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Review

Advancements in Metal Additive Manufacturing: A Comprehensive Review of Material Extrusion with Highly Filled Polymers

by
Mahrukh Sadaf
1,2,*,
Mario Bragaglia
2,
Lidija Slemenik Perše
1 and
Francesca Nanni
2
1
Laboratory of Experimental Mechanics, Faculty for Mechanical Engineering, University of Ljubljana, Aškerčeva Ulica 6, 1000 Ljubljana, Slovenia
2
Department of Enterprise Engineering “Mario Lucertini”, INSTM RU Roma-Tor Vergata, University of Rome “Tor Vergata”, Via del Politecnico 1, 00133 Rome, Italy
*
Author to whom correspondence should be addressed.
J. Manuf. Mater. Process. 2024, 8(1), 14; https://doi.org/10.3390/jmmp8010014
Submission received: 10 November 2023 / Revised: 10 January 2024 / Accepted: 13 January 2024 / Published: 16 January 2024
(This article belongs to the Topic Additive Manufacturing of Architected Metallic Materials)

Abstract

:
Additive manufacturing (AM) has attracted huge attention for manufacturing metals, ceramics, highly filled composites, or virgin polymers. Of all the AM methods, material extrusion (MEX) stands out as one of the most widely employed AM methods on a global scale, specifically when dealing with thermoplastic polymers and composites, as this technique requires a very low initial investment and usage simplicity. This review extensively addresses the latest advancements in the field of MEX of feedstock made of polymers highly filled with metal particles. After developing a 3D model, the polymeric binder is removed from the 3D-printed component in a process called debinding. Furthermore, sintering is conducted at a temperature below the melting temperature of the metallic powder to obtain the fully densified solid component. The stages of MEX-based processing, which comprise the choice of powder, development of binder system, compounding, 3D printing, and post-treatment, i.e., debinding and sintering, are discussed. It is shown that both 3D printing and post-processing parameters are interconnected and interdependent factors, concurring in determining the resulting mechanical properties of the sintered metal. In particular, the polymeric binder, along with its removal, results to be one of the most critical factors in the success of the entire process. The mechanical properties of sintered components produced through MEX are generally inferior, compared with traditional techniques, as final MEX products are more porous.

1. Introduction

Among the widely adopted techniques in the global landscape of additive manufacturing (AM), material extrusion (MEX), also termed fused filament fabrication, stands out, particularly for applications involving thermoplastic composites and polymers due to the advantages of low initial investment, short processing time, minimal material wastage, user-friendly operation, precise control of processing parameters, the capacity for simultaneous use of multiple materials (multi-material 3D printing), and seamless integration with diverse computer-aided design (CAD) software [1,2,3,4,5,6,7,8]. Additionally, MEX offers the advantage of directly fabricating finished products, eliminating the need for molds, dies, or tooling, which are notable constraints in conventional manufacturing processes [9,10,11,12].
MEX has garnered widespread application across diverse industries. Notably, in aerospace, it contributes to the production of intricately designed components that are both lightweight and exceptionally durable, thereby optimizing fuel efficiency and overall performance. Within the medical sector, MEX enables the fabrication of tailor-made implants and anatomical models, redefining preoperative planning and advancing surgical training processes. Additionally, in the realm of consumer goods, this technology empowers designers to craft highly customizable products characterized by intricate geometries, ushering in a new era of personalized and sophisticated manufacturing solutions [13,14,15,16,17]. Figure 1 illustrates a schematic representation of extrusion-based AM, categorized into three types based on the type of extruder head employed.

1.1. Material Extrusion with Filaments

MEX with filaments, also referred to as fused filament fabrication (FFF), stands out as the predominant method within the broader material extrusion process. This technique was pioneered in the late 1980s by S. Scott Crump and subsequently gained commercial traction, with Stratasys trademarking it as Fused Deposition Modeling (FDM) specifically for thermoplastic polymers like PLA or ABS [4,18,19].
In MEX, the process involves working with polymer-based filaments or filaments comprising polymer matrix composites. The procedure commences with a spooled filament (diameter of 1.75 mm or 3 mm), being fed to the printing apparatus through a mechanism involving two counter-rotating rollers. These rollers are equipped with teeth or grooves, which ensure a secure grip on the filament, preventing any slippage issues [3]. Subsequently, the filament moves into the liquefier segment, where it undergoes melting. Fundamentally, the unmelted filament (often composed of polymer or composite-based polymer), acts as a piston, propelling the melted portion and facilitating its passage through the orifice or nozzle. To achieve this, the material is heated to a temperature slightly above its melting point, with the specific temperature being determined by the type of material being utilized [20].
Tailoring the printing bed temperature to suit the characteristics of each material is a common practice aimed at enhancing layer adhesion [3,21]. MEX printing typically operates along three axes (x, y, z), with the printer orchestrating parameters such as flow rate, the position of the liquefier along the x–y-axes, and the z-axis position. Subsequently, the material is extruded through the orifice and deposited as a molten strand within the component [4]. Most commercial MEX machines are furnished with only one extrusion head. However, within the MEX framework, there exists the flexibility to incorporate two or more extrusion heads. This feature permits the simultaneous use of diverse materials or colors in the same object or layer, enabling multi-material fabrication [3,19,22].
It is important to note that this filament-based technique does have some constraints concerning the range of materials it can accommodate. The filament must possess the right balance of flexibility for spooling, strength to prevent buckling, and a consistent diameter to ensure uninterrupted mass flow (preventing from over- or under-extrusion). To address some of these challenges, two novel feeding systems have been established: screw extrusion and plunger/syringe-based MEX [14,23].

1.2. Material Extrusion with Plungers

At present, two American companies, namely, Markforged Inc. (Waltham, MA, USA) and Desktop Metal Inc. (Burlington, MA, USA) [24], have introduced machines based on syringe-fed material extrusion (MEX). Markforged labels their approach as atomic diffusion additive manufacturing (ADAM), while Desktop Metal refers to theirs as bound metal deposition. This method involves employing specially shaped rods composed of a thermoplastic binder system combined with ceramic or metallic powder for reinforcement. The fundamental process involves inserting these feeding rods into cartridges, which are subsequently introduced into the heating unit. Within this unit, the material undergoes a softening process, rendering it suitable for extrusion.
The molten material gathers within a reservoir, and a mechanical pushing mechanism propels the softened material, depositing it onto the printing bed in a meticulously layered manner, following the path delineated by the generated 3D model [14,24,25]. It can be noted that the operational principle of syringe-based MEX machines closely resembles the technologies employed in robocasting. In this context, the construction material (rods) incorporates a thermoplastic-based binder, as opposed to the utilization of water as a binder in robocasting [26,27]. This methodology typically finds applications in the biomedical field, where the necessity of biocompatibility is vital [28]. Bose et al. [29] magnificently processed dense tungsten alloy using syringe-based MEX equipment, achieving commendable densification exceeding 98% of the theoretical density.

