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Choi S, Park D, Lee S, Song M, Kim N. Prediction Model for Flake Line Defects in Metallic Injection Molding: Considering Skin-Core Velocity and Alignment. Polymers (Basel) 2025; 17:245. [PMID: 39861317 PMCID: PMC11768285 DOI: 10.3390/polym17020245] [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: 12/24/2024] [Revised: 01/14/2025] [Accepted: 01/15/2025] [Indexed: 01/27/2025] Open
Abstract
Metallic injection molding combines aluminum flake metallic pigments with polymers to directly produce components with metallic luster, improving production efficiency and reducing environmental impact. However, flake line defects that occur in regions where ribs or flow paths intersect remain a significant challenge. This study proposes a velocity model that considers the flow characteristics between the surface and core layers and an alignment model that incorporates the orientation of aluminum flakes to predict appearance defects. Through this approach, the mechanisms of appearance defect formation were systematized, and the appearance defects caused by flow velocity differences between the surface and core layers, flake alignment uniformity, and reflection angles were visualized. Both prediction models demonstrated a 50% prediction accuracy, successfully identifying two out of four observed defects. This research addresses the limitations of previous prediction methods, which only considered the surface layer, by introducing a novel approach that accounts for the core layer. It is expected to contribute to reducing defects and improving quality in industries requiring high-quality metallic appearances.
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Affiliation(s)
- Seungkwon Choi
- Department of Mechanical Engineering, Sogang University, Seoul 04107, Republic of Korea; (S.C.); (D.P.); (S.L.)
| | - Donghwi Park
- Department of Mechanical Engineering, Sogang University, Seoul 04107, Republic of Korea; (S.C.); (D.P.); (S.L.)
| | - Seungcheol Lee
- Department of Mechanical Engineering, Sogang University, Seoul 04107, Republic of Korea; (S.C.); (D.P.); (S.L.)
| | - Minho Song
- Manufacturing Solution Division, Hyundai Motor Company, Uiwang-si 16082, Republic of Korea;
| | - Naksoo Kim
- Department of Mechanical Engineering, Sogang University, Seoul 04107, Republic of Korea; (S.C.); (D.P.); (S.L.)
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2
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Mehta A, Schneider M. A maximum-entropy length-orientation closure for short-fiber reinforced composites. COMPUTATIONAL MECHANICS 2024; 74:615-640. [PMID: 39659989 PMCID: PMC11628595 DOI: 10.1007/s00466-024-02447-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 01/19/2024] [Indexed: 12/12/2024]
Abstract
We describe an algorithm for generating fiber-filled volume elements for use in computational homogenization schemes which accounts for a coupling of the fiber-length and the fiber-orientation. For prescribed fiber-length distribution and fiber-orientation tensor of second order, a maximum-entropy estimate is used to produce a fiber-length-orientation distribution which mimics real injection molded specimens, where longer fibers show a stronger alignment than shorter fibers. We derive the length-orientation closure from scratch, discuss its integration into the sequential addition and migration algorithm for generating fiber-filled microstructures for industrial volume fractions and investigate the resulting effective elastic properties. We demonstrate that accounting for the length-orientation coupling permits to match the measured Young's moduli in principal fiber direction and transverse to it more accurately than for closure approximations ignoring the length-orientation coupling.
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Affiliation(s)
- Alok Mehta
- Institute of Engineering Mathematics, University of Duisburg-Essen, Essen, Germany
| | - Matti Schneider
- Institute of Engineering Mathematics, University of Duisburg-Essen, Essen, Germany
- Fraunhofer Institute for Industrial Mathematics ITWM, Kaiserslautern, Germany
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3
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Verstraete S, Buffel B, Madhav D, Debruyne S, Desplentere F. Short Flax Fibres and Shives as Reinforcements in Bio Composites: A Numerical and Experimental Study on the Mechanical Properties. Polymers (Basel) 2023; 15:polym15102239. [PMID: 37242818 DOI: 10.3390/polym15102239] [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: 02/10/2023] [Revised: 05/04/2023] [Accepted: 05/06/2023] [Indexed: 05/28/2023] Open
Abstract
The complete flax stem, which contains shives and technical fibres, has the potential to reduce the cost, energy consumption and environmental impacts of the composite production process if used directly as reinforcement in a polymer matrix. Earlier studies have utilised flax stem as reinforcement in non-bio-based and non-biodegradable matrices not completely exploiting the bio-sourced and biodegradable nature of flax. We investigated the potential of using flax stem as reinforcement in a polylactic acid (PLA) matrix to produce a lightweight, fully bio-based composite with improved mechanical properties. Furthermore, we developed a mathematical approach to predict the material stiffness of the full composite part produced by the injection moulding process, considering a three-phase micromechanical model, where the effects of local orientations are accounted. Injection moulded plates with a flax content of up to 20 V% were fabricated to study the effect of flax shives and full straw flax on the mechanical properties of the material. A 62% increase in longitudinal stiffness was obtained, resulting in a 10% higher specific stiffness, compared to a short glass fibre-reinforced reference composite. Moreover, the anisotropy ratio of the flax-reinforced composite was 21% lower, compared to the short glass fibre material. This lower anisotropy ratio is attributed to the presence of the flax shives. Considering the fibre orientation in the injection moulded plates predicted with Moldflow simulations, a high agreement between experimental and predicted stiffness data was obtained. The use of flax stems as polymer reinforcement provides an alternative to the use of short technical fibres that require intensive extraction and purification steps and are known to be cumbersome to feed to the compounder.
