1
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Shahriari L, Kim S. Toward Circular Polymer Materials and Manufacturing: Dynamic Bonding Strategies for Upcycling Thermoplastics and Thermosets. Macromol Rapid Commun 2025:e2401011. [PMID: 40332098 DOI: 10.1002/marc.202401011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2024] [Revised: 03/28/2025] [Indexed: 05/08/2025]
Abstract
The global production of plastics has reached unprecedented levels, with <10% being recycled and even fewer recycled more than once. This lack of circularity poses critical environmental threats. However, upcycling-recycling materials while improving their properties and functionality-through dynamic bonding strategies offers a promising approach to enhancing polymer sustainability. Dynamic bonds enable polymeric structures to reconfigure under specific conditions, improving thermal, chemical, and mechanical resilience and controllability while facilitating recyclability. This review specifically takes the viewpoint of upcycling existing thermoplastics and thermosets to develop sustainable dynamic covalent networks (DCNs). Integrating these DCN upcycling strategies into the design of additive manufacturing (AM) feedstocks creates unique benefits compared to traditional polymer systems. This approach is briefly highlighted in extrusion-based and light-based AM, assessing the potential for improved material processability, recyclability, and the creation of high-value customized products. The combination of upcycling technologies and AM techniques presents a significant opportunity to advance sustainability in macromolecular science.
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Affiliation(s)
- Leila Shahriari
- Department of Chemical and Biological Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
| | - Sungjin Kim
- Department of Chemical and Biological Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
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2
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Wang P, Sun J, Liu M, Tang C, Yang Y, Ding G, Liu Q, Chen S. Multifunctional 3D-Printable Photocurable Elastomer with Self-Healing Capability Derived from Waste Cooking Oil. Molecules 2025; 30:1824. [PMID: 40333880 PMCID: PMC12029562 DOI: 10.3390/molecules30081824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2025] [Revised: 04/04/2025] [Accepted: 04/14/2025] [Indexed: 05/09/2025] Open
Abstract
This study presents a sustainable approach to transform waste cooking oil (WCO) into a multifunctional 3D-printable photocurable elastomer with integrated self-healing capabilities. A linear monomer, WCO-based methacrylate fatty acid ethyl ester (WMFAEE), was synthesized via a sequential strategy of transesterification, epoxidation, and ring-opening esterification. By copolymerizing WMFAEE with hydroxypropyl acrylate (HPA), a novel photocurable elastomer was developed, which could be amenable to molding using an LCD light-curing 3D printer. The resulting WMFAEE-HPA elastomer exhibits exceptional mechanical flexibility (elongation at break: 645.09%) and autonomous room-temperature self-healing properties, achieving 57.82% recovery of elongation after 24 h at 25 °C. Furthermore, the material demonstrates weldability (19.97% retained elongation after 12 h at 80 °C) and physical reprocessability (7.75% elongation retention after initial reprocessing). Additional functionalities include pressure-sensitive adhesion (interfacial toughness: 70.06 J/m2 on glass), thermally triggered shape memory behavior (fixed at -25 °C with reversible deformation/recovery at ambient conditions), and notable biodegradability (13.25% mass loss after 45-day soil burial). Molecular simulations reveal that the unique structure of the WMFAEE monomer enables a dual mechanism of autonomous self-healing at room temperature without external stimuli: chain diffusion and entanglement-driven gap closure, followed by hydrogen bond-mediated network reorganization. Furthermore, the synergy between monomer chain diffusion/entanglement and dynamic hydrogen bond reorganization allows the WMFAEE-HPA system to achieve a balance of multifunctional integration. Moreover, the integration of these multifunctional attributes highlights the potential of this WCO-derived photocurable elastomer for various possible 3D printing applications, such as flexible electronics, adaptive robotics, environmentally benign adhesives, and so on. It also establishes a paradigm for converting low-cost biowastes into high-performance smart materials through precision molecular engineering.