1.3. Material Extrusion with Screws

Screw-driven material extrusion presents a distinct advantage by directly utilizing pellets within the barrel, avoiding the additional step of producing filaments or rods. This technique finds widespread use in the plastics processing sector for fabricating uniform, intricately shaped components. A screw extruder is partitioned into distinct zones, initiating with the feeding section, where pellets are conveyed to the melting zone; pellets then undergo softening via friction and heat before progressing to the metering zone. Subsequently, the molten material encounters high pressure before being expelled through the orifice or nozzle [14,23,30]. Maintaining control over pellet size is pivotal to ensuring the ultimate product’s quality and achieving a consistent flow of extruded material [31].
Numerous enterprises, such as AIM3D GmbH (Rostock, Germany) [32,33] and Pollen AM Inc. (Paris, France) [34,35] are actively commercializing screw-based MEX machines. Furthermore, Oak Ridge National Laboratories (OaK Ridge, TN, USA) and Cincinnati Inc. (Cincinnati, OH, USA) have engineered a screw extrusion machine tailored for large-scale production. This system, termed “big area additive manufacturing” or BAAM, has been developed [36,37]. The recent literature showcases several successful endeavors involving screw-based MEX equipment utilized with highly filled composite materials, including 17-4PH steel [38,39,40,41], tool steel [42], and 316L stainless steel [1,43,44,45].

2. Fabrication of Metal Objects with High-Loaded Powders Using Filament-Based Material Extrusion (MEX)

The feedstock used for MEX is like the one employed in a widely utilized manufacturing process known as metal injection molding (MIM). In MIM, the feedstock is extruded and subsequently injected into a mold cavity to shape the desired green form. In MEX, after the feedstock is prepared, the next step involves crafting a filament loaded with a substantial amount of metallic powder. This filament is then subjected to 3D printing using a standard MEX printer. The ultimate post-processing steps remain consistent across both manufacturing methods (i.e., debinding and sintering). The stages of MEX-based processing comprise choice of powder, development of binder system, compounding, shaping, debinding, and sintering. An illustrative overview of these stages is presented in Figure 2.

2.1. Choice of Powder

The mechanical properties of the end components are associated with the metallic powder fraction within the feedstock. The final MEX component exhibits the same properties as the starting powder’s metal. For a metallic powder to be suitable for fabricating MEX components, it must satisfy the subsequent conditions [47,48]:
  • The powder size has to be small;
  • The powder has to disperse well with the binder;
  • Sintering is required to have significant densification;
  • The melting and sintering temperatures should be adequately elevated to avoid interfering with the debinding process.
The powder size, existing as a range of sizes rather than a single one, represents a constraining factor in MEX processing. Even though there is no lower size limit, the size of particles needs to be sufficiently small to avoid the blockage of the 3D printer nozzle/orifice (with a diameter scale of 0.2–0.8 mm) of the MEX equipment [14,29,49,50,51,52]. The powder employed in MEX fundamentally resembles the powder used in MIM. Mainly, metal injection molding (MIM) uses particle sizes with an average of 5 to 15 µm [50]. Overall, in MEX, powders with D90 < 22 µm are usually chosen. In the work [53], Kukla et al. examined the influence of particle size on the physical characterization of highly filled 316 L stainless steel feedstocks for MEX. They established that the feedstock made of larger particles (D50 ≈ 8.6 μm) had lower stiffness, flexibility, and viscosity than the feedstock based on smaller particle size (D50 ≈ 5.5 μm). Following that, they also reported that coarse particle sizes lead to buckling while shaping, creating printability failures [54,55]. Thus, the selection of appropriate particle sizes is vital while working with MEX.
Apart from the particle size, an additional crucial aspect to consider is the morphology of the powder particles. The utilization of powders with a spherical shape leads to better flow properties and enhanced packing density compared with irregularly shaped particles [47]. Enhanced flowability is likely to lower the viscosity of the feedstock material by reducing resistance to movement within the binder matrix, ensuring printability even at high powder loadings [56,57]. Concurrently, the higher packing density allows a larger volume of powder to be included in the feedstock, leading to decreased overall shrinkage during the sintering process [56]. However, irregularly shaped powders can also be applicable for MEX printing. Irregular powders offer the benefits of being more cost-effective compared with spherical powders produced through gas atomization and better shape retention [56].
Numerous recent studies focusing on the debinding and sintering processes for achieving metallic components through MEX are available. The variety of powder types is detailed in Table 1.
To achieve dense sintered metals, it is common to use high filler loading, typically ranging from 55% to 65% by volume. This range of metallic particles is essential to facilitating the sintering process, which involves diffusion mechanisms at the surface, lattice, and grain boundaries [87]. However, exceeding the recommended metallic loading (55–65% by volume) in the feedstock can reduce the printability of extruded filaments. Elevated metallic loading leads to increased viscosity and decreased stiffness [50]. When the filament lacks sufficient rigidity, there is a potential for complications in the automatic feeding process within the printing unit due to premature and brittle filament fractures while passing through the feeding gears. In a study by Gutierrez et al. [88], various types of metallic powders were investigated, revealing that the maximum printable filament volume content is largely dependent on the material. This dependency arises from the critical role of the particle–matrix chemical interface in determining mechanical properties.

