Multi-Response Optimization and Cell Structure-Property Relationships of Polylactide (PLA) Foams

Main Article Content

Yusuf Arya Yudanto
Atitsa Petchsuk
Pakorn Opaprakasit

Abstract

The renewability and ease of processing of polylactide (PLA) make it ideal for disposable foam products. However, controlling the foam structure is challenging due to its low melt strength and crystallization ability, which can result in cell rupture-prone and excessively large cells, necessitating a comprehensive understanding of the influences of foaming parameters (temperature, pressure, and time) on cell structures and properties to unlock PLA’s full potential. This study optimizes the fabrication of PLA foams using solid-state batch foaming under supercritical CO2 conditions by employing a central composite design of response surface methodology. Single-parameter investigations reveal that higher foaming temperature, increased pressure, and longer foaming time increase the apparent density due to reduced polymer viscosity, pressure-dependent gas entrapment, and enhanced gas diffusion, leading to faster cell nucleation and cell formation. The compressive properties depend on stress-strain behavior and cell morphology, influenced by the cell shape and wall thickness. Thicker cell walls delay cell buckling and improve compression resistance. Higher sphericality evenly distributes compressive stress across cell surfaces, enhancing the foam’s resilience against localized collapse. Multi-response optimization successfully fabricated lightweight PLA foam (0.134 g/cc apparent density) with enhanced compressive modulus (1.955 MPa at 50% strain) and controlled cell morphology (average cell size of 21.055 μm and cell density of 52.385 × 105 cells/cm3) at optimized foaming conditions (180 °C, 165 bar, and 2.3 h). The PLA foams have potential as a reusable and degradable absorbent for liquids and oils, but there are challenges in scaling production.

Article Details

How to Cite
Yudanto, Y. A., Petchsuk, A., & Opaprakasit, P. (2024). Multi-Response Optimization and Cell Structure-Property Relationships of Polylactide (PLA) Foams. Applied Science and Engineering Progress, 17(3), 7399. https://doi.org/10.14416/j.asep.2024.06.011
Section
Research Articles

References

F. L. Jin, M. Zhao, M. Park, and S. J. Park, “Recent trends of foaming in polymer processing: A review,” Polymers (Basel), vol. 11, no. 6, p. 953, 2019, doi: 10.3390/polym11060953.

S. Sumardiono, I. Pudjihastuti, R. Amalia, and Y. A. Yudanto, “Characteristics of biodegradable foam (bio-foam) made from cassava flour and corn fiber,” in IOP Conference Series: Materials Science and Engineering, 2021, Art. no. 1053.

Y. A. Yudanto and I. Pudjihastuti, “Characterization of physical and mechanical properties of Biodegradable foam from maizena flour and paper waste for Sustainable packaging material,” International Journal of Engineering Applied Sciences and Technology, vol. 5, no. 8, pp. 1–8, 2020.

J. G. Drobny, “Processing methods applicable to thermoplastic elastomers,” in Handbook of Thermoplastic Elastomers, J. G. Drobny, Ed. Oxford, UK: William Andrew Publishing, pp. 33–173, 2014.

M. A. Osman, N. Virgilio, M. Rouabhia, and F. Mighri, “Polylactic acid (PLA) foaming: Design of experiments for cell size control,” Materials Sciences and Applications, vol. 13, no. 2, pp. 63–77, 2022.

M. Nofar and C. B. Park, “1 - Introduction to plastic foams and their foaming,” in Polylactide Foams, M. Nofar and C. B. Park, Eds. New York: William Andrew Publishing, pp. 1–16, 2018.

J. Chen, L. Yang, D. Chen, Q. Mai, M. Wang, L. Wu, and P. Kong, “Cell structure and mechanical properties of microcellular PLA foams prepared via autoclave constrained foaming,” Cellular Polymers, vol. 40, no. 3, pp. 101–118, 2021.

X. Wei, J. Luo, X. Wang, H. Zhou, and Y. Pang, “ScCO2-assisted fabrication and compressive property of poly (lactic acid) foam reinforced by in-situ polytetrafluoroethylene fibrils,” International Journal of Biological Macromolecules, vol. 209, pp. 2050–2060, 2022.

