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Search Results (251)

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Keywords = metal matrix composite (MMC)

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14 pages, 32006 KB  
Article
Design of Wear-Resistant Low-Carbon Cast Steel Through In Situ TiC-MMC Local Reinforcement
by Aida B. Moreira, Manuel F. Vieira and Laura M. M. Ribeiro
Metals 2026, 16(1), 19; https://doi.org/10.3390/met16010019 - 25 Dec 2025
Viewed by 168
Abstract
Enhancing the local mechanical response of low-carbon cast steels remains essential for improving their performance in wear-intensive environments. In this work, a low-carbon cast steel was locally modified through the in situ formation of TiC particles via melt reaction with pressed Ti–Al–C powders. [...] Read more.
Enhancing the local mechanical response of low-carbon cast steels remains essential for improving their performance in wear-intensive environments. In this work, a low-carbon cast steel was locally modified through the in situ formation of TiC particles via melt reaction with pressed Ti–Al–C powders. Advanced microstructural characterization (SEM/EDS, EBSD, and TEM) revealed a heterogeneous TiC-reinforced composite microstructure containing ~36 vol.% TiC with particle sizes between 0.73 and 3.88 μm. The reinforced region exhibited a substantial increase in hardness, from 160 ± 5 HV30 in the base steel to 407 ± 78 HV30, resulting from the synergistic contribution of TiC particles, fine κ-carbides, and a martensitic matrix. Nanoindentation revealed a strong mechanical contrast between phases, with TiC achieving 25.70 ± 7.76 GPa compared to 4.68 ± 1.09 GPa for the base metal matrix. Micro-abrasion tests showed a 24% reduction in wear rate, accompanied by shallower grooves and reduced plastic deformation. These findings demonstrate that in situ TiC formation, combined with κ-carbide precipitation, provides an effective strategy for improving local hardness and abrasive wear resistance in low-carbon cast steels. The results highlight the potential of in situ composite formation as an effective microstructural engineering strategy for next-generation wear-resistant cast steels. Full article
(This article belongs to the Special Issue Design and Development of Metal Matrix Composites (2nd Edition))
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41 pages, 9711 KB  
Review
Key Insights into Silver Matrix Nanocomposites Reinforced with Solid Lubricants for Electrical Contacts: A Review
by Magdalena Valentina Lungu, Alina Ruxandra Caramitu, Eduard Marius Lungulescu, Valentin Mihailov and Sergiu Ivascu
Lubricants 2025, 13(12), 531; https://doi.org/10.3390/lubricants13120531 - 6 Dec 2025
Viewed by 403
Abstract
Metal-based electrical contact materials (ECMs) are essential in switching devices and rotating electrical machines, where sliding contacts enable reliable current transmission under motion. These materials must exhibit high conductivity, low friction, and wear resistance to meet industrial demands. However, their reliability is limited [...] Read more.