2.2. Choice of Binder System

The second component of the feedstock is the binder system. This system primarily comprises three key constituents derived from diverse polymers, additives, and waxes [8,14,48,50,89,90,91,92]:
  • Primary or main binder: This constituent holds the largest proportion within the formulation (it typically contains 50–90 vol.% of the whole binder system) and can be effectively removed at low temperatures. Commonly employed primary binder materials encompass carnauba wax; paraffin wax; sometimes agarose, in certain practices; etc. Waxes primarily serve to lower the feedstock’s viscosity, achieving favorable flow characteristics, and to improve filament rigidity. However, waxes should be utilized within prescribed limits, as exceeding these limits can diminish the mechanical attributes of both filaments and the resulting printed object.
  • Secondary or backbone binder: This element maintains the structural integrity of the product after the initial removal of the main binder during the first debinding phase. The secondary binder is typically eliminated through thermal degradation in the second stage of debinding, which then progresses to the sintering process. The proportion of the secondary binder ranges from 0% to 50% of the total binder system volume. Commonly utilized secondary binder materials include polypropylene (PP), low-density polyethylene (LDPE), high-density polyethylene (HDPE), ethylene vinyl acetate (EVA), polyethylene glycol (PEG), polystyrene (PS), and several others. These polymers have a short molecular chain length that permits them to decompose with relatively small volume variations, reducing the chance of problems during debinding and sintering. Other advantages of using these polymers are their highly availability, low cost, and less carbon contamination during burnout in the thermal debinding stage [48].
  • Additives: Additional components, such as compatibilizers, stabilizers, dispersing agents, and surfactants, play a vital role in promoting effective diffusion between the powder and binder. These additives prevent phase separation and agglomeration. Additives typically constitute 0–10% of the total volume within the binder system. Among the commonly employed additives, stearic acid stands out as a frequently used example. Furthermore, it is important to use additives within specified limits; surpassing these limits can lead to the formation of defects, such as bubbles and cracks, in the final product.
Examples of binder system constituents for MEX-based metal AM used in the literature are reported in Table 2.

2.3. Compounding of Feedstock and Filaments

Once the suitable powder and binder components have been selected, the following stage is the compounding of feedstock. The process of preparing feedstock for MEX is like that of metal injection molding (MIM) feedstocks. This involves the thorough mixing of metal powder with a melted binder system. It is crucial to have good homogeneity between metallic powder and binder; otherwise, there is a risk of encountering issues such as irregular shrinkage and other potential defects [48].
In the compounding process [50], there are two types of equipment that can be utilized to manufacture the feedstock. The first type is a batch mixer, often employed for smaller production runs, and it is referred to as a kneader or a roller mixer, as illustrated in Figure 3. A conventional kneader comprises an internal mixer fitted with two counter-rotating rollers designed to operate at varying speeds. This arrangement generates high shear forces between the rotating rollers and the walls of the chamber. The torque exerted on the rotating rollers during the mixing process is continuously monitored. This torque is directly linked to the shear stress experienced by the mixer walls and the mixed compound. The procedure begins with the binder being thoroughly softened within the heated chamber of the high-shear mixer. Following this, the metallic powder is introduced into the mixing unit. As the material level within the feeding unit rises, so does the torque. As the metallic powder disperses within the melted binder, both viscosity and torque decrease. The mixing process of the compound reaches a steady state when the torque stabilizes. Once compounding is complete, the mixed compound should be extracted from the mixing chamber while it remains in a molten state and then allowed to cool at room temperature. Following this, the feedstock needs to be mechanically ground to a size of 1–3 mm and then subjected to drying in an oven [101].
An alternative equipment option for compounding feedstock involves continuous production processes, which can be achieved using co-rotating twin-screw extruders. In this apparatus, both metallic powder and binder pellets are introduced into two gravimetric feeding units. The mixing occurs in the solid state as the materials progress toward the extruder barrel. Subsequently, the twin screws propel the materials into a heated mixing zone, wherein the polymer softens, facilitates wetting, and promotes the uniform mixing of the feedstock under conditions of high shear stress. As the metallic powder disperses within the softened polymer, a consequential decrease in torque is observed. The process is considered finalized when the torque stabilizes at a steady state, indicative of the successful completion of feedstock compounding. In commercial contexts, the twin-screw extruders commonly employed are equipped with 1–11 heating zones, ensuring a thorough and uniform mixing process [101]. Figure 4 shows an example of the extrusion of copper feedstock with co-rotating twin-screw extruders.
Thorough compounding ensures the uniform dispersion of powder particles and binder components throughout the shaping process (MEX printing). If the dispersion within the 3D-printed parts is inhomogeneous, there is a significant probability of encountering irregular shrinkage during debinding and sintering. Additionally, various apparent surface imperfections, such as excessive porosity, cracks, and warping, can manifest in the sintered components [14]. During the compounding stage, the selection of mixing temperature depends on both the thermal stability of the binder systems and the viscosity of the feedstock. It is recommended to use lower temperatures for feedstocks with lower viscosity, while higher temperatures are more suitable for feedstocks with higher viscosity [66].
Following feedstock development, the subsequent phase involves filament extrusion. For large-scale production, single-screw extruders are commonly utilized, whereas capillary rheometers are employed for laboratory-scale fabrication [14]. A schematic representation of the extrusion line for the production of filaments for MEX can be found in Figure 5a. Filament diameter should be carefully monitored for quality and diameter tolerance. Laser micrometers are commonly used for this purpose [75]. Maintaining the recommended filament diameter (e.g., 1.75 ± 0.05 mm, 2.85 ± 0.05 mm) is crucial to avoid voids or feeding issues in 3D printing. For an example of the appropriate diameter range of the filament spool used in the earlier work [75], see Figure 5b. Low ovality is also important for proper filament grip and continuous feeding, as recommended in the existing literature [66,102]. Furthermore, the suitability of filaments for MEX hinges not solely on filament geometry but also on their mechanical attributes, processing parameters, feedstock flow characteristics, and extruder head design. Generally, material flow properties are highly influenced by factors such as solid loading, binder behavior, temperature, agglomeration state, and shear rate [13,76,103].