W. Li, Q. Ren, X. Zhu, M. Wu, Z. Weng, L. Wang, and W. Zheng, “Enhanced heat resistance and compression strength of microcellular poly (lactic acid) foam by promoted stereocomplex crystallization with added D-Mannitol,” Journal of CO2 Utilization, vol. 63, 2022, Art. no. 102118.

L. J. Jia, A. D. Phule, Z. Yu, X. Zhang, and Z. X. Zhang, “Ultra-light poly (lactic acid)/SiO2 aerogel composite foam: A fully biodegradable and full life-cycle sustainable insulation material,” International Journal of Biological Macromolecules, vol. 192, pp. 1029–1039, 2021.

Y. Wang, F. Guo, X. Liao, S. Li, Z. Yan, F. Zou, Q. Peng, and G. Li, “High-expansion-ratio PLLA/ PDLA/HNT composite foams with good thermally insulating property and enhanced compression performance via supercritical CO2,” International Journal of Biological Macromolecules, 2023, Art. no. 123961.

T. Song, M. Liu, J. Tian, S. Wang, and Q. Li, “Effect of PLA/TiO2/Lg filler competition and synergy on crystallization behavior, mechanics and functionality of composite foaming materials,” Polymer, vol. 271, 2023, Art. no. 125797.

K. Bocz, T. Tábi, D. Vadas, M. Sauceau, J. Fages, and G. Marosi, “Characterisation of natural fibre reinforced PLA foams prepared by supercritical CO2 assisted extrusion,” Express Polymer Letters, vol. 10, no. 9, pp. 771–779, 2016.

K. Oluwabunmi, N. A. D’Souza, W. Zhao, T.-Y. Choi, and T. Theyson, “Compostable, fully biobased foams using PLA and micro cellulose for zero energy buildings,” Scientific Reports, vol. 10, no. 1, pp. 1–20, 2020.

S. G. Mosanenzadeh, H. E. Naguib, C. B. Park, and N. Atalla, “Development, characterization, and modeling of environmentally friendly open‐cell acoustic foams,” Polymer Engineering & Science, vol. 53, no. 9, pp. 1979–1989, 2013.

Y. Shimazaki, S. Nozu, and T. Inoue, “Shock-absorption properties of functionally graded EVA laminates for footwear design,” Polymer Testing, vol. 54, pp. 98–103, 2016.

S. S. Sundarram, N. Ibekwe, S. Prado, C. Rotonto, and S. Feeney, “Microwave foaming of carbon dioxide saturated poly lactic acid,” Polymer Engineering & Science, vol. 62, no. 3, pp. 929– 938, 2022.

B. Notario, J. Pinto, and M. A. Rodriguez-Perez, “Nanoporous polymeric materials: A new class of materials with enhanced properties,” Progress in Materials Science, vol. 78, pp. 93–139, 2016.

M. A. Alim, M. Moniruzzaman, M. M. Hossain, Wahiduzzaman, M. R. Repon, I. Hossain, and M. A. Jalil, “Manufacturing and compatibilization of binary blends of superheated steam treated jute and poly (lactic acid) biocomposites by melt-blending technique,” Heliyon, vol. 8, no. 8, 2022, Art. no. e09923.

A. Jalali, J.-H. Kim, A. M. Zolali, I. Soltani, M. Nofar, E. Behzadfar, and C. B. Park, “Peculiar crystallization and viscoelastic properties of polylactide/polytetrafluoroethylene composites induced by in-situ formed 3D nanofiber network,” Composites Part B: Engineering, vol. 200, 2020, Art. no. 108361.

O. D. Putri, A. Petchsuk, S. Bayram, and P. Opaprakasit, “Ultrasonicate-assisted preparation of eumelanin-loaded nano/microparticles based on polylactide stereocomplex,” Materials Today: Proceedings, vol. 66, pp. 3025–3030, 2022.

K. Thananukul, C. Kaewsaneha, P. Sreearunothai, A. Petchsuk, S. Buchatip, W. Supmak, B. Nim, M. Okubo, and P. Opaprakasit, “Biocompatible degradable hollow nanoparticles from curable copolymers of polylactic acid for uv-shielding cosmetics,” ACS Applied Nano Materials, vol. 5, no. 3, pp. 4473–4483, 2022.