Metal-based electrical contact materials (ECMs) are essential in switching devices and rotating electrical machines, where sliding contacts enable reliable current transmission under motion. These materials must exhibit high conductivity, low friction, and wear resistance to meet industrial demands. However, their reliability is limited by wear, oxidation, arcing, and other failure mechanisms that increase contact resistance and degrade performance. To address these issues, researchers have developed self-lubricating metal matrix composites (MMCs), particularly copper (Cu) and silver (Ag)-based composites reinforced with solid lubricants such as molybdenum disulfide, tungsten disulfide, graphite, carbon nanotubes, graphene, and its derivatives. While Cu and Ag provide excellent conductivity, each has trade-offs in cost, oxidation resistance, and mechanical strength. Strategies for improving reliability involve material optimization, surface treatments, lubrication, contact design modifications, and advanced manufacturing. Although MMCs are widely reviewed, self-lubricating Ag matrix nanocomposites (AgMNCs) for sliding contacts are underexplored. This review highlights recent progress in AgMNCs produced by conventional or modern powder metallurgy techniques, focusing on the role of solid lubricants, testing conditions, and microstructure on tribological performance. Wear mechanisms, research gaps, and future directions are discussed, highlighting pathways toward the development of reliable sliding contacts. Full article
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5 pages, 153 KB  
Editorial
Advances in Metal Matrix Composites: Structure, Properties and Applications
by Lucia Lattanzi and Anders E. W. Jarfors
Crystals 2025, 15(12), 1016; https://doi.org/10.3390/cryst15121016 - 27 Nov 2025
Cited by 1 | Viewed by 523
Abstract
Metal matrix composites (MMCs) are attractive materials due to their unique properties that stem from combining a wide range of matrix materials and reinforcements [...] Full article
21 pages, 28528 KB  
Article
Effect of B4C Amount on Microstructural and Mechanical Properties of Cu/h-BN/B4C Metal Matrix Composites Fabricated via Spark Plasma Sintering
by Müslim Çelebi, Abdullah Hasan Karabacak, Serdar Özkaya, Ertuğrul Çelik, Dursun Murat Sekban, Aykut Çanakçı and Harun Yanar
Metals 2025, 15(12), 1283; https://doi.org/10.3390/met15121283 - 24 Nov 2025
Viewed by 620
Abstract
Copper (Cu) is widely used in electrical, electronic, and tribological systems owing to its excellent electrical and thermal conductivity. However, its relatively low hardness and poor wear resistance limit its use in demanding engineering applications. In this study, Cu-based hybrid metal matrix composites [...] Read more.
Copper (Cu) is widely used in electrical, electronic, and tribological systems owing to its excellent electrical and thermal conductivity. However, its relatively low hardness and poor wear resistance limit its use in demanding engineering applications. In this study, Cu-based hybrid metal matrix composites (MMCs) reinforced with hexagonal boron nitride (h-BN) and boron carbide (B4C) were fabricated via spark plasma sintering (SPS) to improve their mechanical and tribological performance. The h-BN content was fixed at 1 wt.% to ensure solid lubrication, while the B4C content was varied (0.25, 0.5, 0.75, and 1 wt.%) to examine its influence on the microstructural, mechanical, electrical, and wear properties of the composites. Microstructural analyses confirmed a homogeneous distribution of h-BN and B4C particles in the Cu matrix at low and moderate reinforcement levels, whereas excessive B4C resulted in partial agglomeration and reduced densification. All composites achieved relative densities above 95%, demonstrating the high densification efficiency of the SPS process. Hardness increased markedly with B4C addition due to dispersion strengthening and grain refinement, while electrical conductivity decreased slightly because of the insulating nature of the reinforcements. Tribological tests showed that the composite containing 0.75 wt.% B4C exhibited the best performance, with the lowest wear rate and stable friction behavior. Overall, the results indicate that co-reinforcing Cu with h-BN and B4C through SPS is a promising strategy for developing multifunctional materials suitable for electrical contact and sliding applications. Full article
(This article belongs to the Special Issue Microstructure and Characterization of Metal Matrix Composites)
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35 pages, 6084 KB  
Review
Advances in the Design and Development of Lightweight Metal Matrix Composites: Processing, Properties, and Applications
by Sónia Simões
Metals 2025, 15(12), 1281; https://doi.org/10.3390/met15121281 - 23 Nov 2025
Viewed by 1061
Abstract
Lightweight metal matrix composites (MMCs) continue to attract significant interest due to their potential to deliver high mechanical performance at reduced weight, meeting the increasing demands of aerospace, automotive and advanced manufacturing sectors. Among these systems, aluminum-, magnesium- and titanium-based MMCs stand out [...] Read more.
