Taking The Pain Out of Probes

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Presentation at the Institute of Physics, Sept 20 2019. Machine learning for atomic resolution scanning probe microscopy.

Science

Taking the pain
out of probes
Philip Moriarty
School of Physics & Astronomy
University of Nottingham
muircheartblog.wordpress.com

Streaky Image.
Executing cleaning pulse
Cloudy Image.
Executing cleaning pulse
Flat Surface.
Zooming in to 50nm
Flat Surface.
Zooming in to 20nm
Constant Atomic resolution.
Zooming in to 4nm
Poor Atomic resolution.
Rescanning
Consistent fair
atomic resolution.
Stage 1 complete.
Time elapsed:
1010.1902 (~17mins)
Stage 1. “Deterministic”
nanoGhost in the
Machine...

I’ve found a good
one!
Starting image Machine Optimised
GiV
GiV
GiV
GiV
GiV
Evolutionary Optimisation at the Atomic Scale…

But that was in
the AI dark
ages of 2011…

More human than human…
Gordon et al., 2019

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