ICMCTF 2026 Session MC1-2-FrM: Friction, Wear, Lubrication Effects, & Modeling II

Friday, April 24, 2026 8:00 AM in Room Palm 3-4
Friday Morning

Session Abstract Book
(299 KB, Feb 21, 2026)
Time Period FrM Sessions | Abstract Timeline | Topic MC Sessions | Time Periods | Topics | ICMCTF 2026 Schedule

Start Invited? Item
8:00 AM MC1-2-FrM-1 Active Friction and Wear Control in a-C:Cr Films: Electrical Current and Polarity Effects on Catalytic Graphitization
Newton K. Fukumasu, Miguel R. Danelon (University of São Paulo); Abrar Faiyad, Ashlie Martini (University of California Merced); Cherlio Scandian (Federal University of Espirito Santo); Roberto M. Souza (University of São Paulo)
Diamond-Like Carbon (DLC) films are established protective coatings for severe contact conditions, yet their tribological response under active electrical currents involves under-explored physical mechanisms. This study investigates the friction and wear behavior of Cr-doped (a-C:Cr) and undoped a-C films under reciprocating sliding with simultaneous electrical current passage. Tests were performed in dry conditions, using AISI 52100 steel balls against coated glass substrates under anodic (positive plane) and cathodic (negative plane) polarizations, applying a 10 N normal load, 4 mm stroke, and a constant current of 100 mA for the electrified cases. While undoped DLC exhibited inert behavior, resulting in a friction coefficient (COF) of 0.15 regardless of electrical conditions, Cr-doped films demonstrated a friction reduction, down to 0.05, and significant responsiveness to the applied current. Although instrumented indentation and microscopy indicated slightly lower hardness and more visible wear marks for a-C:Cr compared to the undoped film, the tribological behavior is attributed to a local shear-induced phase transformation mechanism. Raman spectroscopy of the a-C:Cr wear tracks under cathodic polarization revealed an intense 2D peak, characteristic of ordered, multilayer graphene-like structures. This result provides evidence that Cr catalytically lowers the activation energy for graphitization, activated by local heating and electron flow. Conversely, anodic polarization resulted in clean wear tracks and stable low friction, suggesting a distinct equilibrium between tribofilm formation and oxidative removal. Reactive Molecular Dynamics simulations supported these findings, elucidating atomistic pathways where Cr clusters facilitate bond rehybridization under combined shear and electrochemical stress. These results demonstrate that the tribological performance of a-C:Cr can be actively tuned, enabling "on-demand" low-friction regimes through electrically assisted catalytic graphitization.
8:20 AM MC1-2-FrM-2 Bubble-Assisted Electrochemical MXenes as Novel Sustainable Solid Lubricant
Pierluigi Bilotto (Vienna University of Technology); Marko Piljević (AC2T Research GmbH, Austria); Markus Ostermann, Edoardo Marquis (Vienna University of Technology); Manel Rodriguez Ripoll (AC2T Research GmbH, Austria); Carsten Gachot (Vienna University of Technology)

Two-dimensional materials (2DMs) exhibit extraordinary properties due to their dimensionality. Specifically, Titanium Carbide (Ti3C2Tx) of the MXene family, has been explored in tribology as additives to lubricants or as solid lubricant. [1] However, Ti3C2Tx is often synthesized by employing hazardous chemicals, limiting a true industrial implementation of MXenes. Sustainable methods to produce MXenes are being explored. Electrochemistry is the most promising, but it is often limited by a low effective yield.