Lightweight metal matrix composites (MMCs) continue to attract significant interest due to their potential to deliver high mechanical performance at reduced weight, meeting the increasing demands of aerospace, automotive and advanced manufacturing sectors. Among these systems, aluminum-, magnesium- and titanium-based MMCs stand out for their favorable strength-to-weight ratios, corrosion resistance and versatility in processing. Although numerous studies have explored individual MMC families, the literature still lacks comparative reviews that integrate quantitative mechanical data with a broad evaluation of processing, microstructural control and application-driven performance. This review addresses these gaps by providing a comprehensive and data-driven assessment of lightweight MMCs. Recent advances in reinforcement strategies, hybrid architectures and processing routes—including friction stir processing, powder metallurgy and semi-solid techniques—are systematically examined. Emerging developments in syntactic metal foams and functionally gradient MMCs are analyzed in detail, along with practical considerations such as machinability, corrosion resistance, and high-temperature performance, integrated with AI/machine learning for predictive optimization. Overall, this work provides an integrated and critical perspective on the capabilities, limitations, and design trade-offs of lightweight MMCs, positioning them as sustainable and high-performance alternatives for extreme environments. By combining qualitative insights with quantitative meta-analyses and new experimental contributions, it offers a valuable reference for researchers and engineers seeking to optimize material selection and tailor the performance of MMCs for next-generation lightweight structures, surpassing previous reviews through holistic and innovation-driven insights. Full article
(This article belongs to the Special Issue Design and Development of Metal Matrix Composites (2nd Edition))
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16 pages, 3748 KB  
Article
Manufacturing of Diamond Tool Segments via Microwave–Hybrid Sintering
by Fernando A. Costa Oliveira, Pedro F. Borges, Adriano Coelho, Pedro M. Amaral and Jorge Cruz Fernandes
J. Manuf. Mater. Process. 2025, 9(11), 370; https://doi.org/10.3390/jmmp9110370 - 12 Nov 2025
Viewed by 712
Abstract
Microwave (MW) sintering offers a promising alternative to conventional heating in powder metallurgy, providing faster processing, lower energy consumption, and improved microstructural control. In the diamond tool industry—where cost-efficiency and competitiveness are critical—MW–hybrid sintering shows strong potential for producing segments designed for cutting [...] Read more.
Microwave (MW) sintering offers a promising alternative to conventional heating in powder metallurgy, providing faster processing, lower energy consumption, and improved microstructural control. In the diamond tool industry—where cost-efficiency and competitiveness are critical—MW–hybrid sintering shows strong potential for producing segments designed for cutting and polishing natural stone and construction materials. This study investigates the effects of sintering temperature, dwell time, and green density on the densification and mechanical properties of metal matrix composite (MMC) segments containing diamond particles. MW sintering reduced the optimum sintering temperature by 90–170 °C when compared to conventional free sintering. Under optimal conditions (57% green density, 820 °C, 5 min dwell), segments achieved ~95% densification and mechanical properties comparable to hot-pressed (HP) samples. Although MW–hybrid sintered matrices exhibited slightly lower Young’s modulus (~15%) and Vickers hardness (~20%), their flexural strength and fracture toughness remained comparable to HP counterparts. Overall, MW hybrid sintering provides a cost-effective, energy-efficient, and scalable route for fabricating high-performance diamond tool segments, supporting both economic viability and sustainable, competitive manufacturing. Full article
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35 pages, 3549 KB  
Review
Multimatrix Composite Materials for Rocket Nozzle Manufacturing: A Comparative Review
by Mohammed Meiirbekov, Mukhammed Sadykov, Assem Kuandyk, Marat Nurguzhin, Marat Janikeyev, Partizan Gulmaira, Laura Mustafa and Nurmakhan Yesbolov
Polymers 2025, 17(21), 2946; https://doi.org/10.3390/polym17212946 - 4 Nov 2025
Cited by 1 | Viewed by 2059
Abstract
Rocket engine nozzle blocks operate under extreme thermal and oxidative loads, requiring materials with high temperature resistance, dimensional stability, and a predictable lifetime without active cooling. This review provides a comparative overview of multimatrix composite materials-including C/C, C/SiC, SiC/SiC, MMC, and polymer-based ablative [...] Read more.
