A review of recent advances and applications of machine learning in tribology

AT Sose, SY Joshi, LK Kunche, F Wang… - Physical Chemistry …, 2023 - pubs.rsc.org
In tribology, a considerable number of computational and experimental approaches to
understand the interfacial characteristics of material surfaces in motion and tribological …

Tribological application of nanocomposite additives in industrial oils

M Bukvić, S Gajević, A Skulić, S Savić, A Ašonja… - Lubricants, 2023 - mdpi.com
The demand for an improvement in the tribological properties of lubricants used in various
industrial plants, the automotive industry, and other power transmissions has resulted in the …

[HTML][HTML] Tribological enhancement of potential electric vehicle lubricants using coated TiO2 nanoparticles as additives

JML del Río, F Mariño, ER López… - Journal of Molecular …, 2023 - Elsevier
This work presents the antifriction and antiwear properties of TiO 2 nanoparticles coated with
oleic acid, TiO 2-OA, as additives of a low viscosity polyalphaolefin base oil, PAO8. To find …

Recent progress in electrically conductive and thermally conductive lubricants: a critical review

B Bustami, MM Rahman, MJ Shazida, M Islam… - Lubricants, 2023 - mdpi.com
Electrically as well as thermally conductive lubricants have drawn considerable attention
and are an emerging research topic because they have unique advantages and advanced …

Fabrication of Vanadium Oxide‐encapsulated Hybrid Carbon Nanospheres for Enhanced Tribological Performance

S Liu, S Li, Y Wang, S Xue, S Liu, Q Ye, F Zhou, W Liu - Small, 2024 - Wiley Online Library
A new sulfur‐containing carbon nanospheres encapsulated with vanadium oxide (V@ SCN)
is synthesized through a one‐pot oxidation polymerization and then carbonization method …

Experimental investigation of the tribological behaviors of carbon fiber reinforced polymer composites under boundary lubrication

C Birleanu, M Pustan, G Pop, M Cioaza, F Popa… - Polymers, 2022 - mdpi.com
Friction and wear experiments were performed on carbon fiber-reinforced polymer (CFRP)
composites, and the tribological behavior of these materials under boundary lubrication …

TiO2 Nanoparticles Coated with Nitrogen-Doped Amorphous Carbon as Lubricant Additives in Engine Oil

S Srivastava, N Ranjan, K Muthusamy… - ACS Applied Nano …, 2023 - ACS Publications
Nanoparticle-dispersed lubricants reduce friction and wear of tribo-pairs by providing
nanoscale polishing and asperity filling mechanisms. But these particles also have an …

Anti-wear (AW) and extreme-pressure (EP) behavior of jojoba oil dispersed with green additive CaCO3 nanoparticles

T Kulkarni, B Toksha, A Chatterjee, J Naik… - Journal of Engineering …, 2023 - Springer
Lubricating approaches involving nanoparticles have a significant role in reducing friction
and wear. Reducing friction is crucial for preserving energy, minimizing emissions, and …

[HTML][HTML] Utilizing cellulose nanofibers to enhance spent engine oil performance: A sustainable environmental solution

M Taha, HM Mousa, H Alfadhel, EA Nasr… - Results in …, 2024 - Elsevier
Spent engine oil is a major source of environmental pollution that affects the aquatic
ecosystem and human health. Cellulose nanofibers (CNF) are natural nanomaterials that …

Electronic-Control Friction Behavior of Porous Metal–Organic Framework@ Ag Nanocrystals as Self-Repairing Lubricant Additive

Y Wang, G Zhang, D Yang, Y Li, W Yin… - ACS Applied Materials …, 2023 - ACS Publications
The low conductivity and poor antifriction performance of lubricants are the main causes of
wear failure in mechanical equipment under electronic-control friction. Metal–organic …