The role of machine learning in tribology: A systematic review

UMR Paturi, ST Palakurthy, NS Reddy - Archives of Computational …, 2023 - Springer
The machine learning (ML) approach, motivated by artificial intelligence (AI), is an inspiring
mathematical algorithm that accurately simulates many engineering processes. Machine …

A review on the design and analysis for the application of Wear and corrosion resistance coatings

N Singh, A Mehta, H Vasudev, PS Samra - International Journal on …, 2024 - Springer
This numerical modelling has enabled the prediction of wear rates in different materials and
for different sliding conditions. It has also enabled the development of more efficient and …

Soft hydrogel actuator for fast machine-learning-assisted bacteria detection

FV Lavrentev, IS Rumyantsev, AS Ivanov… - … Applied Materials & …, 2022 - ACS Publications
We demonstrate that our bio-electrochemical platform facilitates the reduction of detection
time from the 3-day period of the existing tests to 15 min. Machine learning and robotized …

High concentration of organic solvents in aluminum MAO: A study of structural and tribological property

Y Ding, H Lu, G Chai, L Gao - Journal of Alloys and Compounds, 2024 - Elsevier
Ceramic coatings were prepared on the surface of 6061 aluminum alloy using micro arc
oxidation (MAO) with high concentration of polyethylene glycol (PEG200) as electrolyte. In …

Application of artificial neural networks throughout the entire life cycle of coatings: a comprehensive review

Z Ning, X Zhao, L Fan, Z Peng, F Ma, Z Jin… - Progress in Organic …, 2024 - Elsevier
Artificial neural networks (ANNs) have been widely employed in performance testing and life
prediction throughout the entire life cycle of coatings due to their self-learning and arbitrary …

[HTML][HTML] The effect of fluoride on the formation of an electroless Ni–P plating film on MAO-coated AZ31B magnesium alloy

CY Lee, JL Lee, SY Jian, CA Chen, SL Aktug… - Journal of Materials …, 2022 - Elsevier
This study adds fluoride to the electroless nickel-phosphorus (Ni–P) plating solution to
prevent the deterioration of MAO-coated AZ31B Magnesium alloy after contact with an …

Effects of incorporation of nanotitania in magnesium phosphate cement for the protection of carbon steel in harsh environments

VS Sujitha, B Ramesh, JR Xavier - Archives of Civil and Mechanical …, 2024 - Springer
Corrosion is a major challenge to ensuring the durability and structural integrity of steel
structures, particularly under harsh environmental conditions. In this work, we explored the …

Exploring the electrochemical and mechanical properties of lithium-ion batteries in salt spray environments

J Chen, B Li, J Li, Y Gao, Z Hao, L Wang - eTransportation, 2024 - Elsevier
With the pressing need to expedite the transition toward a greener marine industry, energy-
efficient and eco-friendly lithium-ion batteries (LIBs) are increasingly favored. However …

Application of artificial neural networks for corrosion behavior of Ni–Zn electrophosphate coating on galvanized steel and gene expression programming models

M Zeraati, H Abbasi, P Ghaffarzadeh… - Frontiers in …, 2022 - frontiersin.org
Zn–Ni electrophosphate coating is one of the most commonly used materials in industrial
applications. The corrosion resistance of this coating is very important in order to achieve the …

[HTML][HTML] Data-Driven Optimization of Plasma Electrolytic Oxidation (PEO) Coatings with Explainable Artificial Intelligence Insights

P Fernández-López, SA Alves, A Rogov, A Yerokhin… - Coatings, 2024 - mdpi.com
PEO constitutes a promising surface technology for the development of protective and
functional ceramic coatings on lightweight alloys. Despite its interesting advantages …