2.4. Shaping

Following filament compounding, the subsequent stage involves shaping, where parts are constructed layer by layer using MEX technology. An outline of the material extrusion process with filaments is depicted in Figure 6a).
Firstly, the filament is introduced into the printing machine via a mechanism involving two counter-rotating rollers. This filament progresses into the liquefier section, where it undergoes melting. Essentially, the filament functions as a piston, propelling the molten portion and facilitating its flow through the orifice or nozzle [105]. The material is heated to a temperature slightly above its melting point, such as in the case of semi-crystalline polymers, or well above the glass transition temperature, in the case of amorphous polymers [106]. The extruder head’s temperature exceeds that of the building plate, causing the material to solidify upon contact with the latter. Generally, the printing bed temperature ranges from 70 to 120 °C, depending on the material. This controlled heating aids in enhancing layer adhesion and minimizing material warping [3,21]. The initial layer deposited onto the building platform holds great significance for the outcome of the part. Adequate adhesion during melting is crucial, as poor adhesion could lead to heightened warping or printing failure, as reported by Sadaf et al. (Figure 7a,b) [5].
The result of extrusion-based 3D printing using metal/ceramic powder–binder mixtures is typically referred to as the “green body.” The shaping of metal feedstock through MEX has been documented in the existing literature. For an overview of different MEX machine models used with various feedstocks, refer to Table 3.
Numerous investigations have explored the influence of various printing parameters on the characteristics of green printed components using MEX. These studies have revealed that factors such as temperature, raster angle, printing speed, and infill density, among others, exert a significant impact on the bonding between deposited layers and consequently affect the mechanical properties of the final MEX-based printed items [109,110,111]. Elevating the temperatures of both the nozzle and the print bed has been observed to enhance adhesion between adjacent layers. This improvement is attributed to the increased mobility of polymeric chains, promoting greater inter-diffusion among the strands. Such strong adhesion serves as a barrier against unwanted defects, like voids or pores, resulting in superior mechanical properties [46]. Figure 8 shows an example of various metal-filled green parts produced using extrusion-based additive manufacturing.
Another critical printing parameter is the extrusion multiplier (flow rate), which demands careful selection depending on the material in use. The extrusion multiplier determines the quantity of material passing through the nozzle, with 100% representing the standard flow rate. A higher extrusion multiplier (>100%) ensures a more robust flow rate, leading to improved deposition of the extruded material, reduced printing voids, and enhanced adhesion with the perimeter layer [14,112]. This heightened flow rate contributes to lower porosity, thereby enhancing green density. Furthermore, increasing the flow multiplier reduces surface roughness. Conversely, a lower extrusion multiplier results in inadequate deposition of extruded material, leading to the formation of large surface voids and an unsatisfactory surface finish.
The printing speed also plays a significant role in shaping the morphology of the extruded material [46,75,112]. Sadaf et al. [75] reported that lowering the printing speed enhanced surface quality due to more consistent extruded material shape. Conversely, higher speeds increased the volumetric flow through the nozzle, causing greater pressure drops and leading to rougher surfaces and deformed edges in the printed specimens. Regarding green density, higher nozzle speeds promote improved inter-layer bonding with minimal extrusion voids. This is a result of the reduced time between the deposition of successive layers, which mitigates the cooling of the deposited material and enhances bonding.
Figure 8. Example of various metal-filled green parts through extrusion-based additive manufacturing, demonstrating superior quality and shape adaptability: (a) stainless steel 316L; (b) stainless steel 17-4PH; (c) Ti6Al4V; (d) NdFeB; (e) YSZ; and (f) YSZ and stainless steel 17-4PH [113].
Figure 8. Example of various metal-filled green parts through extrusion-based additive manufacturing, demonstrating superior quality and shape adaptability: (a) stainless steel 316L; (b) stainless steel 17-4PH; (c) Ti6Al4V; (d) NdFeB; (e) YSZ; and (f) YSZ and stainless steel 17-4PH [113].
Jmmp 08 00014 g008

2.5. Debinding

Debinding constitutes a crucial phase in 3D printing, wherein the binder components are selectively removed from the printed parts while preserving the original compact’s shape. This step ranks among the most pivotal but time-consuming aspects of post-processing. Traditionally, binder removal is accomplished with solvent and/or thermal debinding methods. Additionally, an industrial-scale technique known as catalytic debinding has gained prominence [14,90]. Following the successful elimination of the binder, the resulting product is referred to as a “brown part”. This article proceeds to elaborate on these three debinding techniques in greater detail [14,50,114]:
  • Solvent debinding: This method involves immersing green parts in liquid or gaseous solvents, such as heptane, ethanol, acetone, and hexane, among others. Typically, a temperature range of 50–70 °C is applied, depending on the specific solvent used. The fundamental principle behind this process is that MEX-printed components can be introduced into an environment saturated with a solvent. Subsequently, the primary binder within the component undergoes a phase change, transitioning from a solid to a liquid state, and is thus removed from the component structure. This action effectively opens a network of pores, facilitating the subsequent removal of the backbone binder during the thermal debinding stage [60,115]. It is crucial to ensure compatibility between the solvent and the binder material for successful solvent debinding. Additionally, the debinding time is significantly influenced by the thickness of the MEX-printed component, with thicker components and smaller particle sizes requiring longer removal times. Critical parameters in the debinding process encompass the selection of an optimal temperature for solvent debinding. Excessively low temperatures may induce rapid solvent diffusion within the green compact, resulting in the swelling of the green part. Consequently, this swelling can cause pronounced internal stress within the component, ultimately culminating in the formation of cracks. Conversely, excessively high temperatures pose the risk of green component collapse due to the softening of the binder material [50,90,93].
  • Thermal debinding: This technique is based on the thermal degradation of the binders. The components should be placed inside the debinding furnace, and the temperature should be increased up to the evaporation temperature of the polymer materials used. Once the evaporation temperature is reached, the ramping temperature is set on hold for a certain time until the whole polymer is decomposed. Polymer removal through thermal debinding involves chemical and physical methods. The chemical process occurs due to thermal degradation based on the continuous dissociation of polymers to generate low-molecular-weight volatile products. The physical process involves the diffusion of volatile products onto and out of the surface of the component [101]. Compact heating depends on heat transfer and the reaction enthalpies correlated with the dissociation of polymeric chains, leading to thermal–kinetic results that link to the chemical–physical aspects. The degradation temperature and time are dependent on the nature of the polymer used and its thermal conductivity [48,116].
  • Catalytic debinding: This method combines both solvent and thermal debinding mechanisms, primarily relying on the catalytic action of acids to remove the binder. During this process, catalytic acids play a pivotal role in initiating the dissociation of polymeric chains within the material. These catalysts are specifically designed to lower the temperature at which the polymeric chains break down. Typically, the debinding chamber contains a controlled concentration of catalytic acid vapor, with nitric acid being a commonly employed catalyst. Nitrogen gas is often introduced to prevent oxidation during the process [48]. Catalytic debinding is known for its relative efficiency and speed compared with other debinding techniques. However, it is worth noting that this method is not universally applicable to all metals, posing a significant limitation. Some metals may risk contamination or corrosion during catalytic debinding, underscoring the need for careful selection of the appropriate acid to safeguard equipment integrity. Catalytic debinding finds extensive use in the powder injection molding (PIM) industry, with polyoxymethylene (POM) serving as a notable example, as it undergoes decomposition under the influence of acid attack [101].
Complete removal of the binder material is imperative prior to the final sintering phase, as inadequate binder elimination can result in the formation of flaws detrimental to the quality of the sintered components [50]. Numerous factors contribute to incomplete binder removal, with particular significance being attached to factors such as incorrect debinding temperatures, inappropriate heating rates, and/or insufficient holding durations [14]. Notably, rapid heating rates often lead to thermal debinding defects, primarily stemming from the swift decomposition of the binder constituents. Conducting a thermogravimetric analysis (TGA) on the feedstock offers a dependable means of assessing the polymer’s thermal stability and its associated degradation temperature. Furthermore, the utilization of scanning electron microscopy (SEM) proves advantageous for investigating the morphological transformations exhibited by the debound components. This approach enables the exploration of the relation between binder burnout and the distribution of pore sizes, thus offering insights into the efficacy of the debinding process [58].

