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Synthetic Data in Quantitative Scanning Probe Microscopy.

Authors :
Nečas D
Klapetek P
Source :
Nanomaterials (Basel, Switzerland) [Nanomaterials (Basel)] 2021 Jul 02; Vol. 11 (7). Date of Electronic Publication: 2021 Jul 02.
Publication Year :
2021

Abstract

Synthetic data are of increasing importance in nanometrology. They can be used for development of data processing methods, analysis of uncertainties and estimation of various measurement artefacts. In this paper we review methods used for their generation and the applications of synthetic data in scanning probe microscopy, focusing on their principles, performance, and applicability. We illustrate the benefits of using synthetic data on different tasks related to development of better scanning approaches and related to estimation of reliability of data processing methods. We demonstrate how the synthetic data can be used to analyse systematic errors that are common to scanning probe microscopy methods, either related to the measurement principle or to the typical data processing paths.

Details

Language :
English
ISSN :
2079-4991
Volume :
11
Issue :
7
Database :
MEDLINE
Journal :
Nanomaterials (Basel, Switzerland)
Publication Type :
Academic Journal
Accession number :
34361132
Full Text :
https://doi.org/10.3390/nano11071746