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Affiliation(s)
- Pengyu Wang
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Jiahui Sun
- School of Chemistry, South China Normal University, Guangzhou 510006, China;
| | - Mengyu Liu
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Chuanyang Tang
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Yang Yang
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Guanzhi Ding
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Qing Liu
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
| | - Shuoping Chen
- College of Materials Science and Engineering, Guilin University of Technology, Guilin 541004, China; (P.W.); (M.L.); (C.T.); (Y.Y.); (G.D.); (Q.L.)
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3
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Han S, Bobrin VA, Michelas M, Hawker CJ, Boyer C. Sustainable and Recyclable Acrylate Resins for Liquid-Crystal Display 3D Printing Based on Lipoic Acid. ACS Macro Lett 2024; 13:1495-1502. [PMID: 39446026 DOI: 10.1021/acsmacrolett.4c00600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
The development of renewable vinyl-based photopolymer resins offers a promising solution to reducing the environmental impact associated with 3D printed materials. This study introduces a bifunctional lipoate cross-linker containing a dynamic disulfide bond, which is combined with acrylic monomers (n-butyl acrylate) and conventional photoinitiators to develop photopolymer resins that are compatible with commercial stereolithography 3D printing. The incorporation of disulfide bonds within the polymer network's backbone imparts the 3D printed objects with self-healing capabilities and complete degradability. Remarkably, the degraded resin can be fully recycled and reused for high-resolution reprinting of complex structures while preserving mechanical properties that are comparable to the original material. This proof-of-concept study not only presents a sustainable strategy for advancing acrylate-based 3D printing materials, but also introduces a novel approach for fabricating fully recyclable 3D-printed structures. This method paves the way for reducing the environmental impact while enhancing material reusability, offering significant potential for the development of eco-friendly additive manufacturing.
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Affiliation(s)
- Shiwei Han
- Cluster for Advanced Macromolecular Design, School of Chemical Engineering, University of New South Wales, Sydney, NSW 2052, Australia
| | - Valentin A Bobrin
- Cluster for Advanced Macromolecular Design, School of Chemical Engineering, University of New South Wales, Sydney, NSW 2052, Australia
| | - Maxime Michelas
- Cluster for Advanced Macromolecular Design, School of Chemical Engineering, University of New South Wales, Sydney, NSW 2052, Australia
| | - Craig J Hawker
- Department of Chemistry & Biochemistry and Materials Department, University of California, Santa Barbara, California 93106, United States
| | - Cyrille Boyer
- Cluster for Advanced Macromolecular Design, School of Chemical Engineering, University of New South Wales, Sydney, NSW 2052, Australia
- Australian Centre for Nanomedicine, School of Chemical Engineering, University of New South Wales, Sydney, NSW 2052. Australia
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4
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Nam J, Kim M. Advances in materials and technologies for digital light processing 3D printing. NANO CONVERGENCE 2024; 11:45. [PMID: 39497012 PMCID: PMC11534933 DOI: 10.1186/s40580-024-00452-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2024] [Accepted: 10/22/2024] [Indexed: 11/06/2024]
Abstract
Digital light processing (DLP) is a projection-based vat photopolymerization 3D printing technique that attracts increasing attention due to its high resolution and accuracy. The projection-based layer-by-layer deposition in DLP uses precise light control to cure photopolymer resin quickly, providing a smooth surface finish due to the uniform layer curing process. Additionally, the extensive material selection in DLP 3D printing, notably including existing photopolymerizable materials, presents a significant advantage compared with other 3D printing techniques with limited material choices. Studies in DLP can be categorized into two main domains: material-level and system-level innovation. Regarding material-level innovations, the development of photocurable resins with tailored rheological, photocuring, mechanical, and functional properties is crucial for expanding the application prospects of DLP technology. In this review, we comprehensively review the state-of-the-art advancements in DLP 3D printing, focusing on material innovations centered on functional materials, particularly various smart materials for 4D printing, in addition to piezoelectric ceramics and their composites with their applications in DLP. Additionally, we discuss the development of recyclable DLP resins to promote sustainable manufacturing practices. The state-of-the-art system-level innovations are also delineated, including recent progress in multi-materials DLP, grayscale DLP, AI-assisted DLP, and other related developments. We also highlight the current challenges and propose potential directions for future development. Exciting areas such as the creation of photocurable materials with stimuli-responsive functionality, ceramic DLP, recyclable DLP, and AI-enhanced DLP are still in their nascent stages. By exploring concepts like AI-assisted DLP recycling technology, the integration of these aspects can unlock significant opportunities for applications driven by DLP technology. Through this review, we aim to stimulate further interest and encourage active collaborations in advancing DLP resin materials and systems, fostering innovations in this dynamic field.