K. Pleejaroen, D. Yiamsawas, and P. Opaprakasit, “In-situ synthesis of Lignin/ZnO composites from black liquor for uv-resistant and antioxidant agents in bioplastics,” SIAM: Science and Innovation of Advanced Materials, vol. 3, no. 1, pp. 66002-1–66002-9, 2023.

B. Nim, S. S. Rahayu, K. Thananukul, C. Eang, M. Opaprakasit, A. Petchsuk, C. Kaewsaneha, D. Polpanich, and P. Opaprakasit, “Sizing down and functionalizing polylactide (PLA) resin for synthesis of PLA-based polyurethanes for use in biomedical applications,” Scientific Reports, vol. 13, no. 1, p. 2284, 2023.

C. Eang, B. Nim, M. Opaprakasit, A. Petchsuk, and P. Opaprakasit, “Polyester-based polyurethanes derived from alcoholysis of polylactide as toughening agents for blends with shape-mem¬ory properties,” RSC Advances, vol. 12, no. 54, pp. 35328–35340, 2022.

B. Nim and P. Opaprakasit, “Quantitative analyses of products from chemical recycling of polylactide (PLA) by alcoholysis with various alcohols and their applications as healable lactide-based polyurethanes,” Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, vol. 255, 2021, Art. no. 119684.

B. Nim, M. Opaprakasit, A. Petchsuk, and P. Opaprakasit, “Microwave-assisted chemical recycling of polylactide (PLA) by alcoholysis with various diols,” Polymer Degradation and Stability, vol. 181, 2020, Art. no. 109363.

N. Jaikaew, R. Auras, and P. Opaprakasit, “Optimization of melt-mixing transesterification of polylactide by polyethylene glycol employing response surface methodology,” Chiang Mai Journal of Science, vol. 49, no. 1, pp. 69–80, 2022.

C. Eang, B. Nim, P. Sreearunothai, A. Petchsuk, and P. Opaprakasit, “Chemical upcycling of polylactide (PLA) and its use in fabricating PLA-based super-hydrophobic and oleophilic electrospun nanofibers for oil absorption and oil/ water separation,” New Journal of Chemistry, vol. 46, no. 31, pp. 14933–14943, 2022, doi: 202210.1039/D2NJ02747J.

C. Eang and P. Opaprakasit, “Electrospun nanofibers with superhydrophobicity derived from degradable polylactide for oil/water separation applications,” Journal of Polymers and the Environment, vol. 28, no. 5, pp. 1484–1491, 2020.

T. P. P. Le and P. Opaprakasit, “Preparation of polylactide/modified clay bio-composites employing quaternized chitosan-modified montmorillonite clays for use as packaging films,” CET Journal- Chemical Engineering Transactions, vol. 78, 2020, doi: 10.3303/CET2078020.

S. Farah, D. G. Anderson, and R. Langer, “Physical and mechanical properties of PLA, and their functions in widespread applications — A comprehensive review,” Advanced Drug Delivery Reviews, vol. 107, pp. 367–392, 2016.

Y. Wang, F. Guo, X. Liao, S. Li, Z. Yan, F. Zou, Q. Peng, and G. Li, “High-expansion-ratio PLLA/ PDLA/HNT composite foams with good thermally insulating property and enhanced compression performance via supercritical CO2,” International Journal of Biological Macromolecules, vol. 236, 2023, Art. no. 123961.

E. Di Maio, S. Iannace, and G. Mensitieri, “Foams and their applications,” in Supercritical Fluid Science and Technology. Amsterdam, Netherlands: Elsevier, pp. 1–20, 2021.

Q. Ren, X. Zhu, W. Li, M. Wu, S. Cui, Y. Ling, X. Ma, G. Wang, L. Wang, and W. Zheng, “Fabrication of super-hydrophilic and highly open-porous poly (lactic acid) scaffolds using supercritical carbon dioxide foaming,” International Journal of Biological Macromolecules, vol. 205, pp. 740–748, 2022.