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Affiliation(s)
- Sofie Verstraete
- Research Group ProPoliS, Department of Materials Engineering, KU Leuven Campus Bruges, Spoorwegstraat 12, 8200 Bruges, Belgium
| | - Bart Buffel
- Research Group ProPoliS, Department of Materials Engineering, KU Leuven Campus Bruges, Spoorwegstraat 12, 8200 Bruges, Belgium
| | - Dharmjeet Madhav
- Surface and Interface Engineered Materials, Department of Materials Engineering, KU Leuven Campus Bruges, Spoorwegstraat 12, 8200 Bruges, Belgium
| | - Stijn Debruyne
- Research Group M-Group, Department of Mechanical Engineering, KU Leuven Campus Bruges, Spoorwegstraat 12, 8200 Bruges, Belgium
| | - Frederik Desplentere
- Research Group ProPoliS, Department of Materials Engineering, KU Leuven Campus Bruges, Spoorwegstraat 12, 8200 Bruges, Belgium
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4
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Do NBD, Imenes K, Aasmundtveit KE, Nguyen HV, Andreassen E. Thermal Conductivity and Mechanical Properties of Polymer Composites with Hexagonal Boron Nitride-A Comparison of Three Processing Methods: Injection Moulding, Powder Bed Fusion and Casting. Polymers (Basel) 2023; 15:polym15061552. [PMID: 36987332 PMCID: PMC10053309 DOI: 10.3390/polym15061552] [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: 12/18/2022] [Revised: 03/16/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023] Open
Abstract
Materials providing heat dissipation and electrical insulation are required for many electronic and medical devices. Polymer composites with hexagonal boron nitride (hBN) may fulfil such requirements. The focus of this study is to compare composites with hBN fabricated by injection moulding (IM), powder bed fusion (PBF) and casting. The specimens were characterised by measuring thermal conductivity, tensile properties, hardness and hBN particle orientation. A thermoplastic polyurethane (TPU) was selected as the matrix for IM and PBF, and an epoxy was the matrix for casting. The maximum filler weight fractions were 65%, 55% and 40% for IM, casting and PBF, respectively. The highest thermal conductivity (2.1 W/m∙K) was measured for an IM specimen with 65 wt% hBN. However, cast specimens had the highest thermal conductivity for a given hBN fraction. The orientation of hBN platelets in the specimens was characterised by X-ray diffraction and compared with numerical simulations. The measured thermal conductivities were discussed by comparing them with four models from the literature (the effective medium approximation model, the Ordóñez-Miranda model, the Sun model, and the Lewis-Nielsen model). These models predicted quite different thermal conductivities vs. filler fraction. Adding hBN increased the hardness and tensile modulus, and the tensile strength at high hBN fractions. The strength had a minimum as the function of filler fraction, while the strain at break decreased. These trends can be explained by two mechanisms which occur when adding hBN: reinforcement and embrittlement.