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Affiliation(s)
- Jisoo Nam
- Department of Advanced Materials Science and Engineering, Sungkyunkwan University (SKKU), Suwon, 16419, Republic of Korea
| | - Miso Kim
- Department of Advanced Materials Science and Engineering, Sungkyunkwan University (SKKU), Suwon, 16419, Republic of Korea.
- SKKU Institute of Energy Science and Technology (SIEST), Sungkyunkwan University (SKKU), Suwon, 16419, South Korea.
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5
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Böcherer D, Montazeri R, Li Y, Tisato S, Hambitzer L, Helmer D. Decolorization of Lignin for High-Resolution 3D Printing of High Lignin-Content Composites. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2406311. [PMID: 39136053 PMCID: PMC11497040 DOI: 10.1002/advs.202406311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 08/01/2024] [Indexed: 10/25/2024]
Abstract
Lignin, one of the most abundant biomaterials and a large-scale industrial waste product, is a promising filler for polymers as it reduces the amount of fossil resources and is readily available. 3D printing is well-known for producing detailed polymer structures in small sizes at low waste production. Especially light-assisted 3D printing is a powerful technique for production of high-resolution structures. However, lignin acts as a very efficient absorber for UV and visible light limiting the printability of lignin composites, reducing its potential as a high-volume filler. In this work, the decolorization of lignin is presented for high-resolution 3D printing of biocomposites with lignin content up to 40 wt.%. Organosolv lignin (OSL) is decolorized by an optimized low-energy process of acetylation and subsequent UV irradiation reducing the UV absorbance by 71%. By integration of decolorized lignin into bio-based tetrahydrofurfuryl acrylate (THFA), a lignin content of 40 wt.% and a resolution of 250 µm is achieved. Due to the reinforcing properties of lignin, the stiffness and strength of the material is increased by factors of 15 and 2.3, respectively. This work paves the way for the re-use of a large amount of lignin waste for 3D printing of tough materials at high resolution.
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Affiliation(s)
- David Böcherer
- Department of Microsystems EngineeringUniversity of Freiburg79110FreiburgGermany
| | - Ramin Montazeri
- Department of Microsystems EngineeringUniversity of Freiburg79110FreiburgGermany
| | - Yuanyuan Li
- Department of Microsystems EngineeringUniversity of Freiburg79110FreiburgGermany
| | - Silvio Tisato
- Freiburg Materials Research Center (FMF)University of Freiburg79104FreiburgGermany
| | - Leonhard Hambitzer
- Department of Microsystems EngineeringUniversity of Freiburg79110FreiburgGermany
| | - Dorothea Helmer
- Department of Microsystems EngineeringUniversity of Freiburg79110FreiburgGermany
- Freiburg Materials Research Center (FMF)University of Freiburg79104FreiburgGermany
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6
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Risangud N, Mama J, Sungkhaphan P, Pananusorn P, Termkunanon O, Arkana MS, Sripraphot S, Lertwimol T, Thongkham S. Synthesis and Characterization of Furan-Based Methacrylate Oligomers Containing the Imine Functional Group for Stereolithography. ACS OMEGA 2024; 9:30771-30781. [PMID: 39035923 PMCID: PMC11256344 DOI: 10.1021/acsomega.4c03274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 06/25/2024] [Accepted: 06/27/2024] [Indexed: 07/23/2024]
Abstract
