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    Direct structural retrieval from gas-phase ultrafast diffraction data using a genetic algorithm

    Cuong Le*, Yanwei Xiong, and Martin Centurion†

    • *Contact author: cle12@huskers.unl.edu
    • †Contact author: martin.centurion@unl.edu

    Phys. Rev. A 112, 052818 – Published 17 November, 2025

    DOI: https://doi.org/10.1103/1rjb-h9t1

    Abstract

    Ultrafast scattering techniques such as ultrafast electron diffraction and ultrafast x-ray diffraction have been utilized to elucidate the structural dynamics, reaction intermediates, and final products in molecular reactions following photoexcitation. The time-dependent structures are typically not directly retrieved from the experimental data, but they rely on comparison with calculations. The genetic algorithm (GA), a global optimization strategy, can be used to retrieve the molecular structures directly from diffraction patterns without any theoretical input. However, the robustness of the GA with respect to real experimental conditions such as a limited momentum transfer range, noise, and artifacts has not been studied in detail. In this work, we characterize the performance of the GA with simulated data that mimic realistic experimental conditions. We have developed and implemented a variant of the GA specific to diffraction measurements which performs better in the presence of imperfect data compared to the standard implementation of the GA. We demonstrate this method with both synthetic data and experimental ultrafast electron diffraction data on the UV-induced photodissociation of trifluoroiodomethane (CF3I) molecules.

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