Rocket engine nozzle blocks operate under extreme thermal and oxidative loads, requiring materials with high temperature resistance, dimensional stability, and a predictable lifetime without active cooling. This review provides a comparative overview of multimatrix composite materials-including C/C, C/SiC, SiC/SiC, MMC, and polymer-based ablative systems-representing the full spectrum of materials used in non-cooled rocket nozzles. The study highlights the evolutionary continuum from polymeric ablative systems to carbon, ceramic, and metallic matrices, demonstrating how each class extends operational limits in temperature capability, reusability, and structural integrity. Polymer and ablative composites serve as the foundation of thermal protection through controlled ablation and insulation, while carbon- and ceramic-based systems ensure long-term performance at ultra-high temperatures (>1600 °C). MMCs bridge these classes by combining strength, impact toughness, and thermal conductivity in transition zones. Particular attention is given to manufacturing technologies such as PIP, CVI, LPI, RS, powder metallurgy, casting, diffusion bonding, and filament winding, emphasizing their effect on microstructure, porosity, and lifetime. A practical selection matrix linking nozzle zones, mission profiles, and composite types is proposed, outlining trade-offs among performance, mass, lifetime, and manufacturability, and guiding the design of next-generation thermal protection and propulsion systems based on the multimatrix concept. Full article
(This article belongs to the Special Issue Polymer Composites: Design, Manufacture and Characterization)
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14 pages, 5290 KB  
Article
Numerical Investigation on Effect of Chamfering on Mechanical Behaviors in Continuous Network Composite
by Tao Li, Tianzi Wang, Jianchao Li, Cheng Liu, Bowen Gong, Wenting Ouyang, Likun Wang, Sainan Ma, Zhong Zheng, Bo Yuan, Huan Wang and Xiang Gao
Materials 2025, 18(20), 4810; https://doi.org/10.3390/ma18204810 - 21 Oct 2025
Viewed by 520
Abstract
The network architecture has demonstrated considerable potential for enhancing the strength–ductility synergy in metal matrix composites (MMCs). Intuitively, the intersections of network layers are expected to induce a stress concentration, leading to premature brittle fractures. Introducing chamfers to round the network cells may [...] Read more.
The network architecture has demonstrated considerable potential for enhancing the strength–ductility synergy in metal matrix composites (MMCs). Intuitively, the intersections of network layers are expected to induce a stress concentration, leading to premature brittle fractures. Introducing chamfers to round the network cells may mitigate the local stress concentration and thereby improve elongation. Here, a numerical simulation framework was developed to investigate the effect of chamfering on the mechanical behavior of a three-dimensional (3D) continuous SiC3D/Al composite with a network architecture. A Voronoi tessellation algorithm was employed to generate the continuous network structural SiC phase. By inducing ductile and brittle damage criterions in the matrix and reinforcement elements, respectively, the mechanical behavior can be predicted via the finite element method (FEM). The predicted mechanical properties reveal an unexpected trend: chamfering results in a simultaneous reduction in both strength (from 367 MPa to 312 MPa) and elongation (from 4.1% to 2.0%). With chamfering, the enlarged intersection of the network layer bears a lower load, whereas the narrower network plates exhibit higher stress concentrations. As a result, the overall load-bearing capacity of the SiC3D reinforcement decreases monotonically with an increasing chamfer size f. Furthermore, the non-uniform stress distribution promotes the premature fracture of the SiC3D, which reduces elongation. Additionally, the crack deflection behavior is suppressed in the chamfered models, leading to decreasing energy dissipation. This unanticipated outcome highlights an important architectural design principle: maintaining uniform geometric dimensions is critical for achieving optimal composite performance. Full article
(This article belongs to the Section Metals and Alloys)
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7 pages, 194 KB  
Editorial
Alloy Strengthening Mechanisms, Microstructure Control, and Performance Optimization
by Hongling Zhou and Keqin Feng
Materials 2025, 18(20), 4808; https://doi.org/10.3390/ma18204808 - 21 Oct 2025
Cited by 1 | Viewed by 660
Abstract
Alloys and metal matrix composites (MMCs) are fundamental enablers of technological progress across critical engineering sectors, including aviation, aerospace, marine, automotive, and advanced electronics [...] Full article
27 pages, 16085 KB  
Article
The Mechanical Properties, Microstructure Analysis and Damage Behavior of AlMg7 Matrix Composites Reinforced with α-Al2O3 Particles
by Adam Kurzawa
Appl. Sci. 2025, 15(20), 11173; https://doi.org/10.3390/app152011173 - 18 Oct 2025
Viewed by 566
Abstract
This research investigated the influence of volume fraction (30 vol.% and 40 vol.%) and particle size α-Al2O3 on the physical and mechanical properties of AlMg7 composites manufactured by the squeeze casting technique. The aim of the study was to characterize [...] Read more.