F. Zou, X. Liao, P. Song, S. Shi, J. Chen, X. Wang, and G. Li, “Enhancement of electrical conductivity and electromagnetic interference shielding performance via supercritical CO2 induced phase coarsening for double percolated polymer blends,” Nano Research, vol. 16, no. 1, pp. 613–623, 2023.

Y. A. Yudanto and P. Opaprakasit, “A Preliminary Review of Poly(lactic acid)-based Biodegradable Foam and its Techno-economic Model,” E3S Web of Conferences, vol. 448, 2023, Art. no. 03076.

M. C. Macawile and J. Auresenia, “Utilization of supercritical carbon dioxide and co-solvent n-hexane to optimize oil extraction from gliricidia sepium seeds for biodiesel production,” Applied Science and Engineering Progress, vol. 15, no. 1, 2022, Art. no. 5404, doi: 10.14416/j.asep.2021.09.003.

L. Geng, L. Li, H. Mi, B. Chen, P. Sharma, H. Ma, B. S. Hsiao, X. Peng, and T. Kuang, “Superior impact toughness and excellent storage modulus of poly(lactic acid) foams reinforced by shish-kebab nanoporous structure,” ACS Applied Materials & Interfaces, vol. 9, no. 25, pp. 21071–21076, 2017.

W. Ding, D. Jahani, E. Chang, A. Alemdar, C. B. Park, and M. Sain, “Development of PLA/ cellulosic fiber composite foams using injection molding: Crystallization and foaming behaviors,” Composites Part A: Applied Science and Manufacturing, vol. 83, pp. 130–139, 2016.

D. Xu, K. Yu, K. Qian, and C. B. Park, “Foaming behavior of microcellular poly(lactic acid)/TPU composites in supercritical CO2,” Journal of Thermoplastic Composite Materials, vol. 31, no. 1, pp. 61–78, 2018, doi: 10.1177/ 0892705716679480.

Z. Han, Y. Zhang, W. Yang, and P. Xie, “Advances in microcellular foam processing of PLA,” Key Engineering Materials, vol. 717, pp. 68–72, 11/01 2016.

M. Mahdavi, O. Yousefzade, and H. Garmabi, “A simple method for preparation of microcellular PLA/calcium carbonate nanocomposite using super critical nitrogen as a blowing agent: Control of microstructure,” Advances in Polymer Technology, vol. 37, no. 8, pp. 3017–3026, 2018.

H. Haham, A. Riscoe, C. W. Frank, and S. L. Billington, “Effect of bubble nucleating agents derived from biochar on the foaming mechanism of poly lactic acid foams,” Applied Surface Science Advances, vol. 3, 2021, Art. no. 100059.

E. Di Maio, S. Iannace, and G. Mensitieri, “Chapter 13 - Batch processing,” in Supercritical Fluid Science and Technology, vol. 9, E. Di Maio, S. Iannace, and G. Mensitieri, Eds. Amsterdam, Netherlands: Elsevier, pp. 389–410, 2021.

A. N. Frone, D. M. Panaitescu, I. Chiulan, C. A. Nicolae, Z. Vuluga, C. Vitelaru, and C. M. Damian, “The effect of cellulose nanofibers on the crystallinity and nanostructure of poly (lactic acid) composites,” Journal of Materials Science, vol. 51, pp. 9771–9791, 2016.

C. Fan, C. Wan, F. Gao, C. Huang, Z. Xi, Z. Xu, L. Zhao, and T. Liu, “Extrusion foaming of poly (ethylene terephthalate) with carbon dioxide based on rheology analysis,” Journal of Cellular Plastics, vol. 52, no. 3, pp. 277–298, 2016.

D792-20 Standard Test Methods for Density and Specific Gravity (Relative Density) of Plastics by Displacement, ASTM International, 2020.

ASTM D695-15 Standard Test Method for Compressive Properties Rigid Plastics, ASTM International, 2015.

ASTM D570-98 Standard Test Method for Water Absorption of Plastics, ASTM International, 2018.

M. Q. Seah, Z. C. Ng, W. J. Lau, M. Gürsoy, M. Karaman, T.-W. Wong, and A. F. Ismail, “Development of surface modified PU foam with improved oil absorption and reusability via an environmentally friendly and rapid pathway,” Journal of Environmental Chemical Engineering, vol. 10, no. 1, 2022, Art. no. 106817.