Herein, a furan-based methacrylate oligomer (FBMO) featuring imine functional groups was synthesized for application in stereolithography. The preparation involved the imination reaction of 5-hydroxymethylfurfural (5-HMF) and amino ethanol. Utilizing 5-HMF as a sustainable building block for furan-based polymers, FBMO was formulated and subsequently integrated into photosensitive resin formulations along with methacrylate-containing diluents, such as PEGDMA and TEGDMA. The synthesized furan-based methacrylate oligomers underwent comprehensive characterization using FTIR, 1H NMR spectroscopy, and size exclusion chromatography. The impact of methacrylate-containing diluents on various properties of the formulated resins and the resulting 3D-printed specimens was systematically evaluated. This assessment included an analysis of rheological behavior, printing fidelity, mechanical properties, thermal stability, surface morphology, and cytotoxicity. By adjusting the ratios of FBMO to methacrylate-containing diluents within the range of 50:50 to 90:10, the viscosity of the resulting resins was controlled to fall within 0.04 to 0.28 Pa s at a shear rate of 10 s-1. The 3D-printed specimens exhibited precise conformity to the computer-aided design (CAD) model and demonstrated compressive moduli ranging from 0.53 ± 0.04 to 144 ± 6.70 MPa, dependent on the resin formulation and internal structure. Furthermore, cytotoxicity assessments revealed that the 3D-printed specimens were noncytotoxic to porcine chondrocytes. In conclusion, we introduce a new strategy to prepare the furan-based methacrylate oligomer (FBMO) and 3D-printed specimens with adjustable properties using stereolithography, which can be further utilized for appropriate applications.
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Affiliation(s)
- Nuttapol Risangud
- National
Metal and Materials Technology Center, National
Science and Technology Development Agency, 111 Thailand Science Park, Phahonyothin Road, Klong Luang, Pathum Thani 12120, Thailand
- Petroleum
and Petrochemical College, Chulalongkorn
University, Bangkok 10330, Thailand
| | - Jittima Mama
- National
Nanotechnology Center, National Science
and Technology Development Agency, 111 Thailand Science Park, Paholyothin Road, Klong
1, Klong Luang, Pathumthani 12120, Thailand
| | - Piyarat Sungkhaphan
- National
Metal and Materials Technology Center, National
Science and Technology Development Agency, 111 Thailand Science Park, Phahonyothin Road, Klong Luang, Pathum Thani 12120, Thailand
| | - Puttipong Pananusorn
- Department
of Materials Science and Engineering, School of Molecular Science
and Engineering, Vidyasirimedhi Institute
of Science and Technology (VISTEC), Wangchan, Rayong 21210, Thailand
| | - Orawan Termkunanon
- National
Nanotechnology Center, National Science
and Technology Development Agency, 111 Thailand Science Park, Paholyothin Road, Klong
1, Klong Luang, Pathumthani 12120, Thailand
| | | | - Supang Sripraphot
- National
Nanotechnology Center, National Science
and Technology Development Agency, 111 Thailand Science Park, Paholyothin Road, Klong
1, Klong Luang, Pathumthani 12120, Thailand
| | - Tareerat Lertwimol
- National
Metal and Materials Technology Center, National
Science and Technology Development Agency, 111 Thailand Science Park, Phahonyothin Road, Klong Luang, Pathum Thani 12120, Thailand
| | - Somprasong Thongkham
- National
Nanotechnology Center, National Science
and Technology Development Agency, 111 Thailand Science Park, Paholyothin Road, Klong
1, Klong Luang, Pathumthani 12120, Thailand
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7
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Jašek V, Fučík J, Melčová V, Přikryl R, Figalla S. Improvements in the Production of Isosorbide Monomethacrylate Using a Biobased Catalyst and Liquid-Liquid Extraction Isolation for Modifications of Oil-Based Resins. ACS OMEGA 2024; 9:24728-24738. [PMID: 38882143 PMCID: PMC11171093 DOI: 10.1021/acsomega.4c01275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2024] [Revised: 05/15/2024] [Accepted: 05/22/2024] [Indexed: 06/18/2024]
Abstract
