Assessing the capabilities of ChatGPT to improve additive manufacturing troubleshooting

Advanced Industrial and Engineering Polymer Research, Год журнала: 2023, Номер 6(3), С. 278 - 287

Опубликована: Март 16, 2023

This paper explores the potential of using Chat Generative Pre-trained Transformer (ChatGPT), a Large Language Model (LLM) developed by OpenAI, to address main challenges and improve efficiency Gcode generation process in Additive Manufacturing (AM), also known as 3D printing. The process, which controls movements printer's extruder layer-by-layer build is crucial step AM optimizing essential for ensuring quality final product reducing print time waste. ChatGPT can be trained on existing data generate optimized specific polymeric materials, printers, objects, well analyze optimize based various printing parameters such temperature, speed, bed fan wipe distance, extrusion multiplier, layer thickness, material flow. Here capability performing complex tasks related optimization was demonstrated. In particular performance tests were conducted evaluate ChatGPT's expertise technical matters, focusing evaluation detachment, warping, stringing issues Fused Filament Fabrication (FFF) methods thermoplastic polyurethane polymer feedstock material. work provides effective feedback assesses its use field. has revolutionize industry offering user-friendly interface utilizing machine learning algorithms accuracy optimal parameters. Furthermore, real-time capabilities lead significant savings, making more accessible cost-effective solution manufacturers industry.

Язык: Английский

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Biomimetic scaffolds using triply periodic minimal surface-based porous structures for biomedical applications

SLAS TECHNOLOGY, Год журнала: 2023, Номер 28(3), С. 165 - 182

Опубликована: Апрель 29, 2023

The design of biomimetic porous scaffolds has been gaining attention in the biomedical sector lately. Shells, marine sponges, shark teeth, cancellous bone, sea urchin spine, and armadillo armor structure are examples biological systems that have already studied to drive innovative, porous, multifunctional structures. Among these, triply periodic minimal surfaces (TPMSs) attracted scientists for fabrication scaffolds. interest stems from their outstanding properties, which include mathematical controllable geometry features, highly interconnected architectures, high surface area volume ratio, less stress concentration, tunable mechanical increased permeability. All these distinguishing features enable better cell adhesion, optimal integration surrounding tissue avoiding shieldings, a good permeability fluid media oxygen, possibility vascularization. However, sophisticated TPMS-based structures proven challenging fabricate by conventional methods. emergence additive manufacturing (AM) enhanced freedoms flexibility it guarantees could solve some bottlenecks, thus leading surge designing fabricating such this field. Also, feasibility using AM technologies allows obtaining size programmable TPMS printable various materials, polymers metal alloys. Here, comprehensive overview 3D-printed is provided (DfAM) application perspective. First, strategies, algorithms, related topological optimization introduced according diverse requirements. Based on that, performance control pros cons different processes summarized. Lastly, practical applications field presented clarify advantages potential

Язык: Английский

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Review of Additively Manufactured Polymeric Metamaterials: Design, Fabrication, Testing and Modeling

Polymers, Год журнала: 2023, Номер 15(19), С. 3858 - 3858

Опубликована: Сен. 22, 2023

Metamaterials are architected cellular materials, also known as lattice that inspired by nature or human engineering intuition, and provide multifunctional attributes cannot be achieved conventional polymeric materials composites. There has been an increasing interest in the design, fabrication, testing of metamaterials due to recent advances digital design methods, additive manufacturing techniques, machine learning algorithms. To this end, present review assembles a collection research on fabrication metamaterials, it can act reference for future applications categorizes mechanical properties existing from literature. The within study reveals there is need develop more expedient straightforward methods designing similar implicitly created TPMS lattices. Additionally, under complex loading scenarios required better understand their behavior. Using right algorithms process alleviate many current difficulties, enabling precise effective production with product quality.

Язык: Английский

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Effect of aspect ratio on mechanical anisotropy of lattice structures

International Journal of Mechanical Sciences, Год журнала: 2024, Номер 270, С. 109111 - 109111

Опубликована: Фев. 15, 2024

Язык: Английский

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Biomolecule-Grafted GO Enhanced the Mechanical and Biological Properties of 3D Printed PLA Scaffolds with TPMS porous structure

Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials, Год журнала: 2024, Номер 157, С. 106646 - 106646

Опубликована: Сен. 1, 2024

Язык: Английский

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Inverse design of multi-material gyroid structures made by additive manufacturing

International Journal of Mechanical Sciences, Год журнала: 2023, Номер 262, С. 108734 - 108734

Опубликована: Сен. 9, 2023

Язык: Английский

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Compressive response and energy absorption of additive manufactured Ti-6Al-4V triply periodic minimal surface honeycomb structure

Journal of Alloys and Compounds, Год журнала: 2024, Номер 982, С. 173744 - 173744

Опубликована: Фев. 2, 2024

This study proposed a design method of honeycomb structure based on triply periodic minimal surfaces (TPMS), namely gyroid-honeycomb. The samples were fabricated by selective laser melting (SLM) with Ti6Al4V (TC4) material. Through the uniaxial quasi-static compression tests and numerical simulations, mechanical responses energy absorption capability structures under different compressive velocities investigated. Compared conventional truss-honeycomb structure, gyroid-honeycomb exhibited reduced stress fluctuation enhanced in-plane direction. Particularly, also demonstrated superior both low high velocities. According to scanning electron micrograph (SEM) image fracture surface, unique buckling failure mode along large plastic deformation negative Poisson's ratio. can be attributed distinct distribution in according simulation results. Notably, displayed remarkable capacity for across various These findings provide valuable insights into application novel TPMS-based enhancing crashworthiness protection vehicles.

Язык: Английский

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Superior strength and energy absorption capability of LPBF metallic functionally graded lattice structures

Thin-Walled Structures, Год журнала: 2024, Номер unknown, С. 112471 - 112471

Опубликована: Сен. 1, 2024

Язык: Английский

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Self-similar nesting strategy enables lattices achieve dual energy-absorbing plateaus

International Journal of Mechanical Sciences, Год журнала: 2024, Номер 276, С. 109445 - 109445

Опубликована: Июнь 1, 2024

Язык: Английский

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Evidence of nonlinearity tailoring in static and dynamic responses of honeycomb and auxetic hourglass lattice metastructures

Mechanics Research Communications, Год журнала: 2024, Номер 137, С. 104261 - 104261

Опубликована: Март 14, 2024

Язык: Английский

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