2.6. Sintering

Following the debinding process, sintering should be performed. Sintering represents a thermal treatment conducted at approximately 90% of the metal powder’s melting point, aimed at consolidating and bonding the loose particles to form a dense, cohesive structure [117]. Within this sintering phase, powder particles establish cohesive bonds and undergo densification through pore size reduction.
Sintering diminishes the surface energy of the powder mass through the formation of inter-particle bonds, subsequently leading to a decrease in surface area. This reduction in the overall interfacial area of the powder compact can be quantified as follows [118]:
γ A = γ A + γ A
where “A” represents the overall surface area, “γ” denotes the specific surface area, “∆A” signifies the alteration in surface area attributed to grain growth (grain coarsening), and “∆γ” accounts for the change in interfacial energy, which arises from densification. Densification pertains to the transition from vapor/solid surfaces to solid/solid surfaces during solid-state sintering [118].
As inter-particle coherent bonding grows, significant alterations arise within the pore structure, resulting in notable improvements in various essential properties. These enhancements encompass ductility, strength, electrical conductivity, magnetic permeability, and corrosion resistance. These transformations hold paramount significance in various industrial applications, including but not limited MEX-based additive manufacturing, powder metallurgy (PM), and metal/ceramic injection molding (MIM/CIM) [48].

2.6.1. Mass Transport Mechanisms

The natural vibration and movement of atoms combined with nature’s need to eliminate free surfaces to minimize surface energy leads to the development of inter-particle coherent bonds. Additionally, elevated temperatures intensify this process. Simultaneously, the gradual elimination of free surfaces initiates pore mobility, facilitated by the movement of vacancies traversing grain boundaries as conduits. Furthermore, the reduction in grain boundaries through grain growth contributes to a reduction in energy. As the sintering process progresses, a cascade of mass transport mechanisms within the particles becomes active, collectively referred to as the bulk transport mechanism. These mass transport mechanisms encompass grain boundary diffusion, surface diffusion, viscous flow, lattice diffusion, plastic flow, and evaporation–condensation processes [48,101,119,120].
Diffusion is an important temperature-dependent mechanism of sintering. The diffusion coefficient (D) can be expressed as [118]
D = D ° e x p Q R T
where “D” is a diffusion coefficient expressed in cm2/s, “ D ° ” is a constant expressed in cm2/s, R   is the universal gas constant (8.314 J/mol), Q   is the activation energy (in J/mol), and T is the absolute temperature (expressed in K) [118].

2.6.2. Stages of Sintering

There are three stages of sintering, which are explained step by step below [47,48,119,121]:
  • Neck formation: This initial sintering stage marks the onset of particle-to-particle interactions and the simultaneous smoothing of the particles’ free surfaces. At this point, the formation of “necks” at interaction points is driven by mass transport mechanisms, including evaporation–condensation, surface diffusion, and volume diffusion (Figure 9). A modest degree of shrinkage occurs in this early phase. Following the establishment of these necks, the compaction of the material experiences an increase of up to 3% in density. This progression is notably rapid due to the exposure of the powder to elevated temperatures, owing to the elevated surface area and the pronounced driving force promoting sintering.
  • Densification: During this phase, with increasing temperatures, the necks between particles undergo expansion owing to the influence of various mass transport mechanisms (Figure 10). These mechanisms encompass grain boundary diffusion, surface diffusion, viscous flow, lattice diffusion, plastic flow, and evaporation–condensation processes. Furthermore, the porosity within the component diminishes as sintering progresses.
  • Grain growth: This represents the final stage in the sintering process, commencing when the material reaches approximately 93–95% of its theoretical density, as most of the porosity has already been isolated. In an ideal scenario, by the conclusion of this phase, all remaining porosity is eliminated. The complete eradication of porosity during the last stage of sintering is achievable only when all pores are either interconnected or follow distinct, unobstructed diffusion pathways along grain boundaries. Such favorable conditions take place only if the pores go along with the direction of the grain boundaries and do not stay within the grains. However, if sintering is excessively prolonged, grain size may undergo enlargement, which can subsequently lead to a decline in mechanical properties.

2.6.3. Sintering Parameters

The most critical factors from a practical standpoint in the sintering process are sintering temperature and time. Additionally, there are other relevant parameters that play a role, such as the heating and cooling rates and the atmosphere during sintering, as well as particle size and geometry [122].
When the sintering temperature and holding time are increased, the porosity of the material decreases, leading to improved density. However, this can also cause an increase in grain size, which in turn affects the material’s hardness and mechanical strength. Notably, research has shown that sintering temperature has a more significant impact on grain size compared with sintering time [73].
Proper sintering is crucial to obtaining parts with desirable mechanical properties and corrosion resistance. Inadequate sintering results in inferior mechanical properties, as well as low corrosion resistance. Signs of insufficient sintering include poor bonding; retention of original particle boundaries; the presence of sharp pores; and a high concentration of interstitials, like carbon and oxygen [123].
The cooling rate during the sintering process also influences the mechanical properties. Effective control of the cooling rate, particularly from the sintering temperature to approximately 500 °C, is vital to preventing issues like re-oxidation, carbide formation, and nitride formation, all of which can negatively impact ductility and corrosion resistance [124].