The improved production of a polar curable monomer, isosorbide monomethacrylate (MISD), with methacrylic anhydride (MAAH) as an acyl donor, was performed. A sustainable and cheap catalyst, potassium acetate (CH3COOK), was used for a solvent-free synthesis, requiring only the equimolar amount of reagents (no excess). The production included the quantitative separation of the secondary product, methacrylic acid (MAA), preventing the reaction batch from the purification process (neutralization of MAA), and gaining a usable reagent. The synthesis resulted in a sufficient yield of MISD (61.8%) obtained by the liquid-liquid extraction process (LLE), which is a significant improvement in the process, avoiding the flash chromatography step in the isolation of MISD. The purity of synthesized and isolated MISD via the LLE was confirmed by 1H NMR, MS, and FTIR analyses. The thermal analyses, namely, DSC and TGA, were used to characterize the curability and thermal stability of MISD. The activation energy of MISD's curing was calculated (E a = 94.6 kJ/mol) along with the heat-resistant index (T s = 136.8). The polar character of isosorbide monomethacrylate was investigated in a mixture with epoxidized acrylated soybean oil (EASO). It was found that MISD is entirely soluble in EASO and can modify the rheological behavior and surface energy of EASO-based resins. The apparent viscosity of EASO at 30 °C (ηapp = 3413 mPa·s) decreased with the 50% content of MISD significantly (ηapp = 500 mPa·s), and the free surface energy value of EASO (γS = 42.2 mJ/m2) also increased with the 50% content of MISD (γS = 48.7 mJ/m2). The produced MISD can be successfully used as a diluent and the polarity modifier of curable oil-based resins.
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Affiliation(s)
- Vojtěch Jašek
- Institute of Materials Chemistry, Faculty of Chemistry, Brno University of Technology, Brno 61200, Czech Republic
| | - Jan Fučík
- Institute of Environmental Chemistry, Faculty of Chemistry, Brno University of Technology, Brno 61200, Czech Republic
| | - Veronika Melčová
- Institute of Materials Chemistry, Faculty of Chemistry, Brno University of Technology, Brno 61200, Czech Republic
| | - Radek Přikryl
- Institute of Materials Chemistry, Faculty of Chemistry, Brno University of Technology, Brno 61200, Czech Republic
| | - Silvestr Figalla
- Institute of Materials Chemistry, Faculty of Chemistry, Brno University of Technology, Brno 61200, Czech Republic
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8
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Pruksawan S, Chong YT, Zen W, Loh TJE, Wang F. Sustainable Vat Photopolymerization-Based 3D-Printing through Dynamic Covalent Network Photopolymers. Chem Asian J 2024; 19:e202400183. [PMID: 38509002 DOI: 10.1002/asia.202400183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 03/19/2024] [Accepted: 03/20/2024] [Indexed: 03/22/2024]
Abstract
Vat photopolymerization (VPP) based three-dimensional (3D) printing, including stereolithography (SLA) and digital light projection (DLP), is known for producing intricate, high-precision prototypes with superior mechanical properties. However, the challenge lies in the non-recyclability of covalently crosslinked thermosets used in these printing processes, limiting the sustainable utilization of printed prototypes. This review paper examines the recently explored avenue of VPP 3D-printed dynamic covalent network (DCN) polymers, which enable reversible crosslinks and allow for the reprocessing of printed prototypes, promoting sustainability. These reversible crosslinks facilitate the rearrangement of crosslinked polymers, providing printed polymers with chemical/physical recyclability, self-healing capabilities, and degradability. While various mechanisms for DCN polymer systems are explored, this paper focuses solely on photocurable polymers to highlight their potential to revolutionize the sustainability of VPP 3D printing.
