activity
20232026
most citedMLatom software ecosystem for surface hopping dynamics in Python with quantum mechanical and machine learning methods

31 citations · 48 across the 15 of their papers we have counts for

collaborators

15 papers

physics.chem-ph2026

Ab Initio Simulation of Femtosecond Time-Resolved Multi-Pulse Spectroscopies applied to the HeptazineHO Complex

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

In multi-dimensional time-resolved spectroscopic experiments, multiple (more than two) short laser pulses with variable pulse delay times are employed for the time-resolved explora…

physics.chem-ph2025

WaveMixings.jl: a Julia package for performing on-the-fly time-resolved nonlinear electronic spectra from quasi-classical trajectories

Luis Vasquez, Sebastian Pios, Lipeng Chen +3

We present an efficient numerical implementation of the quasi-classical doorway-window approximation, specifically designed for on-the-fly simulations of time-resolved nonlinear sp…

physics.chem-ph2025

Simulation of Pump-Push Molecular Dynamics in the Heptazine-H2O Complex

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

Pump-push-probe spectroscopy was employed for the exploration of charge-separation processes in organic photovoltaic blends as well as for proton-coupled electron-transfer (PCET) r…

physics.chem-ph2025

Formally exact fluorescence spectroscopy simulations for mesoscale molecular aggregates with scaling

Tarun Gera, Alexia Hartzell, Lipeng Chen +2

We present a size-invariant (i.e., ) scaling algorithm for simulating fluorescence spectroscopy in large molecular aggregates. We combine the dyadic adaptive hierarchy of pure…

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★ 5 cited

Non-markovian neural quantum propagator and its application to the simulation of ultrafast nonlinear spectra

Jiaji Zhang, Lipeng Chen

The accurate solution of dissipative quantum dynamics plays an important role on the simulation of open quantum systems. Here we propose a machine-learning-based universal solver f…

physics.app-ph2024

Effect of microstructure on fatigue properties of hyperelastic materials

Anna Stepashkina, Fuguang Chen, Lipeng Chen

Homogenization is a technique for the analysis of complex materials by replacing them with equivalent homogeneous materials that exhibit similar properties. By constructing a three…

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…

quant-ph2024★ 12 cited

Artificial-intelligence-based surrogate solution of dissipative quantum dynamics: physics-informed reconstruction of the universal propagator

Jiaji Zhang, Carlos L. Benavides-Riveros, Lipeng Chen

The accurate (or even approximate) solution of the equations that govern the dynamics of dissipative quantum systems remains a challenging task for quantum science. While several a…

physics.chem-ph2024

Finite temperature dynamics in a polarized sub-Ohmic heat bath: a hierarchical equations of motion-tensor train study

Hideaki Takahashi, Raffaele Borrelli, Maxim F. Gelin +1

Dynamics of the sub-Ohmic spin-boson model under polarized initial conditions at finite temperature is investigated by employing both analytical tools and the numerically accurate…

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…

physics.chem-ph2023

Unraveling Quantum Coherences Mediating Primary Charge Transfer Processes in Photosystem II Reaction Center

Ajay Jha, Pan-Pan Zhang, Vandana Tiwari +4

Photosystem II (PSII) reaction center is a unique protein-chromophore complex that is capable of efficiently separating electronic charges across the membrane after photoexcitation…