W. Xiao, B. Niu, M. Yu, C. Sun, L. Wang, L. Zhou, and Y. Zheng, “Fabrication of foam-like oil sorbent from polylactic acid and Calotropis gigantea fiber for effective oil absorption,” Journal of Cleaner Production, vol. 278, 2021, Art. no. 123507.

E. Rostami-Tapeh-Esmaeil and D. Rodrigue, “Morphological, mechanical and thermal properties of rubber foams: A review based on recent investigations,” Materials, vol. 16, no. 5, 2023, Art. no. 1934.

D. Tammaro, M. M. Villone, G. D’Avino, and P. L. Maffettone, “An experimental and numerical investigation on bubble growth in polymeric foams,” Entropy, vol. 24, no. 2, p. 183, 2022.

Y. Liu, J. Li, S. Sun, and B. Yu, “Advances in Gaussian random field generation: A review,” Computational Geosciences, vol. 23, pp. 1011– 1047, 2019.

M. Marvi-Mashhadi, C. Lopes, and J. LLorca, “Surrogate models of the influence of the microstructure on the mechanical properties of closed-and open-cell foams,” Journal of Materials Science, vol. 53, pp. 12937–12948, 2018.

F. Guo, X. Liao, S. Li, Z. Yan, W. Tang, and G. Li, “Heat insulating PLA/HNTs foams with enhanced compression performance fabricated by supercritical carbon dioxide,” The Journal of Supercritical Fluids, vol. 177, 2021, Art. no. 105344.

Q. Ren, J. Wang, W. Zhai, and R. E. Lee, “Fundamental influences of induced crystallization and phase separation on the foaming behavior of poly (lactic acid)/polyethylene glycol blends blown with compressed CO2,” Industrial & Engineering Chemistry Research, vol. 55, no. 49, pp. 12557–12568, 2016.

L. Xu, S. Qian, W. Zheng, Y. Bai, and Y. Zhao, “Formation mechanism and tuning for bimodal open-celled structure of cellulose acetate foams prepared by supercritical CO2 foaming and poly (ethylene glycol) leaching,” Industrial & Engineering Chemistry Research, vol. 57, no. 46, pp. 15690–15696, 2018.

R. Dugad, G. Radhakrishna, and A. Gandhi, “Morphological evaluation of ultralow density microcellular foamed composites developed through CO2-induced solid-state batch foaming technique utilizing water as co-blowing agent,” Cellular Polymers, vol. 39, no. 4, pp. 141–171, 2020.

Y. Zhang, J. Wang, J. Zhou, J. Sun, and Z. Jiao, “Multi‐modal cell structure formation of poly (lactic‐co‐glycolic acid)/superparamagnetic iron oxide nanoparticles composite scaffolds by supercritical CO2 varying‐temperature foaming,” Polymers for Advanced Technologies, vol. 33, no. 6, pp. 1906–1915, 2022.

P. Tiwary, C. B. Park, and M. Kontopoulou, “Transition from microcellular to nanocellular PLA foams by controlling viscosity, branching and crystallization,” European Polymer Journal, vol. 91, pp. 283–296, 2017.

M. Daryadel, T. Azdast, R. Hasanzadeh, and S. Molani, “Simultaneous decision analysis on the structural and mechanical properties of polymeric microcellular nanocomposites foamed using CO2,” Journal of Applied Polymer Science, vol. 135, no. 14, 2018, Art. no. 46098.

M. Dippold and H. Ruckdäschel, “Influence of pressure-induced temperature drop on the foaming behavior of amorphous polylactide (PLA) during autoclave foaming with supercritical CO2,” The Journal of Supercritical Fluids, vol. 190, 2022, Art. no. 105734.

J. M. Julien, J. C. Bénézet, E. Lafranche, J. C. Quantin, A. Bergeret, M. F. Lacrampe, and P. Krawczak, “Development of poly(lactic acid) cellular materials: Physical and morphological characterizations,” Polymer, vol. 53, no. 25, pp. 5885–5895, 2012.