This research investigated the influence of volume fraction (30 vol.% and 40 vol.%) and particle size α-Al2O3 on the physical and mechanical properties of AlMg7 composites manufactured by the squeeze casting technique. The aim of the study was to characterize the microstructure, hardness, density, tensile strength (σmax), compressive strength (σcmax), and impact strength, with a discussion of the mechanisms of destruction. The obtained materials exhibited very low porosity (below 2%), confirming the high efficiency of the ceramic preforms infiltration process. It was found that both hardness and tensile strength increase with decreasing size of the reinforcing particles. The highest growth in hardness at 113% was observed for the composite with 40 vol.% of F1200 particles, while the highest tensile strength, 341 MPa, was noted for materials with 30 vol.% of the same fraction of α-Al2O3 particles. In the case of compressive strength, the opposite relationship was observed, where an increase in volume fraction to 40% resulted in a significant rise in σcmax to 522 MPa. The tests also indicated that an increase in the proportion of the brittle ceramic phase radically reduces the impact strength of composites compared to the matrix, which is typical for composite materials with a metallic matrix. Microstructure analysis of the fractures revealed that the mechanism of destruction depends on the type of load and the size and proportion of particles, which is reflected in the transition from transcrystalline cracking to delamination at the phase boundary. The results confirm that the strengthening processes of composites depend on the effective transfer of stresses at the microscopic level. Full article
(This article belongs to the Special Issue Recent Advances in Foundry Engineering and Technology)
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16 pages, 3355 KB  
Article
Mechanical and Microstructural Investigations of AA2124/SiC Metal Matrix Composites After Creep
by Agnieszka Rutecka, Katarzyna Makowska and Zbigniew Ludwik Kowalewski
Materials 2025, 18(19), 4495; https://doi.org/10.3390/ma18194495 - 27 Sep 2025
Cited by 2 | Viewed by 669
Abstract
The AA2124 aluminium alloy-based metal matrix composites (MMCs) reinforced with the silicon carbide (SiC) were examined under tensile creep at 300 °C. The tests were carried out for the materials of different SiC particle size (3 µm and 0.6 µm) and amount (17 [...] Read more.