We proposed for the first time a novel electrochemical method (pulsed voltammetry) to produce electrochemical MXenes (EC-MXene).[2] EC-MXene express tribological performances, which we detail by combining extensive surface analytics with DFT calculations.[3]

Extensive surface analytics (Raman, TEM, EELS, AFM, LEIS, XRD, and XPS) are used to confirm that the product is Ti3C2Tx. The same techniques are employed to characterize the wear tracks formed on an EC-MXene coated steel sample against three different counterbodies (Si3N4, Al2O3, and Steel). DFT calculations are used to extract the work of adhesion of EC-MXene against a model of the three counterbodies.[3]

To summarize,surface nanobubbles formed on the working electrode are able to reactivate the MAX interface, improving the etching efficiency and delivering MXenes with less -F termination and more -O presence. EC-MXenes present tribological performances like the one reported for classical MXene, while demonstrating a positive environmental trade-off. The tribological mechanisms relies on the transfer of an EC-MXene film onto the counterbody resulting in a shift of the sliding plane from a counterbody/coating to an EC-MXene/EC-MXene configuration.

[1] P. G. Grützmacher et al. “ The Promise of Solid Lubricants for a Sustainable Future.” Adv. Mater. (2025): doi.org/10.1002/adma.202500867

[2] Ostermann, M., Piljevic´, et al., Pulsed Electrochemical Exfoliation for an HF-free sustainable MXene Synthesis. Small. (2025) 21, 2500807

[3] Piljević M., et al., Electrochemically synthesized MXenes as sustainable solid lubricants: Mechanistic insights into tribofilm formation and interfacial dynamics. Carbon, 2026, 248

8:40 AM MC1-2-FrM-3 Tribological Performance of Sputter-Deposited MoS2 Coatings with Varying Process Gases
Tomas Babuska, Alexander Mings, Steven Larson, John Curry, David Adams (Sandia National Laboratories)

Sputter-deposited molybdenum disulfide (MoS2) coatings have been used for decades in aerospace applications due to their ultra-low steady-state coefficients of friction (µss < 0.05). Developing MoS2 coatings for demanding applications with predictable and reliable performance over time (i.e., high-quality) requires tuning the coating microstructure through process variations. In this work, we explore process-structure-property-performance relationships of pure MoS2 solid lubricant coatings where coatings are sputter deposited using different process gases. Helium, kypton, neon, argon and xenon are used to sputter deposit MoS2 of varying morphologies, and the impact on critical performance traits such as initial friction, run-in, and aging resistance are studied. SNL is managed and operated by NTESS under DOE NNSA contract DE-NA0003525.

9:00 AM Invited MC1-2-FrM-4 Effect of Ta Content in ta-C:Ta Coatings on the Machining Performance of Aluminum Alloy
Kosuke Suzuki (Mitsubishi Materials Corporation); Takayuki Tokoroyama, Ruixi Zhang, Noritsugu Umehara (Nagoya University); Shun Sato, Kenji Yumoto (Mitsubishi Materials Corporation)

In recent years, demand for lightweight materials in the automotive and aerospace industries has increased, leading to a growing need for machining aluminum alloys. In aluminum alloy machining, Diamond-Like Carbon (DLC) coatings—especially hydrogen-free tetrahedral amorphous carbon (ta-C) coatings—are widely used due to their excellent wear resistance and low friction, which help suppress material adhesion and tool wear caused by hard Si particles in the alloy.

However, under more severe machining conditions, further improvements in coating performance are required to extend tool life, especially in terms of wear resistance and delamination resistance. One of the representative approaches for such performance enhancement is the addition of transition metal elements to DLC coatings, and numerous studies have been reported in this area. Among these, tantalum (Ta) is known to form strong covalent bonds with carbon and is expected to achieve both mechanical strength and improved adhesion strength through the reduction of residual compressive stress.Nevertheless, studies on its influence on machining performance remain limited.

In this study, tantalum-doped ta-C (ta-C:Ta) coatings with varying Ta contents were fabricated, and the correlation between Ta content and coating properties, as well as its effect on the drilling performance of aluminum alloy (ADC12), was systematically evaluated.

