One experiment, two insights (IMAGE)

University of Tokyo

One experiment, two insights

Caption

Conventional kinetic analysis uses time-dependent yield data to determine rate constants, requiring experiments separate from those used for reaction optimization. CYAN instead uses concentration-dependent yield data from optimization experiments, augmented by machine learning. Rate equations developed by chemists are then applied to extract rate constants, allowing a single set of experiments to provide insights into both reaction optimization and kinetics.  ©2026 Isobe et al. CC-BY-ND

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©2026 Isobe et al. CC-BY-ND

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