2.6.4. Sintering Atmosphere

Every metal is susceptible to oxidation to some degree, and it is imperative to prevent oxidation, as it can detrimentally impact the structural properties of metals. Oxidation primarily takes place at the exposed surfaces of the material. The sintering process, which involves high temperatures, can facilitate and induce oxidation reactions. It is noteworthy that metal components produced through MEX and MIM are particularly sensitive to oxidation during their production, with sintering being a critical stage in this regard [48,50,92,116].
To safeguard metal components from oxidation during sintering, it is imperative to maintain an oxygen-free atmosphere. This can be achieved by purging the sintering furnace of all oxygen and replacing it with a less reactive gas, such as hydrogen or nitrogen. The selection of the sintering atmosphere should be meticulous and tailored to the reactivity of the specific metals being processed. For instance, titanium, known for its extreme reactivity, reacts even with nitrogen during sintering. Consequently, sintering procedures for titanium typically take place in an argon atmosphere or in a vacuum environment. Argon, known for its inert nature, is a preferred choice for sintering highly reactive metals in general [48,119]. When sintering stainless steel, hydrogen is a highly favored choice, as it serves as a reductant and undergoes oxidation itself instead of the metal component. Moreover, the hydrogen atmosphere serves to prevent redox reactions between carbon and chromium. Thus, selecting the appropriate atmosphere, alongside other sintering parameters, is crucial to controlling the structural properties of metals [48].

2.6.5. Shrinkage and Densification

The shrinkage observed in MEX-shaped metal components primarily arises from densification and the reduction in porosity. Previous literature reports [125,126] have noted that this shrinkage does not occur uniformly across all dimensions. In the case of parts produced through MIIM, there is a predominant occurrence of anisotropic shrinkage, primarily attributed to polymer alignment. These alignments exert a significant influence on the parameters of MIM [127,128]. Conversely, for MEX-shaped metal parts [86], the density and shrinkage can be influenced by the presence of substantial gaps between the printed layers. Notably, larger gaps are unable to be closed during the sintering process. As an example [68], Figure 11 shows 3D-printed components made of stainless steel 17–4PH before and after sintering.
The dimensional changes resulting from sintering can be anticipated by taking into account the shrinkage factor (Y). This shrinkage factor (Y) is determined by considering the material’s theoretical density, the solids loading of the feedstock, and the ultimate density of the component. The shrinkage factor can be computed using the following formula [48]:
Y = 1 ρ / ρ t 1 / 3
where “ Y ” is the shrinkage factor (expressed in %),   is the feedstock solids loading, ρ is the final density (expressed in gcm−3), and ρ t is the theoretical density (expressed in g/cm3) [48].
Table 4, reporting the previous literature, contains information regarding the density and linear shrinkage observed in components fabricated using MEX following the sintering process.

3. Comparison of MEX and Other Manufacturing Processes

The cost effectiveness, short production time, minimal carbon emissions, and ease of operation of MEX machinery have spurred its widespread adoption in both industrial and consumer settings for the production of polymeric components. Furthermore, this technique offers the distinct advantage of directly manufacturing final products without the need for tooling, dies, or molds, which are significant limitations of conventional manufacturing processes [9,129]. The popularity of MEX, along with the existing knowledge base, holds the potential to drive its application and growth in the production of ceramic and metal materials. Several 3D printer development companies are actively promoting the use of MEX for metal printing. For instance, Desktop Metal has commenced the sale of commercial systems that incorporate a streamlined one-step debinding and sintering process [130]. Additionally, the complete setup for shaping, debinding, and sintering can now be obtained for a few thousand euros (EUR) [129].
The processes of debinding and sintering have gained considerable recognition in the realm of established manufacturing techniques, like powder injection molding (PIM). In light of these considerations, this approach can complement material extrusion (MEX) as a parallel manufacturing method, suitable for small-batch production, new-product development, tooling manufacturing, production of intricate geometric components, and customization of mass-produced parts [1,4,131]. Typically, most commercial MEX machines are equipped with a single extrusion head. However, contemporary MEX machines have advanced their capabilities by offering the flexibility to incorporate two or more extrusion heads, enabling simultaneous use of different materials or colors within the same object or layer (3D multi-material fabrication) [3,19,22]. Another avenue for expanding the capabilities of MEX machines involves the development of larger building chambers. These larger chambers offer the advantage of accommodating the production of larger green components, setting MEX apart from other manufacturing methods, such as material or binder jetting and vat photopolymerization [131].
MEX encounters primary limitations concerning its surface finishing, which tends to be less refined compared with traditional manufacturing techniques [61]. One approach to minimize surface roughness involves using nozzles with smaller diameters, as they enable the deposition of thinner layers, thus enhancing surface quality. Furthermore, surface roughness exhibits an inverse relationship with layer thickness, meaning that optimization of layer thickness can minimize roughness [51]. Another limitation pertains to the size of the printable components. Safkta et al. [132], in their work on producing 316L stainless steel MEX components, demonstrated that this issue is linked not to the printing process but, rather, to post-processing. During thermal debinding and sintering, specimens with walls with very high thickness exhibited cracks and other defects. In the overall processing of MEX components, the most critical stage is debinding. When employing a single-step thermal debinding process, it necessitates expensive and lengthy thermal cycles to prevent defects in the components. In the context of ceramic vat photopolymerization, thermal debinding stands as the sole option for removing the binder from the fabricated components [133].
The mechanical characteristics of sintered components produced through MEX are typically inferior to those achieved using alternative manufacturing techniques like SLM, MIM, and SLS. A comparative assessment of the mechanical properties of MEX-produced 316L stainless steel in comparison to other technologies is provided in Table 5. This disparity in mechanical properties can be primarily attributed to the presence of porosity in the final MEX products compared with other techniques. Carminati et al. [134,135] demonstrated the attainment of a notable 95% relative density in MEX-based 316L stainless steel, accompanied by optimal shrinkage and commendable dimensional stability. Despite these successes, the final metallic components exhibited lower ultimate tensile strength (UTS) and yield strength due to process-induced stress. In addition, phase analysis revealed the presence of δ-ferrite in the austenitic matrix, offering insights into the brittleness of the MEX metal specimens. Gong et al. [136] found that Ultrafuse 316L stainless steel produced with MEX exhibited remarkable ductility, achieving 20% elongation without rupture; however, its lower yield strength, UTS, modulus of elasticity, and hardness compared with flat-rolled 316L stainless steel are attributed to grain size and an austenitic microstructure, and the isotropic microstructure shows consistent hardness values in both the horizontal and vertical printing directions, confirming the dislocation-free nature of components printed with MEX. Pellegrini et al. [137] and Spiller et al. [138] reported on the reduction in the mechanical properties of MEX 316L stainless steel due to process-induced porosity.
MEX-based components are well suited for prototyping and visualization, although porosity and the need for improved mechanical properties limit the industrial use of this technology to non-critical, high-value metal parts, such as corrosion-resistant tanks and pipelines in the chemical industry [135]. For non-structural purposes, the material’s biocompatibility makes it suitable for the food industry and medical sector, and its ability to form intricate shapes extends its use to heat exchangers and heat sinks [135].
However, careful control of printing and sintering parameters, particularly sintering temperature, can yield improvements in the mechanical properties of MEX end products [47,48,116]. To enhance the mechanical properties of MEX products, post-processing thermal treatments (e.g., quenching) or cold working techniques (e.g., shot peening) can be employed to modify either the grain size or the microstructure [139,140]. Damon et al. [59] demonstrated impressive mechanical properties and achieved a relative density of approximately 99.5% using controlled build direction and printing strategies, highlighting the potential applications of MEX-based metal components. In addition, intensive research is currently underway to improve the mechanical properties of MEX components in order to expand the application range of this technology [135].
Table 5. The mechanical properties of MEX-produced 316L stainless steel in comparison to other additive manufacturing (AM) and conventional methods.
Table 5. The mechanical properties of MEX-produced 316L stainless steel in comparison to other additive manufacturing (AM) and conventional methods.
ProcessYield Strength
(MPa)
Tensile Strength
(MPa)
Elastic Modulus
(Gpa)
Densification (%)Ref.
MEX16746515298.5[61]
MEX234–251521–561n.d.n.d.[44]
MEX500900n.d.95[60]
MEX155–165500–52021098.3–99.5[59]
MEX167436n.d.n.d.[136]
MEX125–161405–464n.d.~95.3[134]
MEX~130~460150–230n.d.[137]
MEX139–161441–473172–203n.d.[138]
MIM170–205460–560n.d.98.5[141]
MIMn.d.527–590n.d.97.7–99.1[142]
DED405–415620–720n.d.n.d.[143]
DED580900n.d.n.d.[144]
SLM590700227.3> 99[61]
SLM208.8–469.6486.4–644.3141–205> 99.3[145]
PBF450–525620–650n.d.99[146]
PBF400–420550–580180–20298[147]
BJn.d.700–780n.d.n.d.[148]
BJ214517n.d.98.7[118]
Hot rollingn.d.585245n.d.[149]
Flat rolling170485n.d.n.d.[136]
Castn.d.575288n.d.[150]