T. Azdast and R. Hasanzadeh, “Increasing cell density/decreasing cell size to produce microcellular and nanocellular thermoplastic foams: A review,” Journal of Cellular Plastics, vol. 57, no. 5, pp. 769–797, 2021.

M. Nofar, Y. Guo, and C. B. Park, “Double crystal melting peak generation for expanded polypropylene bead foam manufacturing,” Industrial & Engineering Chemistry Research, vol. 52, no. 6, pp. 2297–2303, 2013.

Y. A. Yudanto, A. Petchsuk, and P. Opaprakasit, “Process optimization of pressure-induced autoclave foaming for PLA foams blown by supercritical CO2 using central composite design of response surface methodology,” presented at the 5th International Conference on Chemical Sciences, Yogyakarta, Indonesia, Aug. 8, 2023.

K. B. Venkatesan, S. S. Karkhanis, and L. M. Matuana, “Microcellular foaming of poly(lactic acid) branched with food-grade chain extenders,” Journal of Applied Polymer Science, vol. 138, no. 29, 2021, Art. no. 50686.

S. Ghanbar, O. Yousefzade, F. Hemmati, and H. Garmabi, “Microstructure and thermal stability of polypropylene/bagasse composite foams: Design of optimum void fraction using response surface methodology,” Journal of Thermoplastic Composite Materials, vol. 29, no. 6, pp. 799–816, 2016.

W. Zhai, Y. Ko, W. Zhu, A. Wong, and C. B. Park, “A study of the crystallization, melting, and foaming behaviors of polylactic acid in compressed CO2,” International Journal of Molecular Sciences, vol. 10, no. 12, pp. 5381– 5397, 2009.

X. Yang, W. Wang, L. Yan, Q. Zhang, and T. J. Lu, “Effect of pore morphology on cross-property link for close-celled metallic foams,” Journal of Physics D: Applied Physics, vol. 49, no. 50, 2016, Art. no. 505301.

N. Wang, X. Chen, E. Maire, P. H. Kamm, Y. Cheng, Y. Li, and F. García-Moreno, “Study on cell deformation of low porosity aluminum foams under quasi-static compression by x-ray tomography,” Advanced Engineering Materials, vol. 22, no. 10, 2020, Art. no. 2000264.

D. Yang, H. Wang, S. Guo, J. Chen, Y. Xu, D. Lei, J. Sun, L. Wang, J. Jiang, and A. Ma, “Coupling effect of porosity and cell size on the deformation behavior of Al alloy foam under quasi-static compression,” Materials, vol. 12, no. 6, p. 951, 2019.

K. Güzel, J. C. Zarges, and H. P. Heim, “Effect of cell morphology on flexural behavior of injection-molded microcellular polycarbonate,” Materials (Basel), vol. 15, no. 10, 2022, Art. no. 3634.

A. Prasetyaningrum, W. Widayat, B. Jos, R. Ratnawati, T. Riyanto, G. R. Prinanda, B. U. L. Monde, and E. E. Susanto, “Optimization of sequential microwave-ultrasonic-assisted extraction of flavonoid compounds from Moringa oleifera,” Trends in Sciences, vol. 20, no. 1, pp. 6401–6401, 2023.

S. Pumkrachang, K. Asawarungsaengkul, and P. Chutima, “Multi-objective optimization of UV spot curing technique of slider-suspension attachment process using response surface methodology approach,” Applied Science and Engineering Progress, vol. 15, no. 4, pp. 5512–5512, 2022.

O. Stamenković, M. Kostić, D. Radosavljević, and V. Veljković, “Comparison of box-behnken, face central composite and full factorial designs in optimization of hempseed oil extraction by n-hexane: A case study,” Periodica Polytechnica Chemical Engineering, vol. 62, no. 3, 2018, doi: 10.3311/PPch.11448.

A. Sundarsingh, G. V. S. BhagyaRaj, and K. K. Dash, “Modeling and optimization of osmotic dehydration of wax apple slices using adaptive neuro-fuzzy inference system,” Applied Food Research, vol. 3, no. 2, 2023, Art. no. 100316.

