High-Throughput Screening of 3D-Printed Architected Materials Inspired by Crystal Lattices: Procedure, Challenges, and Mechanical Properties

The search for load-bearing, impact-resistant, and energy-absorbing cellular materials is of central interest in many fields including aerospace, automotive, civil, sports, packaging, and biomedical. In order to achieve the desired characteristic geometry and/or topology, a perspective approach may be used, such as utilization of atomic models as input data for 3D printing of macroscopic objects. In this paper, we suggest a new approach for the development of advanced cellular materials—crystallomorphic design based on selection of perspective crystal structures and modeling of their electron density distribution and utilization of isoelectronic surfaces as a generatrix for 3D-printed cellular materials. The ATLAS database, containing more than 10 million existing and predicted zeolites, was used as a source of data. Herein, we introduced a high-throughput screening of a data array of crystalline compounds. Several perspective designs were identified, implemented by 3D printing, and showed high characteristics. A linear correlation was found between the strength of the samples and the minimum angle and minimum bond length in the simplified crystal structures. A new cellular geometry with reinforcement struts and increased strength was discovered. This property was found by us independent of the other works, in which the cellular structures were developed by an explicit method. Thus, the developed approach holds perspective for the design of new cellular structures with increased characteristics and for the prediction of their properties.

[1]  Seyed Saeid Rahimian Koloor,et al.  An Insight from Nature: Honeycomb Pattern in Advanced Structural Design for Impact Energy Absorption , 2022, Journal of Materials Research and Technology.

[2]  Jianxing Yang,et al.  Wide-range tuning of the mechanical properties of TPMS lattice structures through frequency variation , 2022, Materials & Design.

[3]  M. Divandari,et al.  Effect of topology on strength and energy absorption of PA12 non-auxetic strut-based lattice structures , 2022, Journal of Materials Research and Technology.

[4]  Xin Lu,et al.  Mechanical Characterisation and Numerical Modelling of TPMS-Based Gyroid and Diamond Ti6Al4V Scaffolds for Bone Implants: An Integrated Approach for Translational Consideration , 2022, Bioengineering.

[5]  Jiawei Feng,et al.  Triply periodic minimal surface (TPMS) porous structures: from multi-scale design, precise additive manufacturing to multidisciplinary applications , 2022, International Journal of Extreme Manufacturing.

[6]  Z. Deng,et al.  On the effective elastic modulus of the ribbed structure based on Schwarz Primitive triply periodic minimal surface , 2022, Thin-Walled Structures.

[7]  F. Ballo,et al.  3D-Printed Architected Materials Inspired by Cubic Bravais Lattices , 2021, ACS biomaterials science & engineering.

[8]  D. Galvão,et al.  Mechanical properties of 3D printed macroscopic models of schwarzites , 2021, Nano Select.

[9]  Qian Tang,et al.  Design, mechanical properties and energy absorption capability of graded-thickness triply periodic minimal surface structures fabricated by selective laser melting , 2021 .

[10]  Rushikesh S. Ambekar,et al.  Mechanical properties of 3D-printed pentadiamond , 2021, Journal of Physics D: Applied Physics.

[11]  H. Lee,et al.  Microlattice Metamaterials with Simultaneous Superior Acoustic and Mechanical Energy Absorption. , 2021, Small.

[12]  Rushikesh S. Ambekar,et al.  Zeolite-inspired 3d printed structures with enhanced mechanical properties , 2020, 2002.00468.

[13]  D. Galvão,et al.  Mechanical Properties of Diamond Schwarzites: From Atomistic Models to 3D-Printed Structures , 2020, MRS Advances.

[14]  Martin Leary,et al.  SLM lattice structures: Properties, performance, applications and challenges , 2019 .

[15]  Jiaming Bai,et al.  Investigation of functionally graded TPMS structures fabricated by additive manufacturing , 2019, Materials & Design.

[16]  R. Irizarry ggplot2 , 2019, Introduction to Data Science.

[17]  Carl J. Thaemlitz,et al.  3D Printed Tubulanes as Lightweight Hypervelocity Impact Resistant Structures. , 2019, Small.

[18]  Rashid K. Abu Al-Rub,et al.  Multifunctional Mechanical Metamaterials Based on Triply Periodic Minimal Surface Lattices , 2019, Advanced Engineering Materials.

[19]  G. Pasquale,et al.  Modeling and characterization of mechanical and energetic elastoplastic behavior of lattice structures for aircrafts anti-icing systems , 2019, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science.

[20]  Songlin Ding,et al.  Additive manufacturing technology for porous metal implant applications and triple minimal surface structures: A review , 2018, Bioactive materials.