4. Conclusions

In conclusion, this review has provided a comprehensive overview of the current state of material extrusion as a promising approach to the additive manufacturing of metal components. We have explored the key principles, techniques, post-treatment, and materials used in this technology, highlighting its advantages, such as cost effectiveness, versatility, and ease of use. Through a thorough analysis of the existing literature, we have also discussed the challenges and limitations that researchers and manufacturers face when implementing material extrusion for metal additive manufacturing. These challenges encompass issues related to surface finish and post-processing requirements. Despite these challenges, the research community has made significant strides in addressing them and enhancing the capabilities of material extrusion in the metal AM domain.

5. Research Outlook

The future of material extrusion in metal additive manufacturing holds immense promise and potential. With ongoing research and development efforts, we are on the verge of transformative advancements. We anticipate the emergence of novel, high-performance metal filaments and powders that will elevate the capabilities of material extrusion. Process optimization will continue to refine the art of metal 3D printing, ensuring smoother prints, enhanced mechanical properties, and superior surface finishes. Standardization and rigorous quality assurance practices are poised to cement the technology’s reliability, while sustainability considerations will make it a responsible choice for industries. As material extrusion for metal additive manufacturing continues to mature, it promises to revolutionize manufacturing practices, offering innovative, cost-effective solutions across diverse sectors.

Author Contributions

Conceptualization, M.S. and F.N.; validation, M.S., M.B. and F.N.; visualization M.S.; resources, F.N.; writing—original draft preparation, M.S.; writing—review and editing, M.S., M.B., F.N. and L.S.P.; supervision, M.B. and F.N.; project administration, M.S.; funding acquisition, F.N. and L.S.P. All authors have read and agreed to the published version of the manuscript.

Funding

The authors sincerely appreciate the support from Slovenian Research Agency (research core funding No. P2-0264).

Institutional Review Board Statement

Not applicable.

Data Availability Statement

Data are contained within the article.

Acknowledgments

The authors extend their gratitude to Muhammad Shoaib Naseem Siddiqui for his valuable assistance in creating visual schematic diagrams.

Conflicts of Interest

The authors declare no conflicts of interest.