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Affiliation(s)
- Sirawit Pruksawan
- Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore
| | - Yi Ting Chong
- Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore
| | - Wylma Zen
- Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore
- College of Design and Engineering, National University of Singapore (NUS), 4 Engineering Drive 3, Singapore, 117583, Republic of Singapore
| | - Terence Jun En Loh
- Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore
- Nanyang Polytechnic, 180 Ang Mo Kio Avenue 8, Singapore, 569830, Republic of Singapore
| | - FuKe Wang
- Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore
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9
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Kolibaba TJ, Killgore JP, Caplins BW, Higgins CI, Arp U, Miller CC, Poster DL, Zong Y, Broce S, Wang T, Talačka V, Andersson J, Davenport A, Panzer MA, Tumbleston JR, Gonzalez JM, Huffstetler J, Lund BR, Billerbeck K, Clay AM, Fratarcangeli MR, Qi HJ, Porcincula DH, Bezek LB, Kikuta K, Pearlson MN, Walker DA, Long CJ, Hasa E, Aguirre-Soto A, Celis-Guzman A, Backman DE, Sridhar RL, Cavicchi KA, Viereckl RJ, Tong E, Hansen CJ, Shah DM, Kinane C, Pena-Francesch A, Antonini C, Chaudhary R, Muraca G, Bensouda Y, Zhang Y, Zhao X. Results of an interlaboratory study on the working curve in vat photopolymerization. ADDITIVE MANUFACTURING 2024; 84:10.1016/j.addma.2024.104082. [PMID: 38567361 PMCID: PMC10986335 DOI: 10.1016/j.addma.2024.104082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
The working curve informs resin properties and print parameters for stereolithography, digital light processing, and other photopolymer additive manufacturing (PAM) technologies. First demonstrated in 1992, the working curve measurement of cure depth vs radiant exposure of light is now a foundational measurement in the field of PAM. Despite its widespread use in industry and academia, there is no formal method or procedure for performing the working curve measurement, raising questions about the utility of reported working curve parameters. Here, an interlaboratory study (ILS) is described in which 24 individual laboratories performed a working curve measurement on an aliquot from a single batch of PAM resin. The ILS reveals that there is enormous scatter in the working curve data and the key fit parameters derived from it. The measured depth of light penetration Dp varied by as much as 7x between participants, while the critical radiant exposure for gelation Ec varied by as much as 70x. This significant scatter is attributed to a lack of common procedure, variation in light engines, epistemic uncertainties from the Jacobs equation, and the use of measurement tools with insufficient precision. The ILS findings highlight an urgent need for procedural standardization and better hardware characterization in this rapidly growing field.
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Affiliation(s)
- Thomas J. Kolibaba
- Applied Chemicals and Materials Division, National Institute of Standards and Technology, 325 Broadway, Boulder, CO 80305, USA
| | - Jason P. Killgore
- Applied Chemicals and Materials Division, National Institute of Standards and Technology, 325 Broadway, Boulder, CO 80305, USA
| | - Benjamin W. Caplins
- Applied Chemicals and Materials Division, National Institute of Standards and Technology, 325 Broadway, Boulder, CO 80305, USA
| | - Callie I. Higgins
- Applied Chemicals and Materials Division, National Institute of Standards and Technology, 325 Broadway, Boulder, CO 80305, USA
| | - Uwe Arp
- Sensor Science Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - C. Cameron Miller
- Sensor Science Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Dianne L. Poster
