8.3k citations · 9.7k across the 33 of their papers we have counts for
33 papers
Ultrafast artificial intelligence: Machine learning with atomic-scale quantum systems
Thomas Pfeifer, Matthias Wollenhaupt, Manfred Lein
We train a model atom to recognize hand-written digits between 0 and 9, employing intense light--matter interaction as a computational resource. For training, individual images of…
Mass-ratio dependent strong-field dissociation of artificial helium hydride isotopologues
Florian Oppermann, Saurabh Mhatre, Stefanie Gräfe +1
We study the effect of the nuclear-mass ratio in a diatomic molecular ion on the dissociation dynamics in strong infrared laser pulses. A molecular ion is a charged system, in whic…
Transfer learning, alternative approaches, and visualization of a convolutional neural network for retrieval of the internuclear distance in a molecule from photoelectron momentum distributions
N. I. Shvetsov-Shilovski, M. Lein
We investigate the application of deep learning to the retrieval of the internuclear distance in the two-dimensional H molecule from the momentum distribution of photoelect…
Magnetic-field effect in high-order above-threshold ionization
Kang Lin, Simon Brennecke, Hongcheng Ni +15
We experimentally and theoretically investigate the influence of the magnetic component of an electromagnetic field on high-order above-threshold ionization of xenon atoms driven b…
Deep learning for retrieval of the internuclear distance in a molecule from interference patterns in photoelectron momentum distributions
N. I. Shvetsov-Shilovski, M. Lein
We use a convolutional neural network to retrieve the internuclear distance in the two-dimensional H molecule ionized by a strong few-cycle laser pulse based on the photoel…
Non-adiabatic Strong Field Ionization of Atomic Hydrogen
Daniel Trabert, Nils Anders, Simon Brennecke +7
We present experimental data on the non-adiabatic strong field ionization of atomic hydrogen using elliptically polarized femtosecond laser pulses at a central wavelength of 390 nm…