[21]  Chee Kai Chua,et al.  3D‐Printed Mechanical Metamaterials with High Energy Absorption , 2018, Advanced Materials Technologies.

[22]  C. Yan,et al.  Mechanical response of a triply periodic minimal surface cellular structures manufactured by selective laser melting , 2018, International Journal of Mechanical Sciences.

[23]  Yongjin Lee,et al.  Generating carbon schwarzites via zeolite-templating , 2018, Proceedings of the National Academy of Sciences.

[24]  Christopher B. Williams,et al.  Insights into the mechanical properties of several triply periodic minimal surface lattice structures made by polymer additive manufacturing , 2017, Polymer.

[25]  M. Sychov,et al.  Mechanical properties of energy-absorbing structures with triply periodic minimal surface topology , 2017, Acta Astronautica.

[26]  I. Ashcroft,et al.  Compressive failure modes and energy absorption in additively manufactured double gyroid lattices , 2017 .

[27]  P. Hazell,et al.  Metallic microlattice materials: a current state of the art on manufacturing, mechanical properties and applications , 2016 .

[28]  Klaus Mecke,et al.  Coexistence of both gyroid chiralities in individual butterfly wing scales of Callophrys rubi , 2015, Proceedings of the National Academy of Sciences.

[29]  Alex J. Zelhofer,et al.  Resilient 3D hierarchical architected metamaterials , 2015, Proceedings of the National Academy of Sciences.

[30]  P. Ajayan,et al.  Morphogenesis and mechanostabilization of complex natural and 3D printed shapes , 2015, Science Advances.

[31]  J. Greer,et al.  Strong, lightweight, and recoverable three-dimensional ceramic nanolattices , 2014, Science.

[32]  A. P. Shevchenko,et al.  Applied Topological Analysis of Crystal Structures with the Program Package ToposPro , 2014 .

[33]  S. Gorb,et al.  Evidence for a material gradient in the adhesive tarsal setae of the ladybird beetle Coccinella septempunctata , 2013, Nature Communications.

[34]  Sang-Hee Yoon,et al.  A mechanical analysis of woodpecker drumming and its application to shock-absorbing systems , 2011, Bioinspiration & biomimetics.

[35]  Manuel Moliner,et al.  The ITQ-37 mesoporous chiral zeolite , 2009, Nature.

[36]  M. Ashby The properties of foams and lattices , 2006, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[37]  Jerry M. Lodder,et al.  Curvature in the Calculus Curriculum , 2003, Am. Math. Mon..

[38]  L. Gibson Cellular Solids , 2003 .

[39]  L. V. Woodcock Entropy difference between the face-centred cubic and hexagonal close-packed crystal structures , 1997, Nature.

[40]  Ray H. Baughman,et al.  Crystalline networks with unusual predicted mechanical and thermal properties , 1993, Nature.

[41]  J. S. Beck,et al.  Ordered mesoporous molecular sieves synthesized by a liquid-crystal template mechanism , 1992, Nature.

[42]  A. Mackay,et al.  Diamond from graphite , 1991, Nature.

[43]  R. Nesper,et al.  THE CURVATURE OF CHEMICAL STRUCTURES , 1990 .

[44]  B. Ninham,et al.  Observation of two phases within the cubic phase region of a ternary surfactant solution , 1990 .

[45]  J. M. Newsam,et al.  Determination of 4-connected framework crystal structures by simulated annealing , 1989, Nature.

[46]  Reinhard Nesper,et al.  How Nature Adapts Chemical Structures to Curved Surfaces , 1987 .

[47]  F. Reiss-Husson,et al.  Structure of the Cubic Phases of Lipid–Water Systems , 1966, Nature.

[48]  M. M. Faruque Hasan,et al.  Machine learning for the design and discovery of zeolites and porous crystalline materials , 2022, Current Opinion in Chemical Engineering.

[49]  Rashid K. Abu Al-Rub,et al.  Topology-mechanical property relationship of 3D printed strut, skeletal, and sheet based periodic metallic cellular materials , 2018 .

[50]  Jun Lou,et al.  Multiscale Geometric Design Principles Applied to 3D Printed Schwarzites , 2018, Advanced materials.

[51]  A. Vaziri,et al.  Biomechanics and mechanobiology of trabecular bone: a review. , 2015, Journal of biomechanical engineering.

[52]  B. Ninham,et al.  THE ALVEOLAR SURFACE STRUCTURE: TRANSFORMATION FROM A LIPOSOME-LIKE DISPERSION INTO A TETRAGONAL CLP BILAYER PHASE , 1999 .

[53]  Geoffrey D. Price,et al.  Systematic enumeration of zeolite frameworks , 1989 .