- Material Measurement Laboratory, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Yuqin Zong
- Sensor Science Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Scott Broce
- 3D Systems, 26600 SW Parkway Ave #300, Wilsonville, OR 97070, USA
| | - Tong Wang
- Allnex USA Inc., 9005 Westside Parkway, Alpharetta, GA 30009, USA
| | | | | | - Amelia Davenport
- Arkema, Inc., 1880 S. Flatirons Ct. Suite J, Boulder, CO 80301, USA
| | | | | | | | | | - Benjamin R. Lund
- Desktop Metal, 1122 Alma Rd. Ste. 100, Richardson, TX 75081, USA
| | - Kai Billerbeck
- DMG Digital Enterprises SE, Elbgaustraße 248, Hamburg 22547, Germany
| | - Anthony M. Clay
- DEVCOM-Army Research Laboratory, FCDD-RLW-M, Manufacturing Science and Technology Branch, 6300 Roadman Road, Aberdeen Proving Ground, MD 21005, USA
| | - Marcus R. Fratarcangeli
- School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Dr, Atlanta, GA 30332, USA
| | - H. Jerry Qi
- School of Mechanical Engineering, Georgia Institute of Technology, 801 Ferst Dr, Atlanta, GA 30332, USA
| | | | - Lindsey B. Bezek
- Los Alamos National Laboratory, PO Box 1663, Los Alamos, NM 87545, USA
| | - Kenji Kikuta
- Osaka Organic Chemical Industry, Ltd., 1-7-2, Nihonbashi Honcho, Chuo, Tokyo 103-0023, Japan
| | | | | | - Corey J. Long
- Sartomer, 502 Thomas Jones Way, Exton, PA 19341, USA
| | - Erion Hasa
- Stratasys, Inc., 1122 Saint Charles St, Elgin, IL 60120, USA
| | - Alan Aguirre-Soto
- School of Engineering and Science, Tecnologico de Monterrey, Colonia Tecnológico, Avenida Eugenio Garza Sada 2501 Sur, Monterrey, Nuevo León 64849, Mexico
| | - Angel Celis-Guzman
- School of Engineering and Science, Tecnologico de Monterrey, Colonia Tecnológico, Avenida Eugenio Garza Sada 2501 Sur, Monterrey, Nuevo León 64849, Mexico
| | - Daniel E. Backman
- Lung Biotechnology, PBC., 1000 Sprint Street, Silver Spring, MD 20910, USA
| | | | - Kevin A. Cavicchi
- School of Polymer Science and Polymer Engineering, University of Akron., 250 S Forge St, Akron, OH 44325, USA
| | - RJ Viereckl
- School of Polymer Science and Polymer Engineering, University of Akron., 250 S Forge St, Akron, OH 44325, USA
| | - Elliott Tong
- School of Polymer Science and Polymer Engineering, University of Akron., 250 S Forge St, Akron, OH 44325, USA
| | - Christopher J. Hansen
- Department of Mechanical & Industrial Engineering, University of Massachusetts, Lowell, 1 University Ave, Lowell, MA 01854, USA
| | - Darshil M. Shah
- Department of Mechanical & Industrial Engineering, University of Massachusetts, Lowell, 1 University Ave, Lowell, MA 01854, USA
| | - Cecelia Kinane
- Department of Materials Science and Engineering, University of Michigan, 2800 Plymouth Rd, Ann Arbor, MI 48109, USA
| | - Abdon Pena-Francesch
- Department of Materials Science and Engineering, University of Michigan, 2800 Plymouth Rd, Ann Arbor, MI 48109, USA
| | - Carlo Antonini
- Department of Materials Science, University of Milano-Bicocca, Via R. Cozzi 55, Milan 20125, Italy
| | - Rajat Chaudhary
- Department of Materials Science, University of Milano-Bicocca, Via R. Cozzi 55, Milan 20125, Italy
| | - Gabriele Muraca
- Department of Materials Science, University of Milano-Bicocca, Via R. Cozzi 55, Milan 20125, Italy
| | - Yousra Bensouda
- Department of Mechanical Engineering & Materials Science, University of Pittsburgh, 3700O′Hara Street, Pittsburgh, PA 15261, USA
| | - Yue Zhang
- Department of Mechanical Engineering & Materials Science, University of Pittsburgh, 3700O′Hara Street, Pittsburgh, PA 15261, USA
| | - Xiayun Zhao
- Department of Mechanical Engineering & Materials Science, University of Pittsburgh, 3700O′Hara Street, Pittsburgh, PA 15261, USA
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