Naslov
Experimental approach to establishing a model of nanoscale friction

Autori
Perčić, Marko ; Zelenika, Saša ; Mezić, Igor ; Peter, Robert ; Krstulović, Nikša

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 18th EUSPEN International Conference / Billington, D. ; Leach, R. K. ; Phillips, D. ; Riemer, O. ; Savio, E. - Cranfield : European Society for Precision Engineering and Nanotechnology (EUSPEN), 2018, 63-64

ISBN
978-0-9957751-2-1

Skup
18th EUSPEN International Conference

Mjesto i datum
Venecija, Italija, 04.06.2018. - 08.06.2018

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Nanoscale friction ; experimental determination ; scanning probe microscope ; nonlinear model ; machine learning

Sažetak
The main limitation in modelling nanoscale friction is the variety of physicochemical processes and their interactions in nanoscale contacts that depend on the materials and on the conditions relating to sliding velocity, normal forces, temperature etc. To assess the value of the nanoscale friction coefficients, in this work an experimental methodology using a scanning probe microscope (SPM) in the lateral force microscopy (LFM) mode is hence used on various thin film samples. The measurements are designed by employing the centroidal Voronoi tessellation technique with 50 sample points. By using Support Vector Machine-based machine learning, the trends of the values of the friction coefficients can thus be established despite the marked stochastic contributions, creating therefore the preconditions for obtaining a multi-dimensional model relating the value of nanometric friction to its influencing parameters.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo, Temeljne tehničke znanosti, Interdisciplinarne tehničke znanosti

POVEZANOST RADA