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11-04-2024 | Full Research Article

A response surface methodology study on 4D printing for layered PLA/TPU structures

Authors: Abbas Zolfaghari, Mohammad Reza Purrouhani, Ali Zolfagharian

Published in: Progress in Additive Manufacturing

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Abstract

Shape memory polymers (SMPs) are a new class of materials that have the ability to change their shape over time. The use of SMP in three-dimensional (3D) printing has resulted in the development of a new concept called four-dimensional (4D) printing. It is important to identify the main parameters affecting shape memory behavior in order to be utilized in new applications of SMP. In this study, polylactic acid (PLA) and thermoplastic polyurethane (TPU) were used as the main materials. A number of 3D printing parameters as well as the recovery temperature of the printed object have been investigated to explore how these factors affect shape memory behavior. For design of experiments (DOEs), the Box–Behnken method from response surface methodology (RSM) was used. RSM can be applied to model the effect of different parameters on the shape memory behavior to apply in the appropriate conditions. As part of the evaluation of the mechanical properties of the material, tensile tests were also performed. At higher layer heights, there was generally a decrease in the tensile modulus and strength of the material. Testing equipment was manufactured in order to conduct the testing. It was found that when the whole SMP was made of PLA, the fixity ratio increased. There was a significant correlation between the shape recovery ratio and the recovery temperature. Both shape fixity and recovery ratios were not significantly affected by layer height or infill angle, according to the analysis of variance (ANOVA). To determine the highest fixity and recovery ratios, an optimization was conducted. Using the optimized values, a sample was manufactured and compared with the values obtained from the RSM model.