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Affiliation(s)
- Nu Bich Duyen Do
- Department of Microsystems, University of South-Eastern Norway, 3184 Borre, Norway
| | - Kristin Imenes
- Department of Microsystems, University of South-Eastern Norway, 3184 Borre, Norway
| | - Knut E Aasmundtveit
- Department of Microsystems, University of South-Eastern Norway, 3184 Borre, Norway
| | - Hoang-Vu Nguyen
- Department of Microsystems, University of South-Eastern Norway, 3184 Borre, Norway
| | - Erik Andreassen
- Department of Microsystems, University of South-Eastern Norway, 3184 Borre, Norway
- SINTEF Industry, 0373 Oslo, Norway
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5
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Optimization of Fiber Factors on Flexural Properties for Carbon Fiber Reinforced Polypropylene. JOURNAL OF COMPOSITES SCIENCE 2022. [DOI: 10.3390/jcs6060160] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Fiber factor strongly influences the flexural properties of fiber-reinforced composites. Theoretically, strong fiber-matrix bonds combined with long fibers can produce high composite strength, while short fibers influence the ductility of the composite. Both conditions are obtained by aligning the fiber with the loading direction. In this study, an experimental study was conducted on the effect of fiber factors on the flexural strength and modulus of carbon fiber reinforced polypropylene. The fiber factors included in this study were: cryogenic fiber surface treatment, fiber length, and fiber orientation; each factor was divided into three levels. The relationship between the fiber factors and the responses was analyzed using the Response Surface Method (RSM) and Analysis of Variance (ANOVA). The results indicate that there is a good correlation between the predicted response values of the model and the results of the confirmation test. The fiber orientation has the most significant effect on the flexural strength of the composite. All fiber factors significantly affected flexural modulus, with fiber orientation as the most significant factor.
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6
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Numerical simulation of plate-like particle orientation in injection molding. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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7
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The Impact of Fiber Orientation on Structural Dynamics of Short-Fiber Reinforced, Thermoplastic Components—A Comparison of Simulative and Experimental Investigations. JOURNAL OF COMPOSITES SCIENCE 2022. [DOI: 10.3390/jcs6040106] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
The quality of the fiber orientation of injection molding simulations and the transferred fiber orientation content, due to the process–structure coupling, influence the material modeling and thus the prediction of subsequently performed structural dynamics simulations of short-fiber reinforced, thermoplastic components. Existing investigations assume a reliable prediction of the fiber orientation in the injection molding simulation. The influence of the fiber orientation models and used boundary conditions of the process–structure coupling is mainly not investigated. In this research, the influence of the fiber orientation from injection molding simulations on the resulting structural dynamics simulation of short-fiber reinforced thermoplastic components is investigated. The Advani–Tucker Equation with phenomenological coefficient tensor is used in a 3- and 2.5-dimensional modeling approach for calculating the fiber orientation. The prediction quality of the simulative fiber orientations is evaluated in comparison to experiments. Depending on the material modeling and validation level, the prediction of the simulated fiber orientation differs in the range between 7.3 and 347.2% averaged deviation significantly. Furthermore, depending on the process–structure coupling and the number of layers over the thickness of the model, the Kullback–Leibner divergence differs in a range between 0.1 and 4.9%. In this context, more layers lead to higher fiber orientation content in the model and improved prediction of the structural dynamics simulation. This is significant for local and slightly for global structural dynamics phenomena regarding the mode shapes and frequency response behavior of simulative and experimental investigations. The investigations prove that the influence of the fiber orientation on the structural dynamics simulation is lower than the influence of the material modeling. With a relative average deviation of 2.8% in the frequency and 38.0% in the amplitude of the frequency response function, it can be proven that high deviations between experimental and simulative fiber orientations can lead to a sufficient prediction of the structural dynamics simulation.
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Gowda VK, Rosén T, Roth SV, Söderberg LD, Lundell F. Nanofibril Alignment during Assembly Revealed by an X-ray Scattering-Based Digital Twin. ACS NANO 2022; 16:2120-2132. [PMID: 35104107 PMCID: PMC8867913 DOI: 10.1021/acsnano.1c07769] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Accepted: 01/27/2022] [Indexed: 05/11/2023]
Abstract
The nanostructure, primarily particle orientation, controls mechanical and functional (e.g., mouthfeel, cell compatibility, optical, morphing) properties when macroscopic materials are assembled from nanofibrils. Understanding and controlling the nanostructure is therefore an important key for the continued development of nanotechnology. We merge recent developments in the assembly of biological nanofibrils, X-ray diffraction orientation measurements, and computational fluid dynamics of complex flows. The result is a digital twin, which reveals the complete particle orientation in complex and transient flow situations, in particular the local alignment and spatial variation of the orientation distributions of different length fractions, both along the process and over a specific cross section. The methodology forms a necessary foundation for analysis and optimization of assembly involving anisotropic particles. Furthermore, it provides a bridge between advanced in operandi measurements of nanostructures and phenomena such as transitions between liquid crystal states and in silico studies of particle interactions and agglomeration.
