methods. The findings reveal significant improvements energy absorption due to hierarchical expandable design. Notably, auxetic effect is diminished. Subsequently, impact key dimensional parameters on Poisson's ratio behavior was explored. results highlighted that an increase elliptical perforation major axis minor enhanced but compromised load-bearing absorptive capacity. Additionally, displayed exceptional performance horizontal compression, with their structure enabling them withstand both impacts while exhibiting excellent capabilities. study also identified relative density as a crucial factor influencing performance. Finally, subjected multiple repetitive compressions, meticulously analyzing variations diverse ratios. Due distinctive structural design impressive properties, demonstrate immense potential for applications automotive engineering sports protection fields.

Language: Английский

Citations

27

Topology optimization for additive manufacturing of CFRP structures DOI
Yanan Xu, Zhaoxuan Feng,

Yunkai Gao

et al.

International Journal of Mechanical Sciences, Journal Year: 2024, Volume and Issue: 269, P. 108967 - 108967

Published: Jan. 1, 2024

Language: Английский

Citations

19

A sustainable cooling/lubrication method focusing on energy consumption and other machining characteristics in high-speed turning of aluminum alloy DOI
Mehmet Erdi Korkmaz, Munish Kumar Gupta,

Erdal Çelik

et al.

Sustainable materials and technologies, Journal Year: 2024, Volume and Issue: 40, P. e00919 - e00919

Published: April 4, 2024

Language: Английский

Citations

16

Imperfection‐Enabled Strengthening of Ultra‐Lightweight Lattice Materials DOI Creative Commons
Junhao Ding, Qingping Ma, Xinwei Li

et al.

Advanced Science, Journal Year: 2024, Volume and Issue: 11(41)

Published: Sept. 16, 2024

Abstract Lattice materials are an emerging family of advanced engineering with unique advantages for lightweight applications. However, the mechanical behaviors lattice at ultra‐low relative densities still not well understood, and this severely limits their lightweighting potential. Here, a high‐precision micro‐laser powder bed fusion technique is dveloped that enables fabrication metallic lattices density range much wider than existing studies. This allows to confirm cubic in compression undergo yielding‐to‐buckling failure mode transition low densities, fundamentally changes usual strength ranking from plate > shell truss high or densities. More importantly, it shown increasing bending energy ratio through imperfections such as slightly‐corrugated geometries can significantly enhance stability counterintuitive result suggests new way designing ultra‐lightweight

Language: Английский

Citations

16

Efficient coupling of dual beam combined laser into micro water jet for deep processing DOI Creative Commons
Ji Wang, Chunguang Chen, Guolong Wang

et al.

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: Jan. 7, 2025

In order to improve the power and energy of water-jet-guided laser, this paper introduces a double beam laser (DWJL) technology. Based spatially polarized light combination temporal phase modulation, two lasers are effectively coupled into water jet with diameter 100 μm. The maximum output peak reaches kW pulse is 4.63 mJ an operation frequency range from 1 20 kHz. coupling efficiency as high 90.4%. Its efficient utilization offers new solutions for precision cutting processing thick materials. Ultimately, machining capability high-power/high-energy DWJL was demonstrated by through 7075 aluminum alloys varying thicknesses. depth 10.61 mm, corresponding depth-to-width ratio gap exceeds 90:1, taper only approximately 0.23°. There no heat-affected ablation zone on processed surface. For deep micro holes processing, minimum radius 248.54 μm depth-to-diameter 21:1. As ongoing development technology, innovation anticipated find broader applications in aerospace, automotive manufacturing, high-end equipment manufacturing future.

Language: Английский

Citations

3

In-plane energy absorption capacity of a novel locally enhanced re-entrant honeycomb metamaterial DOI
Haiping Ding, Suchao Xie, Hao Wang

et al.

Thin-Walled Structures, Journal Year: 2025, Volume and Issue: 210, P. 113062 - 113062

Published: Feb. 7, 2025

Language: Английский

Citations

2

Enhancing energy absorption of star-shaped honeycombs by utilizing negative Poisson's ratio effect under high-velocity impact DOI
Jie Ren,

Z. P. Gu,

Aiguo Zhao

et al.

International Journal of Impact Engineering, Journal Year: 2025, Volume and Issue: 202, P. 105297 - 105297

Published: March 5, 2025

Language: Английский

Citations

2

Mechanical properties of additively manufactured lattice structures designed by deep learning DOI
Nurullah Yüksel, Oğulcan Eren, Hüseyin Rıza Börklü

et al.

Thin-Walled Structures, Journal Year: 2023, Volume and Issue: 196, P. 111475 - 111475

Published: Dec. 13, 2023

Language: Английский

Citations

23

Dynamic crushing behavior of a novel bi-directional gradient lattice structure under axial and oblique impact loadings DOI
Lei Yue, Hu Liu,

Zhengqiang Cheng

et al.

Thin-Walled Structures, Journal Year: 2024, Volume and Issue: 198, P. 111697 - 111697

Published: Feb. 8, 2024

Language: Английский

Citations

15