For each coating, microstructural analysis and residual stress measurements were conducted, along with ball-on-disk friction tests and scratch tests. Additionally, aluminum alloy cutting tests were performed to evaluate wear resistance and cutting force. As a result, the friction coefficient and specific wear rate tended to increase with higher Ta content in the friction tests. On the other hand, the scratch tests showed an increase in critical load, and a correlation between critical load and residual compressive stress was confirmed. Observations of the scratch marks revealed that ta-C:Ta coatings exhibited smaller delamination areas compared to undoped ta-C coatings. The dispersed structure of TaC nanocrystals observed in the ta-C:Ta coatings is suggested to suppress delamination propagation and contribute to improved toughness.

In the cutting tests, the coating containing 1.1 at.% Ta demonstrated the best wear resistance and lowest cutting force by significantly suppressing chipping while maintaining resistance to abrasive wear. These results suggest that controlling residual stress through appropriate Ta addition and enhancing toughness via fine TaC structures are effective strategies for improving tool life in aluminum alloy machining.

9:40 AM MC1-2-FrM-6 Tailoring Titanium Nitride Thin Film on Magnesium Substrate to Improve Adhesion and Tribological Performance
Thiago Gontarski, Bruno Pereira (Pontifícia Universidade Católica do Paraná); Richard Chromik (McGill University, Canada); Ricardo Torres, Paulo Soares (Pontifícia Universidade Católica do Paraná)
Magnesium (Mg) alloys are attractive materials for biomedical, automotive, and aerospace applications due to their low density and high specific strength. However, their poor wear and corrosion resistance remain major limitations for long-term use. In this work, titanium nitride (TiN) thin films were deposited on Mg-Y-RE magnesium alloy using magnetron sputtering to improve adhesion and tribological performance. Two main variables were investigated: (i) the substrate bias voltage, comparing DC and pulsed modes, and (ii) the presence of a graded TiN interlayer. The coatings were characterized by X-ray diffraction (XRD) to analyze the crystalline structure, scanning electron microscopy (SEM) for surface morphology, and energy-dispersive spectroscopy (EDS) for chemical composition. Mechanical properties were evaluated by nanoindentation to determine hardness and elastic modulus, while adhesion was assessed through scratch testing. Tribological performance was examined using a ball-on-plate tribometer, and the wear scars were quantified by white light interferometry (WLI) to calculate the wear volume. The results indicate that the optimal configuration for enhancing both adhesion and tribological properties is the combination of pulsed bias with a graded TiN architecture. These findings highlight the importance of tailoring both bias voltage and film architecture to optimize the mechanical and tribological behavior of TiN-coated magnesium alloys.
10:00 AM BREAK
10:20 AM MC1-2-FrM-8 Mxene Based Functionalisation of Ceramic Coatings Produced by Plasma Electrolytic Oxidation of Light Alloys
Tess Knowles, Aleksey Rogov, Nicolas Laugel, David Lewis, Aleksey Yerokhin (University of Manchester, UK)

Plasma electrolytic oxidation (PEO) is an advanced surface treatment method used to produce stable barrier oxide coatings on light alloys. This coating technique is advantageous due to its simplicity and environmental benefits compared to relative methods such as anodising and promising for applications across many sectors including aerospace, automotive and biomedical. However, conventional PEO coatings have limitations to many areas of performance as they can only do so much as a passive protective layer. For this reason, it is important to further engineer the coating system to enhance the most beneficial behaviours and improve coating functionality.

An area that PEO is often used is for enhancement of wear resistance of aluminium alloys in sliding contact applications. PEO coatings must be modified to adapt tribological behaviour to changing environment, temperature and loading conditions. In these situations the main option is to add adaptive lubricants to the oxide coating to reduce friction and improve the overall performance of the component, some common examples being graphite or molybdenum disulphide based solid lubricants. These are capable of vastly reducing the friction coefficients [1] but encounter limitations under increased loading as they can delaminate due to weak interlayer bonding [2], with detrimental effects on coating longevity.

