An automated platform for “on-demand” high-speed catalyst synthesis by flame spray pyrolysis

Flame-Spray Pyrolysis (FSP) is a versatile synthetic aerosol method to produce inorganic mixed-metal nanoparticles, frequently used for catalysts, battery materials, or chromophores. This work introduces a novel automated robotic platform based on FSP - AutoFSP - to accelerate materials discovery and optimization while providing standardized, machine-readable documentation of all synthesis steps. The manuscript outlines the design considerations for both hardware and software of AutoFSP, as well as the platform's performance in terms of speed, accuracy, and repeatability. AutoFSP has demonstrated significant time savings by reducing operator workload by a factor of two to three, while also improving documentation and decreasing the chance of human experimental error. AutoFSP achieves high compositional accuracy and precision across two orders of magnitude. The relative error of the effective molar metal loading <i>x</i> in Zn <sub><i>x</i></sub> Zr<sub>1-<i>x</i></sub> O <sub><i>y</i></sub> and In <sub><i>x</i></sub> Zr<sub>1-<i>x</i></sub> O <sub><i>y</i></sub> nanoparticles produced with the setup remains within ± 5%. The platform showcases the potential of automation in chemical discovery and exemplifies how established manual synthetic methods can be adapted for robotic processes before integration into a materials acceleration platform (MAP).

Authors

Institutions

Publication Details

Journal
Digital Discovery
Published
2025-01-01
DOI
https://doi.org/10.1039/d5dd00042d
Citations
1
Primary Topic
Advanced Theoretical and Applied Studies in Material Sciences and Geometry
Type
article
Field-Weighted Citation Impact
0.67

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An automated platform for “on-demand” high-speed catalyst synthesis by flame spray pyrolysis

Konstantin M. Engel, Robert N. Grass, Patrik O. Willi, Wendelin J. Stark
1 citations
Digital Discovery
Advanced Theoretical and Applied Studies in Material Sciences and Geometry
0.67
article

An automated platform for “on-demand” high-speed catalyst synthesis by flame spray pyrolysis

Konstantin M. Engel, Robert N. Grass, Patrik O. Willi, Wendelin J. Stark
article en
1 citations

Abstract

Flame-Spray Pyrolysis (FSP) is a versatile synthetic aerosol method to produce inorganic mixed-metal nanoparticles, frequently used for catalysts, battery materials, or chromophores. This work introduces a novel automated robotic platform based on FSP - AutoFSP - to accelerate materials discovery and optimization while providing standardized, machine-readable documentation of all synthesis steps. The manuscript outlines the design considerations for both hardware and software of AutoFSP, as well as the platform's performance in terms of speed, accuracy, and repeatability. AutoFSP has demonstrated significant time savings by reducing operator workload by a factor of two to three, while also improving documentation and decreasing the chance of human experimental error. AutoFSP achieves high compositional accuracy and precision across two orders of magnitude. The relative error of the effective molar metal loading <i>x</i> in Zn <sub><i>x</i></sub> Zr<sub>1-<i>x</i></sub> O <sub><i>y</i></sub> and In <sub><i>x</i></sub> Zr<sub>1-<i>x</i></sub> O <sub><i>y</i></sub> nanoparticles produced with the setup remains within ± 5%. The platform showcases the potential of automation in chemical discovery and exemplifies how established manual synthetic methods can be adapted for robotic processes before integration into a materials acceleration platform (MAP).

Digital DiscoveryVol. 4(12)
ETH Zurich (CH)
National Science Foundation, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Openalex Percentile: Top 26%
Advanced Theoretical and Applied Studies in Material Sciences and Geometry
0.67
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

An automated platform for “on-demand” high-speed catalyst synthesis by flame spray pyrolysis — Konstantin M. Engel, Robert N. Grass, et al. · Digital Discovery (2025) | TGRS Research Map | TGRS