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Appendix
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Literature
1.
go back to reference Arif ZU et al (2022) 4D bioprinting of smart polymers for biomedical applications: recent progress, challenges, and future perspectives. React Funct Polym 179:105374CrossRef Arif ZU et al (2022) 4D bioprinting of smart polymers for biomedical applications: recent progress, challenges, and future perspectives. React Funct Polym 179:105374CrossRef
2.
go back to reference Liu Y et al (2014) Shape memory polymers and their composites in aerospace applications: a review. Smart Mater Struct 23(2):023001CrossRef Liu Y et al (2014) Shape memory polymers and their composites in aerospace applications: a review. Smart Mater Struct 23(2):023001CrossRef
3.
go back to reference Zolfagharian A, Kaynak A, Kouzani A (2020) Closed-loop 4D-printed soft robots. Mater Des 188:108411CrossRef Zolfagharian A, Kaynak A, Kouzani A (2020) Closed-loop 4D-printed soft robots. Mater Des 188:108411CrossRef
4.
go back to reference Luo H et al (2015) Temperature sensing of conductive shape memory polymer composites. Mater Lett 140:71–74CrossRef Luo H et al (2015) Temperature sensing of conductive shape memory polymer composites. Mater Lett 140:71–74CrossRef
5.
go back to reference Bodkhe S, Ermanni P (2020) 3D printing of multifunctional materials for sensing and actuation: merging piezoelectricity with shape memory. Eur Polymer J 132:109738CrossRef Bodkhe S, Ermanni P (2020) 3D printing of multifunctional materials for sensing and actuation: merging piezoelectricity with shape memory. Eur Polymer J 132:109738CrossRef
6.
go back to reference Du J, Armstrong SR, Baer E (2013) Co-extruded multilayer shape memory materials: comparing layered and blend architectures. Polymer 54(20):5399–5407CrossRef Du J, Armstrong SR, Baer E (2013) Co-extruded multilayer shape memory materials: comparing layered and blend architectures. Polymer 54(20):5399–5407CrossRef
7.
go back to reference Jing X et al (2015) The morphology, properties, and shape memory behavior of polylactic acid/thermoplastic polyurethane blends. Polym Eng Sci 55(1):70–80CrossRef Jing X et al (2015) The morphology, properties, and shape memory behavior of polylactic acid/thermoplastic polyurethane blends. Polym Eng Sci 55(1):70–80CrossRef
8.
go back to reference Liu Y et al (2018) An investigation on laser-triggered shape memory behaviors of hydro-epoxy/carbon black composites. Smart Mater Struct 27(9):095008CrossRef Liu Y et al (2018) An investigation on laser-triggered shape memory behaviors of hydro-epoxy/carbon black composites. Smart Mater Struct 27(9):095008CrossRef
9.
go back to reference Bi H et al (2020) Near infrared-induced shape memory polymer composites with dopamine-modified multiwall carbon nanotubes via 3D-printing. Eur Polymer J 136:109920CrossRef Bi H et al (2020) Near infrared-induced shape memory polymer composites with dopamine-modified multiwall carbon nanotubes via 3D-printing. Eur Polymer J 136:109920CrossRef
10.
go back to reference Wei H et al (2019) Direct 3D printing of hybrid nanofiber-based nanocomposites for highly conductive and shape memory applications. ACS Appl Mater Interfaces 11(27):24523–24532CrossRef Wei H et al (2019) Direct 3D printing of hybrid nanofiber-based nanocomposites for highly conductive and shape memory applications. ACS Appl Mater Interfaces 11(27):24523–24532CrossRef
11.
go back to reference Zeng C et al (2020) 4D printed electro-induced continuous carbon fiber reinforced shape memory polymer composites with excellent bending resistance. Compos B Eng 194:108034CrossRef Zeng C et al (2020) 4D printed electro-induced continuous carbon fiber reinforced shape memory polymer composites with excellent bending resistance. Compos B Eng 194:108034CrossRef
12.
go back to reference Yue C et al (2021) Three-dimensional printing of cellulose nanofibers reinforced PHB/PCL/Fe3O4 magneto-responsive shape memory polymer composites with excellent mechanical properties. Addit Manuf 46:102146 Yue C et al (2021) Three-dimensional printing of cellulose nanofibers reinforced PHB/PCL/Fe3O4 magneto-responsive shape memory polymer composites with excellent mechanical properties. Addit Manuf 46:102146
13.
go back to reference Ahmad M et al (2011) Synthesis and characterization of polyurethane-based shape-memory polymers for tailored Tg around body temperature for medical applications. Macromol Chem Phys 212(6):592–602CrossRef Ahmad M et al (2011) Synthesis and characterization of polyurethane-based shape-memory polymers for tailored Tg around body temperature for medical applications. Macromol Chem Phys 212(6):592–602CrossRef
14.
go back to reference Mehrpouya M et al (2021) 4D printing of shape memory polylactic acid (PLA). Polymer 230:124080CrossRef Mehrpouya M et al (2021) 4D printing of shape memory polylactic acid (PLA). Polymer 230:124080CrossRef
15.
go back to reference Pantoja M et al (2019) Shape Memory Properties of Polystyrene-block-poly(ethylene-co-butylene)-block-polystyrene (SEBS) ABA triblock copolymer thermoplastic elastomers. ACS Appl Polym Mater 1(3):414–424CrossRef Pantoja M et al (2019) Shape Memory Properties of Polystyrene-block-poly(ethylene-co-butylene)-block-polystyrene (SEBS) ABA triblock copolymer thermoplastic elastomers. ACS Appl Polym Mater 1(3):414–424CrossRef
16.
go back to reference Wu XL, Huang WM, Tan HX (2013) Characterization of shape recovery via creeping and shape memory effect in ether-vinyl acetate copolymer (EVA). J Polym Res 20(8):150CrossRef Wu XL, Huang WM, Tan HX (2013) Characterization of shape recovery via creeping and shape memory effect in ether-vinyl acetate copolymer (EVA). J Polym Res 20(8):150CrossRef
17.
go back to reference Dogan SK et al (2017) Thermally induced shape memory behavior, enzymatic degradation and biocompatibility of PLA/TPU blends: “Effects of compatibilization.” J Mech Behav Biomed Mater 71:349–361CrossRef Dogan SK et al (2017) Thermally induced shape memory behavior, enzymatic degradation and biocompatibility of PLA/TPU blends: “Effects of compatibilization.” J Mech Behav Biomed Mater 71:349–361CrossRef
18.
go back to reference Song JJ, Chang HH, Naguib HE (2015) Biocompatible shape memory polymer actuators with high force capabilities. Eur Polymer J 67:186–198CrossRef Song JJ, Chang HH, Naguib HE (2015) Biocompatible shape memory polymer actuators with high force capabilities. Eur Polymer J 67:186–198CrossRef