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Figure 1. Diverse categorizations and approaches in extrusion-based AM (adapted from [14]).
Figure 1. Diverse categorizations and approaches in extrusion-based AM (adapted from [14]).
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Figure 2. Schematic overview for material extrusion based on highly loaded metallic powder with the examples of standard bending bars [46].
Figure 2. Schematic overview for material extrusion based on highly loaded metallic powder with the examples of standard bending bars [46].
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Figure 3. Illustration of a kneader or roller mixer designed for small-scale production mixing purposes.
Figure 3. Illustration of a kneader or roller mixer designed for small-scale production mixing purposes.
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Figure 4. (a) The extrusion of copper feedstock using co-rotating twin-screw extruders transported in a conveyor belt; (b) copper feedstock passing under cooling fans to cool down the extrudate and continuous pelletizing through cutting mill; (c) feedstock collected after extrusion in short strands; and (d) feedstock pellets after pelletizing using the cutting mill [46].
Figure 4. (a) The extrusion of copper feedstock using co-rotating twin-screw extruders transported in a conveyor belt; (b) copper feedstock passing under cooling fans to cool down the extrudate and continuous pelletizing through cutting mill; (c) feedstock collected after extrusion in short strands; and (d) feedstock pellets after pelletizing using the cutting mill [46].
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Figure 5. (a) A schematic representation of extrusion line in the production of filaments for MEX [46] and (b) the suitable diameter range of the filament spool employed in the production of copper filled MEX specimens [75].
Figure 5. (a) A schematic representation of extrusion line in the production of filaments for MEX [46] and (b) the suitable diameter range of the filament spool employed in the production of copper filled MEX specimens [75].
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Figure 6. (a) A schematic illustration of material extrusion (MEX) with filaments (adapted from [14]) and (b) an example of the MEX printing of stainless steel 316L-based filaments [104].
Figure 6. (a) A schematic illustration of material extrusion (MEX) with filaments (adapted from [14]) and (b) an example of the MEX printing of stainless steel 316L-based filaments [104].
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Figure 7. (a,b) An example of printing failure due to unwanted warpage [46].
Figure 7. (a,b) An example of printing failure due to unwanted warpage [46].
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Figure 9. The initial stage in progression of sintering [47,48].
Figure 9. The initial stage in progression of sintering [47,48].
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Figure 10. Intermediate stage in progression of sintering [47,48].
Figure 10. Intermediate stage in progression of sintering [47,48].
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Figure 11. Three-dimensionally printed stainless steel 17-4PH components: (a) green and (b) sintered, which represents clear shrinkage [68].
Figure 11. Three-dimensionally printed stainless steel 17-4PH components: (a) green and (b) sintered, which represents clear shrinkage [68].
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Table 1. Metals investigated for utilization in MEX.
Table 1. Metals investigated for utilization in MEX.
MetalPowder Loading in Feedstock (vol.%)Ref.
Stainless steel (316L)50, 55 and 65[14,38,43,46,58,59,60,61,62,63]
Stainless steel (17-4PH)55, 60, and 64[14,64,65,66,67,68]
Stainless steel (AISI 630)79[69]
Copper≥55[17,46,62,70,71,72,73,74,75,76,77,78,79]
Titanium (Ti-6Al-4V)55 and 59[56,80,81,82,83,84]
Carbonyl iron65[85]
Rare-earth magnets (NdFeB)55[86]
Tungsten carbide–cobalt50[66,67]
Table 2. Examples of binder system constituents employed in MEX-based metal AM.
Table 2. Examples of binder system constituents employed in MEX-based metal AM.
Backbone
(10–50 vol.%)
Main Component (50–90 vol.%)Additives
(1–10 vol.%)
Ref.
Grafted high-density polyethylene (AA-HDPE)Paraffin wax, styrene–ethylene–butylene copolymer (SEBS)Stearic acid [93]
Low-density polyethylene (LDPE)Paraffin waxStearic acid [73]
Low-density polyethylene (LDPE)Paraffin waxNone[31]
Polypropylene (PP)Thermoplastic elastomer (TPE)None[94]
Ethylene vinyl acetate (EVA)NoneStearic acid[95]
Polyamide (PA)Not disclosedNone[2]
Thermoplastic elastomer (TPE)Grafted polyolefinNon-disclosed compatibilizer[53,86,96,97,98]
Polyoxymethylene (POM)Paraffin waxNone[43]
PolymerElastomer and wax Plasticizer[59]
LDPELDPE waxNone[1]
Polypropylene (PP)ElastomerWax[99]
Poly (ethylene–vinyl acetate) copolymerPoly (propylene–ethylene) copolymer, poly (isobutene)Stearic acid[100]
Not disclosedPolyolefinNot disclosed[83]
Table 3. Equipment used to process metallic feedstocks for MEX.
Table 3. Equipment used to process metallic feedstocks for MEX.
MEX Model (Filament-Based)Fillers in FeedstockRefs.
Wanhao Duplicator i3 v2Stainless steel 316L, stainless steel, 17-4PH, copper[67,74,96]
Ultimaker 2Stainless steel 316L[107]
Hage3D-72LStainless steel 316L, stainless steel 17-4PH[98,108]
FLM printer X1000 Stainless steel 316L, copper[62]
Pulse 3D printerTitanium (Ti-6Al-4V)[80]
Prusa i3 MK2Titanium (Ti-6Al-4V), stainless steel 316L[81]
Renkforce 1000 3D printerTitanium (Ti-6Al-4V)[83]
Renkforce 2000 3D printerStainless steel 17-4PH[68]
Hage3D-140LRare-earth magnets (NdFeB)[86]
Stratasys FDMTM Tungsten carbide–cobalt[66]
Fused deposition of metals (FDMet) Stainless steel 17-4PH, carbonyl iron, tungsten carbide–cobalt[65,66,85]
Flashforge Dreamer Stainless steel 316L[61]
L-DEVO M2030TPStainless steel 316L[43]
Apium P155Stainless steel 316L[59]
Zortrax M200Stainless steel 316L[63]
Table 4. Density and linear shrinkage of MEX of metals.
Table 4. Density and linear shrinkage of MEX of metals.
MaterialLinear Shrinkage (%)Density (%)Ref.
Stainless steel (316L)19.2 ± 0.0295–98[14,59,61]
Stainless steel (316L)N.A.92–95[62]
Stainless steel (316L)17–20N.A.[63]
Stainless steel (17-4PH)16–20.3N.A.[64]
Stainless steel (AISI 630)12.1N.A.[69]
Stainless steel (17-4PH)16–20.3N.A.[64]
Stainless steel (AISI 630)12.1N.A.[69]
Copper20–2190[73]
Copper16–17.5N.A.[74]
CopperN.A.80[62]
Titanium (Ti-6Al-4V)1590–93[81]
Titanium (Ti-6Al-4V)1494.1[56]
Titanium (Ti-6Al-4V)N.A.92–99.1[82]
Titanium (Ti-6Al-4V)N.A.91[83]
Rare-earth magnets (NdFeB)17.8–19.394.5–96.5[86]
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Sadaf, M.; Bragaglia, M.; Slemenik Perše, L.; Nanni, F. Advancements in Metal Additive Manufacturing: A Comprehensive Review of Material Extrusion with Highly Filled Polymers. J. Manuf. Mater. Process. 2024, 8, 14. https://doi.org/10.3390/jmmp8010014

AMA Style

Sadaf M, Bragaglia M, Slemenik Perše L, Nanni F. Advancements in Metal Additive Manufacturing: A Comprehensive Review of Material Extrusion with Highly Filled Polymers. Journal of Manufacturing and Materials Processing. 2024; 8(1):14. https://doi.org/10.3390/jmmp8010014

Chicago/Turabian Style

Sadaf, Mahrukh, Mario Bragaglia, Lidija Slemenik Perše, and Francesca Nanni. 2024. "Advancements in Metal Additive Manufacturing: A Comprehensive Review of Material Extrusion with Highly Filled Polymers" Journal of Manufacturing and Materials Processing 8, no. 1: 14. https://doi.org/10.3390/jmmp8010014

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