Journal
APPLIED PHYSICS LETTERS
Volume 114, Issue 24, Pages -Publisher
AIP Publishing
DOI: 10.1063/1.5095704
Keywords
-
Categories
Funding
- Arctic Center for Sustainable Energy (ARC)
- UiT Arctic University of Norway [310059]
Ask authors/readers for more resources
We show that it is possible to submit the data obtained from physical phenomena as complex as the tip-surface interaction in atomic force microscopy to a specific question of interest and obtain the answer irrespective of the complexity or unknown factors underlying the phenomena. We showcase the power of the method by asking how many hours has this graphite surface been exposed to ambient conditions? In order to respond to this question and with the understanding that we have access to as many experimental data points as needed, we proceed to label the experimental data and produce a library. Then, we submit new data points to the test and request the model contained in this library answers to the question. We show that even with a standard artificial neural network, we obtain enough resolution to distinguish between surfaces exposed for less than 1 h, up to 6 h, and 24h. This methodology has potential to be extended to any number of questions of interest.
Authors
I am an author on this paper
Click your name to claim this paper and add it to your profile.
Reviews
Recommended
No Data Available