19.
go back to reference Ji X et al (2021) Fabrication of thermoplastic polyurethane/polylactide shape-memory blends with tunable optical and mechanical properties via a bilayer structure design. Polym Testing 97:107135CrossRef Ji X et al (2021) Fabrication of thermoplastic polyurethane/polylactide shape-memory blends with tunable optical and mechanical properties via a bilayer structure design. Polym Testing 97:107135CrossRef
20.
go back to reference Zare Shiadehi J, Zolfaghari A (2023) Design parameters of a Kagome lattice structure constructed by fused deposition modeling: a response surface methodology study. Iran Polym J 32(9):1089–1100CrossRef Zare Shiadehi J, Zolfaghari A (2023) Design parameters of a Kagome lattice structure constructed by fused deposition modeling: a response surface methodology study. Iran Polym J 32(9):1089–1100CrossRef
22.
go back to reference Cerbe F et al (2024) Relationship between programming stress and residual strain in FDM 4D printing. Prog Addit Manuf 9(1):123–132CrossRef Cerbe F et al (2024) Relationship between programming stress and residual strain in FDM 4D printing. Prog Addit Manuf 9(1):123–132CrossRef
23.
go back to reference Barletta M, Gisario A, Mehrpouya M (2021) 4D printing of shape memory polylactic acid (PLA) components: Investigating the role of the operational parameters in fused deposition modelling (FDM). J Manuf Process 61:473–480CrossRef Barletta M, Gisario A, Mehrpouya M (2021) 4D printing of shape memory polylactic acid (PLA) components: Investigating the role of the operational parameters in fused deposition modelling (FDM). J Manuf Process 61:473–480CrossRef
24.
go back to reference Peng X et al (2019) Shape memory effect of three-dimensional printed products based on polypropylene/nylon 6 alloy. J Mater Sci 54(12):9235–9246CrossRef Peng X et al (2019) Shape memory effect of three-dimensional printed products based on polypropylene/nylon 6 alloy. J Mater Sci 54(12):9235–9246CrossRef
25.
go back to reference Zhang J et al (2022) 4D printing of bilayer structures with programmable shape-shifting behavior. J Mater Sci 57(46):21309–21323CrossRef Zhang J et al (2022) 4D printing of bilayer structures with programmable shape-shifting behavior. J Mater Sci 57(46):21309–21323CrossRef
26.
go back to reference Alshebly YS, Nafea M (2023) Effects of printing parameters on 4D-printed PLA actuators. Smart Mater Struct 32(6):064008CrossRef Alshebly YS, Nafea M (2023) Effects of printing parameters on 4D-printed PLA actuators. Smart Mater Struct 32(6):064008CrossRef
27.
go back to reference Hosseinzadeh M, Ghoreishi M, Narooei K (2021) An investigation into the effect of thermal variables on the 3D printed shape memory polymer structures with different geometries. J Intell Mater Syst Struct 33(5):715–726CrossRef Hosseinzadeh M, Ghoreishi M, Narooei K (2021) An investigation into the effect of thermal variables on the 3D printed shape memory polymer structures with different geometries. J Intell Mater Syst Struct 33(5):715–726CrossRef
28.
go back to reference Amiri A, Zolfaghari A, Shakeri M (2022) 3D printing of glass fiber reinforced acrylonitrile butadiene styrene and investigation of tensile, flexural, warpage and roughness properties. Polym Compos 43(9):6287–6299CrossRef Amiri A, Zolfaghari A, Shakeri M (2022) 3D printing of glass fiber reinforced acrylonitrile butadiene styrene and investigation of tensile, flexural, warpage and roughness properties. Polym Compos 43(9):6287–6299CrossRef
29.
go back to reference Mahdavi M, Zolfaghari A (2024) Four-dimensional printing of continuous glass fiber-reinforced thermoplastics. Compos B Eng 268:111091CrossRef Mahdavi M, Zolfaghari A (2024) Four-dimensional printing of continuous glass fiber-reinforced thermoplastics. Compos B Eng 268:111091CrossRef
30.
go back to reference Villacres J, Nobes D, Ayranci C (2020) Additive manufacturing of shape memory polymers: effects of print orientation and infill percentage on shape memory recovery properties. Rapid Prototyping J 26(9):1593–1602CrossRef Villacres J, Nobes D, Ayranci C (2020) Additive manufacturing of shape memory polymers: effects of print orientation and infill percentage on shape memory recovery properties. Rapid Prototyping J 26(9):1593–1602CrossRef
32.
go back to reference Zhang X et al (2019) Effects of raster angle on the mechanical properties of PLA and Al/PLA composite part produced by fused deposition modeling. Polym Adv Technol 30(8):2122–2135CrossRef Zhang X et al (2019) Effects of raster angle on the mechanical properties of PLA and Al/PLA composite part produced by fused deposition modeling. Polym Adv Technol 30(8):2122–2135CrossRef
33.
go back to reference Zhao Y, Chen Y, Zhou Y (2019) Novel mechanical models of tensile strength and elastic property of FDM AM PLA materials: experimental and theoretical analyses. Mater Des 181:108089CrossRef Zhao Y, Chen Y, Zhou Y (2019) Novel mechanical models of tensile strength and elastic property of FDM AM PLA materials: experimental and theoretical analyses. Mater Des 181:108089CrossRef
34.
go back to reference Garzon-Hernandez S et al (2020) Design of FDM 3D printed polymers: an experimental-modelling methodology for the prediction of mechanical properties. Mater Des 188:108414CrossRef Garzon-Hernandez S et al (2020) Design of FDM 3D printed polymers: an experimental-modelling methodology for the prediction of mechanical properties. Mater Des 188:108414CrossRef
35.
go back to reference Vicente CMS et al (2020) Influence of fused deposition modeling parameters on the mechanical properties of ABS parts. Polym Adv Technol 31(3):501–507CrossRef Vicente CMS et al (2020) Influence of fused deposition modeling parameters on the mechanical properties of ABS parts. Polym Adv Technol 31(3):501–507CrossRef
Metadata
Title
A response surface methodology study on 4D printing for layered PLA/TPU structures
Authors
Abbas Zolfaghari
Mohammad Reza Purrouhani
Ali Zolfagharian
Publication date
11-04-2024
Publisher
Springer International Publishing
Published in
Progress in Additive Manufacturing
Print ISSN: 2363-9512
Electronic ISSN: 2363-9520
DOI
https://doi.org/10.1007/s40964-024-00611-2

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