The AA2124 aluminium alloy-based metal matrix composites (MMCs) reinforced with the silicon carbide (SiC) were examined under tensile creep at 300 °C. The tests were carried out for the materials of different SiC particle size (3 µm and 0.6 µm) and amount (17 vol.% and 25 vol.%). Creep curves under different constant stresses are presented. A high stress sensitivity of the composites tested was identified for a very narrow range of stress values. As a result, a threshold stress range separating the slow and fast creep stages was easily identified at around 5 Mpa for the composite with a larger SiC particle size and lower content and around 1 Mpa for the two other composites. It means that a very small change in stress applied to the structural element at elevated temperatures may lead to its very rapid collapse or even the destruction of the whole structure. The experimental programme was supplemented by the microstructural observations carried out using the scanning electron microscopy providing data necessary for better understanding the damage mechanisms of the material subjected to creep. An influence of voids on the mechanical response and fracture zones was identified. Attention was paid to the nature of degradation of the composites. Full article
(This article belongs to the Special Issue Mechanical Behavior of Advanced Composite Materials and Structures)
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14 pages, 4634 KB  
Article
Functionally Graded WC-Reinforced Stainless-Steel Composites via Casting: Microstructure and Wear Performance
by Aida B. Moreira, Laura M. M. Ribeiro and Manuel F. Vieira
J. Compos. Sci. 2025, 9(9), 495; https://doi.org/10.3390/jcs9090495 - 12 Sep 2025
Viewed by 926
Abstract
This study presents an effective route for producing functionally graded metal matrix composites with enhanced abrasion wear resistance by incorporating ex situ Fe–WC preforms into austenitic stainless-steel castings. The preforms, produced by cold-pressing mixed WC and Fe powders, were positioned in the desired [...] Read more.
This study presents an effective route for producing functionally graded metal matrix composites with enhanced abrasion wear resistance by incorporating ex situ Fe–WC preforms into austenitic stainless-steel castings. The preforms, produced by cold-pressing mixed WC and Fe powders, were positioned in the desired locations in sand molds and reacted in situ with the molten steel during casting. This process generated a metallurgically bonded reinforcement zone with a continuous microstructural and compositional gradient, characteristic of a Functionally Graded Material (FGM). Near the surface, the microstructure consisted of a martensitic matrix with WC particles and (W,Fe,Cr)6C carbides, while towards the base metal, it transitioned to austenitic dendrites with an interdendritic network of Cr- and W-rich carbides, including (W,Fe,Cr)6C, (Fe,Cr,W)7C3, and (Fe,Cr,W)23C6. Vickers hardness measurements revealed surface-adjacent values (969 ± 72 HV 30) approximately six times higher than those of the base alloy, and micro-abrasion tests demonstrated a 70% reduction in micro-abrasion wear rate in the reinforced zones. These findings show that WC dissolution during casting enables tailored hardness and abrasion wear performance, offering an accessible manufacturing solution for high-demand mechanical environments. Full article
(This article belongs to the Special Issue Functional Composites: Fabrication, Properties and Applications)
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21 pages, 2401 KB  
Article
Comparative Evaluation of the Tribological Performance of Al-MMC and GCI Brake Rotors Through AK Master Dynamometer Testing
by Samuel A. Awe and Lucia Lattanzi
Lubricants 2025, 13(9), 380; https://doi.org/10.3390/lubricants13090380 - 26 Aug 2025
Viewed by 1309
Abstract
The increasing demand for lightweight and high-performance brake rotors has led to the exploration of aluminum–metal matrix composites (Al-MMCs) as alternatives to conventional cast iron rotors. This study evaluated the tribological performance of squeeze-cast Al-MMC brake rotors using an AK Master dynamometer test [...] Read more.
