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Updated: Jun 29, 2025

Precise Electrochemical Sizing of Individual Electro-Inactive Particles
Published on: August 4, 2023
Autonomous closed-loop mechanistic investigation of molecular electrochemistry via automation
Hongyuan Sheng1, Jingwen Sun2, Oliver Rodríguez3,4,5
1Department of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, CA, 90095, USA. hsheng7@g.ucla.edu.
Abstract:
Electrochemical research often requires stringent combinations of experimental parameters that are demanding to manually locate. Recent advances in automated instrumentation and machine-learning algorithms unlock the possibility for accelerated studies of electrochemical fundamentals via high-throughput, online decision-making. Here we report an autonomous electrochemical platform that implements an adaptive, closed-loop workflow for mechanistic investigation of molecular electrochemistry. As a proof-of-concept, this platform autonomously identifies and investigates an EC mechanism, an interfacial electron transfer (E step) followed by a solution reaction (C step), for cobalt tetraphenylporphyrin exposed to a library of organohalide electrophiles. The generally applicable workflow accurately discerns the EC mechanism's presence amid negative controls and outliers, adaptively designs desired experimental conditions, and quantitatively extracts kinetic information of the C step spanning over 7 orders of magnitude, from which mechanistic insights into oxidative addition pathways are gained. This work opens opportunities for autonomous mechanistic discoveries in self-driving electrochemistry laboratories without manual intervention.
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