To address this problem, we investigate the application of MXene based solid lubricants on PEO coated Al alloys. MXenes are an innovative class of 2D inorganic materials with increased bonding strength between the layers of transition metal compounds making up their structure. To improve the compatibility between the PEO base and MXene top layer, in the first part of our work, we optimise the surface characteristics and properties of the PEO coating, adapting the surface texture and porosity to allow for better adherence and retention of the dry lubricant in sliding tribological contacts. Subsequent experiments include reciprocating sliding wear tests against steel and ceramic substrates, under hertzian contact pressures up to 1 GPa in dry and wet environments. The tribological behaviour and wear mechanisms are investigated by confocal microscopy, Raman spectroscopy and cross-sectional microanalysis. The key factors influencing the adaptive tribological performance of MXene-functionalised PEO coating systems are discussed with recommendations on further research directions made.

References

[1] A. Shirani, et. al., Surface and Coatings Technology, 2020, 397,126016.

[2] M. Lin, et. al., Tribology International, 2021,154, 106723.

10:40 AM MC1-2-FrM-9 Experimental Investigation of Friction, Wear, and Dielectric Behavior of Hybrid Polymer Nanocomposites for Insulated Bearings with Machine Learning Assisted Optimization
Unnati Joshi, Anand Joshi, Vishal Mehta, Jaivik Pathak, Pranav Rathi (Parul University)
The present research reports the development and comprehensive investigation of polymer based hybrid nanocomposites composed of Graphene Oxide (GO) and Copper Oxide (CuO) nanoparticles reinforced Polyether ether ketone (PEEK), designed for multifunctional efficacy in advanced high speed electromechanical system applications, including insulated bearings. The objective was to improve the friction-wear characteristics and dielectric properties of the base PEEK polymer. The suitability of the hybrid nanocomposites for insulated bearing applications were evaluated by examining the dielectric constant, dielectric loss, wear rate, and coefficient of friction. Structural and morphological properties were characterized using SEM, EDS, XRD, and FTIR. In this study, the friction, wear and dielectric properties of PEEK based nanocomposites containing 5 wt% Graphene Oxide and varying Copper Oxide nanoparticle contents (1 to 5 wt%) were experimentally investigated. Among all the compositions that were examined, the nanocomposite containing 5 wt.% GO and 5 wt.% CuO nanoparticles demonstrated the highest R² value of 88% for wear resistance and 93% for coefficient of friction, thereby validating its optimal performance level and operational stability. The simultaneous enhancements that result from the combination of CuO and GO are indicative of improved surface strength. Furthermore, the machine learning regression models, including Random Forest, XGBoost, and Extra Tree, have exhibited exceptional predictive capabilities for wear and friction forces. The Extra Tree model, in particular, achieved near-perfect accuracy (R² = 0.9999) and identified load as the most influential factor. Also, the dielectric constant (ε′) and dielectric loss (ε″) were predicted and modelled using these machine learning models. The analysis demonstrated that the highest ε′ was achieved at 2 wt% Copper Oxide as a result of increased interfacial polarisation, while the most stable dielectric loss (ε″) was achieved at 3 and 4 wt% Copper Oxide. The Extra Trees algorithm consistently exhibited superior predictive accuracy and generalisation capability among all the models. This demonstrates that the wear resistance, coefficient of friction, and dielectric behaviour of the composites, were substantially influenced by the synergistic interaction between Graphene Oxide and Copper Oxide nanoparticles. This research advances durable, high performance insulating materials for next-generation electromechanical systems, supporting SDG 9. It also promotes SDG 12 by supporting the design of affordable, durable materials that reduce material waste and enhance industrial component energy efficiency.
11:00 AM MC1-2-FrM-10 Atomistic Mechanisms of Carbon Film Formation in Tribological Conditions Explored by Machine Learning Molecular Dynamics
Lorenzo Razzolini, Alberto Pacini (University of Bologna); Mauro Ferrario (University of Modena and Reggio Emilia); Maria Clelia Righi (University of Bologna)

Carbon films can form under tribological conditions through tribochemical reactions, which are chemical reactions assisted by mechanical stresses that promote the formation and dissociation of carbon-based molecules present at the interface, as well as their recombination at the interface.