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Affiliation(s)
- V. Krishne Gowda
- Department
of Engineering Mechanics, Royal Institute
of Technology, 100 44 Stockholm, Sweden
- FLOW, Royal Institute of Technology, 100 44 Stockholm, Sweden
| | - Tomas Rosén
- Treesearch, Royal
Institute of Technology, 100 44 Stockholm, Sweden
- Wallenberg
Wood Science Center, Royal Institute of
Technology, 100 44 Stockholm, Sweden
- Department
of Fibre and Polymer Technology, Royal Institute
of Technology, 100 44 Stockholm, Sweden
| | - Stephan V. Roth
- Treesearch, Royal
Institute of Technology, 100 44 Stockholm, Sweden
- Wallenberg
Wood Science Center, Royal Institute of
Technology, 100 44 Stockholm, Sweden
- Department
of Fibre and Polymer Technology, Royal Institute
of Technology, 100 44 Stockholm, Sweden
- Deutches
Elektronen-Synchrotron DESY, 22607 Hamburg, Germany
| | - L. Daniel Söderberg
- FLOW, Royal Institute of Technology, 100 44 Stockholm, Sweden
- Treesearch, Royal
Institute of Technology, 100 44 Stockholm, Sweden
- Wallenberg
Wood Science Center, Royal Institute of
Technology, 100 44 Stockholm, Sweden
- Department
of Fibre and Polymer Technology, Royal Institute
of Technology, 100 44 Stockholm, Sweden
| | - Fredrik Lundell
- Department
of Engineering Mechanics, Royal Institute
of Technology, 100 44 Stockholm, Sweden
- FLOW, Royal Institute of Technology, 100 44 Stockholm, Sweden
- Wallenberg
Wood Science Center, Royal Institute of
Technology, 100 44 Stockholm, Sweden
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Żurawik R, Volke J, Zarges JC, Heim HP. Comparison of Real and Simulated Fiber Orientations in Injection Molded Short Glass Fiber Reinforced Polyamide by X-ray Microtomography. Polymers (Basel) 2021; 14:polym14010029. [PMID: 35012048 PMCID: PMC8747078 DOI: 10.3390/polym14010029] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 12/16/2021] [Accepted: 12/20/2021] [Indexed: 11/16/2022] Open
Abstract
During injection molding of short glass fiber reinforced composites, a complex structure is formed due to the fiber movement. The resulting fiber orientation can be predicted using various simulation models. However, the models are known to have inadequacies andthe influence of process and model parameters is not clearly and comprehensively described. In this study, the aforementioned model and process parameters are investigated to determine the dependencies of the individual influences on the real and simulated fiber orientation. For this purpose, specimens are injection molded at different process parameters. Representative regions of the specimens are measured using X-ray microtomography and dynamic image analysis to determine the geometric properties of the fibers as well as their orientations. Furthermore, simulations are performed with the simulation software Moldflow® using different mesh types and densities as well as varying parameters of the MRD model to represent the real fiber orientations. The results show that different orientation areas arise in the samples, which cannot be represented with a simulation varying only one parameter. Several simulations must be carried out in order to represent flow regions occurring in the specimen as realistically as possible.
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10
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Abstract
The mechanical performance of fiber reinforced polymers is dependent on the process-induced fiber orientation. In this work, we focus on the prediction of the fiber orientation in an injection-molded short fiber reinforced thermoplastic part using an original multi-scale modeling approach. A particle-based model developed for shear flows is extended to elongational flows. This mechanistic model for elongational flows is validated using an experiment, which was conducted for a long fiber reinforced polymer. The influence of several fiber descriptors and fluid viscosity on fiber orientation under elongational flow is studied at the micro-scale. Based on this sensitivity analysis, a common parameter set for a continuum-based fiber orientation macroscopic model is defined under elongational flow. We then develop a novel flow-dependent macroscopic fiber orientation, which takes into consideration the effect of both elongational and shear flow on the fiber orientation evolution during the filling of a mold cavity. The model is objective and shows better performance in comparison to state-of-the-art fiber orientation models when compared to μCT-based fiber orientation measurements for several industrial parts. The model is implemented using the simulation software Autodesk Moldflow Insight Scandium® 2019.
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