The increasing demand for lightweight and high-performance brake rotors has led to the exploration of aluminum–metal matrix composites (Al-MMCs) as alternatives to conventional cast iron rotors. This study evaluated the tribological performance of squeeze-cast Al-MMC brake rotors using an AK Master dynamometer test and compared it with that of conventional gray cast iron (GCI) rotors. The Al-MMC rotors demonstrated stable coefficients of friction (CoFs) with reduced wear rates, compared to the GCI rotors. Surface analysis identified the predominant wear mechanisms, including abrasive and oxidative wear. The Al-MMC rotors exhibited sensitivity to pressure and speed, with a CoF range of 0.35–0.47 that decreased at higher pressures and speeds, whereas the GCI rotors maintained a stable CoF range of 0.38–0.44. At elevated temperatures, the GCI rotors displayed superior thermal stability and fade resistance compared to the Al-MMCs, which experienced a 40–60% loss in CoF. Wear analysis indicated material transfer from brake pads to Al-MMC rotors, resulting in protective tribofilm formation, whereas GCI rotors exhibited conventional abrasive wear. These findings highlight the potential of squeeze-cast Al-MMCs for automotive braking applications, offering advantages in weight reduction and wear resistance, but also suggest the need for further material optimization to enhance high-temperature performance and friction stability. Full article
(This article belongs to the Special Issue Recent Advancements in Friction Research for Disc Brake Systems)
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4 pages, 166 KB  
Editorial
Design and Development of Metal Matrix Composites
by Sónia Simões
Metals 2025, 15(8), 848; https://doi.org/10.3390/met15080848 - 29 Jul 2025
Cited by 2 | Viewed by 924
Abstract
Metal Matrix Composites (MMCs) constitute a class of advanced materials distinguished by their exceptional mechanical, thermal, and tribological properties, offering significant advantages over conventional metals and alloys [...] Full article
(This article belongs to the Special Issue Design and Development of Metal Matrix Composites)
23 pages, 4707 KB  
Article
Fabrication of Novel Hybrid Al-SiC-ZrO2 Composites via Powder Metallurgy Route and Intelligent Modeling for Their Microhardness
by Pallab Sarmah, Shailendra Pawanr and Kapil Gupta
Ceramics 2025, 8(3), 91; https://doi.org/10.3390/ceramics8030091 - 19 Jul 2025
Cited by 1 | Viewed by 1283
Abstract
In this work, the development of Al-based metal matrix composites (MMCs) is achieved using hybrid SiC and ZrO2 reinforcement particles for automotive applications. Powder metallurgy (PM) is employed with various combinations of important process parameters for the fabrication of MMCs. MMCs were [...] Read more.
In this work, the development of Al-based metal matrix composites (MMCs) is achieved using hybrid SiC and ZrO2 reinforcement particles for automotive applications. Powder metallurgy (PM) is employed with various combinations of important process parameters for the fabrication of MMCs. MMCs were characterized using scanning electron microscopy (SEM), X-ray diffractometry (XRD), and a microhardness study. All XRD graphs adequately exhibit Al, SiC, and ZrO2 peaks, indicating that the hybrid MMC products were satisfactorily fabricated with appropriate mixing and sintering at all the considered fabrication conditions. Also, no impurity peaks were observed, confirming high composite purity. MMC products in all the XRD patterns, suitable for the desired applications. According to the SEM investigation, SiC and ZrO2 reinforcement components are uniformly scattered throughout Al matrix in all produced MMC products. The occurrence of Al, Si, C, Zr, and O in EDS spectra demonstrates the effectiveness of composite ball milling and sintering under all manufacturing conditions. Moreover, an increase in interfacial bonding of fabricated composites at a higher sintering temperature indicated improved physical properties of the developed MMCs. The highest microhardness value is 86.6 HVN amid all the fabricated composites at 7% silica, 14% zirconium dioxide, 500° sintering temperature, 90 min sintering time, and 60 min milling time. An integrated Particle Swarm Optimization–Support Vector Machine (PSO-SVM) model was developed to predict microhardness based on the input parameters. The model demonstrated strong predictive performance, as evidenced by low values of various statistical metrics for both training and testing datasets, highlighting the PSO-SVM model’s robustness and generalization capability. Specifically, the model achieved a coefficient of determination of 0.995 and a root mean square error of 0.920 on the training set, while on the testing set, it attained a coefficient of determination of 0.982 and a root mean square error of 1.557. These results underscore the potential of the PSO-SVM framework, which can be effectively leveraged to optimize process parameters for achieving targeted microhardness levels for the developed Al-SiC-ZrO2 Composites. Full article
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