In the past, we have shown—through both ab initio molecular dynamics (MD) simulations—that graphene films can form from methane due to the dissociation of the molecule and the formation of carbon chains that interconnect, initially generating an amorphous film. Subsequently, under the combined action of load and shear, rehybridization of the carbon atoms occurs, leading to the formation of graphene films [1].

Similarly, we have demonstrated that, starting from graphene flakes or from aromatic molecules of vegetal origin, graphene films can be obtained through the polymerization of these molecules under tribological conditions [2].

In both cases, the formation of the tribofilm is accompanied by a rapid decrease in friction as well as wear.

With the advent of machine learning potentials —which makes it possible to significantly increase the computational efficiency of MD simulations while maintaining their accuracy—we have been able to perform large scale simulations of sliding interfaces and identify key atomistic mechanisms of tribofilm formation screening different types of carbon-based molecules [3].

[1] G. Ramirez, O. L. Eryilmaz, G. Fatti, M.C. Righi, J. Wen, and A. Erdemir, Tribochemical Conversion of Methane to Graphene and Other Carbon Nanostructures: Implications for Friction and Wear, ACS Applied Nano Materials 3, 8060 (2020).

[2] Y. Long, A. Pacini, M. Ferrario, N. Van Tran, S. Peeters, B. Thiebaut, S. Loehlé, J.M. Martin, M.C. Righi, and M.I. De Barros Bouchet, Superlubricity from mechanochemically activated aromatic molecules of natural origin: A new concept for green lubrication, Carbon 228, 119365 (2024).

[3] L. Razzolini, A. Pacini, M. Ferrario and M. C. Righi, article in preparation based on the master thesis Degradation of hydrocarbon oil at sliding iron interfaces, University of Bologna (2025).

11:20 AM MC1-2-FrM-11 Influence of TiNbN PVD Coating on Cutting Force Reduction during End Milling of Al/Si₃C Metal Matrix Composites
Akash Shukla (Parul University)
Machining of particle-reinforced aluminum matrix composites (AMCs) is constrained by very high cutting forces, intense tool – workpiece interactions and accelerated tool wear due to the hard ceramic reinforcements. The objective of this study is to experimentally evaluate the effects of various cutting speeds (2500 to 3500 rpm) and feed rates (1200 to 1300 mm/min) on the cutting force characteristics during end milling of an Al/Si₃C metal matrix composite with respect to the influence of tool surface engineering using physical vapor deposition (PVD) coatings. The study involved a comparative study of both an uncoated carbide insert and a TiNbN PVD coated carbide insert while end milling under the aforementioned variables. The cutting force components in the feed, normal and axial directions were measured with a piezoelectric milling dynamometer. These measurements allowed for the evaluation of the tribo-mechanical characteristics at the tool – chip – workpiece interface. The uncoated carbide insert exhibited substantially higher total cutting forces compared to the TiNbN-coated carbide insert under all conditions of cutting speed and feed rate. Maximum cutting forces of greater than 500 kgf were measured at high cutting speeds for the uncoated carbide insert, suggesting that the composite material's abrasive interaction with Si₃C particles is very pronounced for the uncoated carbide insert and the friction at the tool – workpiece interface is greater than for the TiNbN-coated carbide insert. Resultingly, the TiNbN-coated carbide insert reduced the total cutting forces compared to the uncoated carbide insert at all cutting speeds and feed rates by as much as ~85% at the highest cutting speed of 3500 rpm. The observed force reduction is attributed to the high hardness, thermal stability, and reduced coefficient of friction associated with the TiNbN coating, which collectively enhance load-bearing capacity and mitigate adhesion and abrasion during machining. The results highlight the critical role of advanced PVD coatings in improving tribological performance and machining stability of MMCs, supporting their application in high-speed and high-productivity manufacturing environments.
Session Abstract Book
(299 KB, Feb 21, 2026)
Time Period FrM Sessions | Abstract Timeline | Topic MC Sessions | Time Periods | Topics | ICMCTF 2026 Schedule