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20242026
most citedMLatom software ecosystem for surface hopping dynamics in Python with quantum mechanical and machine learning methods

31 citations · 31 across the 9 of their papers we have counts for

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physics.chem-ph2024

Imaging the Photochemistry of the Hydrogen-Bonded Heptazine-Water Complex with Femtosecond Time-Resolved Spectroscopy: A Computational Study

Sebastian V. Pios, Maxim F. Gelin, Wolfgang Domcke +1

Graphitic carbon nitride (-CN) has attracted vast interest as a promising inexpensive metal-free photocatalyst for water splitting with solar photons. The heptazine (Hz) molecul…

physics.chem-ph2024

Tracking the Electron Density Changes in Excited States -- A Computational Study on Pyrazine

Sebastian V. Pios, Jiaji Zhang, Maxim F. Gelin +2

The development of X-ray free-electron lasers (XFELs) has enabled ultrafast X-ray diffraction (XRD) experiments, which are capable of resolving electronic/vibrational transitions a…

physics.chem-ph2024

On-the-Fly Simulation of Two-Dimensional Fluorescence-Excitation Spectra

Sebastian V. Pios, Maxim F. Gelin, Luis Vasquez +2

Two-dimensional (2D) fluorescence-excitation (2D-FLEX) spectroscopy is a recently proposed nonlinear femtosecond technique for the detection of photoinduced dynamics. The method re…

physics.chem-ph2024★ 31 cited

MLatom software ecosystem for surface hopping dynamics in Python with quantum mechanical and machine learning methods

Lina Zhang, Sebastian V. Pios, Mikołaj Martyka +7

We present an open-source MLatom@XACS software ecosystem for on-the-fly surface hopping nonadiabatic dynamics based on the Landau-Zener-Belyaev-Lebedev (LZBL) algorithm. The dynami…

physics.chem-ph2024

Accelerating molecular vibrational spectra simulations with a physically informed deep learning model

Yuzhuo Chen, Sebastian V. Pios, Maxim F. Gelin +1

In recent years, machine learning (ML) surrogate models have emerged as an indispensable tool to accelerate simulations of physical and chemical processes. However, there is still…

physics.chem-ph2024

AI-enhanced on-the-fly simulation of nonlinear time-resolved spectra

Sebastian V. Pios, Maxim F. Gelin, Arif Ullah +2

Time-resolved spectroscopy is an important tool for unraveling the minute details of structural changes of molecules of biological and technological significance. The nonlinear fem…