# Nanomaterial Modification of Ultramicroelectrodes Using Design-of-Experiments Principles

**Authors:** Rachel A. Bocking, Thomas M. Dixon, Brenna Parke, Parastoo Hashemi, Richard A. Bourne, Paolo Actis, Robert Menzel

PMC · DOI: 10.1021/acselectrochem.5c00227 · 2025-11-27

## TL;DR

This paper introduces a systematic method using design-of-experiments to improve ultramicroelectrode coatings for better sensing performance.

## Contribution

A novel design-of-experiments approach is applied to optimize nanomaterial modification of ultramicroelectrodes.

## Key findings

- DoE-optimized conditions improve coating quality and detection limits in H2O2 sensing.
- The method successfully translates to carbon-fiber ultramicroelectrode modification.
- The approach identifies tolerances and limiting conditions for broader adoption.

## Abstract

Modification of ultramicroelectrode sensors with electroactive
nanomaterials is key to enhancing their microscale sensing performance
for advanced applications in cellular biology, disease diagnostics,
or scanning electrochemical microscopy (SECM). This work employs a
modern design-of-experiment (DoE) approach to develop a systematic,
multiple-parameter methodology for the development of robust ultramicroelectrode
modification protocols. Specifically, platinum ultramicroelectrode
sensors are coated with platinum/nanocarbon nanocomposites through
electrophoretic deposition (EPD), using 2
k
 factorial screening designs to systematically investigate the ultramicroelectrode
modification process. The steady state current is employed as a quantitative
DoE target metric, enabling us to map and model optimum ultramicroelectrode
modification conditions. DoE-optimized modification conditions are
shown to achieve substantial improvements in coating quality and limit
of detection in a model H2O2 sensing study.
The DoE-optimized conditions are also successfully translated to the
modification of carbon-fiber ultramicroelectrodes (CFM), achieving
effective modification in a single experiment. This systematic DoE
approach provides a versatile, robust, and highly effective method
for developing ultramicroelectrode modification across multiple parameters
through a minimal number of experiments. Importantly, the DoE methodology
also readily identifies tolerances and limiting conditions for the
modification process, vital for broader adoption and future technology
translation of functionalized ultramicroelectrodes.

## Linked entities

- **Chemicals:** H2O2 (PubChem CID 784)

## Full-text entities

- **Chemicals:** platinum (MESH:D010984), H2O2 (MESH:D006861)

## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12766678/full.md

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Source: https://tomesphere.com/paper/PMC12766678