K. V. Udayakumar, P. M. Gore, and B. Kandasubramanian, “Foamed materials for oil-water separation,” Chemical Engineering Journal Advances, vol. 5, 2021, Art. no. 100076.

I. B. Djemaa, S. Auguste, W. Drenckhan-Andreatta, and S. Andrieux, “Hydrogel foams from liquid foam templates: Properties and optimisation,” Advances in Colloid and Interface Science, vol. 294, 2021, Art. no. 102478.

C. Hansen and A. Beerbower, The Kirk-Othmer Encyclopedia of Chemical Technology, A. Standen, Eds. New York: Interscience, 1971, Supplement Volume.

A. F. Barton, CRC Handbook of Solubility Parameters and other Cohesion Parameters. London, UK: Routledge, 2017.

A. Jarray, A. Feichtinger, and E. Scholten, “Linking intermolecular interactions and rheological behaviour in capillary suspensions,” Journal of Colloid and Interface Science, vol. 627, pp. 415–426, 2022.

M. M. Batista, R. Guirardello, and M. A. Krähenbühl, “Determination of the Hansen solubility parameters of vegetable oils, biodiesel, diesel, and biodiesel–diesel blends,” Journal of the American Oil Chemists' Society, vol. 92, no. 1, pp. 95–109, 2015.

J. Gardon and J. Teas, Characterization of Coatings: Physical Techniques. New York: Marcel Dekker, 1976.

A. Beerbower and J. Dickey, “Advanced methods for predicting elastomer/fluids interactions,” ASLE transactions, vol. 12, no. 1, pp. 1–20, 1969.

E. Meaurio, E. Sanchez-Rexach, E. Zuza, A. Lejardi, A. del Pilar Sanchez-Camargo, and J.-R. Sarasua, “Predicting miscibility in polymer blends using the Bagley plot: Blends with poly (ethylene oxide),” Polymer, vol. 113, pp. 295–309, 2017.

M. Udayakumar, M. Kollár, F. Kristály, M. Leskó, T. Szabó, K. Marossy, I. Tasnádi, and Z. Németh, “Temperature and time dependence of the solvent-induced crystallization of poly (l-lactide),” Polymers, vol. 12, no. 5, p. 1065, 2020.

J. R. Cerda, T. Arifi, S. Ayyoubi, P. Knief, M. P. Ballesteros, W. Keeble, E. Barbu, A. M. Healy, A. Lalatsa, and D. R. Serrano, “Personalised 3D printed medicines: Optimising material properties for successful passive diffusion loading of filaments for fused deposition modelling of solid dosage forms,” Pharmaceutics, vol. 12, no. 4, p. 345, 2020.

T. Karbowiak, F. Debeaufort, D. Champion, and A. Voilley, “Wetting properties at the surface of iota-carrageenan-based edible films,” Journal of Colloid and Interface Science, vol. 294, no. 2, pp. 400–410, 2006.

J. R. R. Smith, “A contribution of understanding the stability of commercial PLA films for food packaging and its surface modifications,” Ph.D. dissertation, Université Bourgogne Franche- Comté, Université d’Udine (Italie), 2017.

J. Khetan, M. Shahinuzzaman, S. Barua, and D. Barua, “Quantitative analysis of the correlation between cell size and cellular uptake of particles,” Biophysical Journal, vol. 116, no. 2, pp. 347–359, 2019.

E. Rostami-Tapeh-Esmaeil, A. Vahidifar, E. Esmizadeh, and D. Rodrigue, “Chemistry, processing, properties, and applications of rubber foams,” Polymers, vol. 13, no. 10, p. 1565, 2021.

N. AlQasas, A. Eskhan, and D. Johnson, “Hansen solubility parameters from surface measurements: A comparison of different methods,” Surfaces and Interfaces, vol. 36, 2023, Art. no. 102594.

Q. Zheng and C. Lü, “Size effects of surface roughness to superhydrophobicity,” Procedia IUtam, vol. 10, pp. 462–475, 2014.

M. M. Hassan, M. J. Le Guen, N. Tucker, and K. Parker, “Thermo-mechanical, morphological and water absorption properties of thermoplastic starch/cellulose composite foams reinforced with PLA,” Cellulose, vol. 26, pp. 4463–4478, 2019.