Accelerated design of gold nanoparticles with enhanced plasmonic performance

Finding the optimal dimensions of metal nanoparticles to maximize their plasmonic performance in targeted applications is a complex and time-consuming process that typically requires a trial-and-error approach. Here, we propose a universal pipeline that integrates Bayesian optimization with electrodynamics simulations to find dimensions of gold bipyramids with superior plasmonic performance in photothermal efficiency, enhancement of Raman scattering and photoluminescence, strong coupling between plasmon and exciton, and aggregation-induced color difference. Our workflow is a straightforward tool for plasmonic nanoparticle design, setting their optimal dimensions for targeted applications.

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Publication Details

Journal
Science Advances
Published
2025-08-15
DOI
https://doi.org/10.1126/sciadv.adx2299
Citations
3
Primary Topic
Gold and Silver Nanoparticles Synthesis and Applications
Type
article
Field-Weighted Citation Impact
1.28
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article

Accelerated design of gold nanoparticles with enhanced plasmonic performance

Marek Grzelczak, Anish Rao, José Luis Montaño‐Priede, Ana Sánchez‐Iglesias
3 citations
Science Advances
Gold and Silver Nanoparticles Synthesis and Applications
1.28
article

Accelerated design of gold nanoparticles with enhanced plasmonic performance

Marek Grzelczak, Anish Rao, José Luis Montaño‐Priede, Ana Sánchez‐Iglesias
article en
3 citations

Abstract

Finding the optimal dimensions of metal nanoparticles to maximize their plasmonic performance in targeted applications is a complex and time-consuming process that typically requires a trial-and-error approach. Here, we propose a universal pipeline that integrates Bayesian optimization with electrodynamics simulations to find dimensions of gold bipyramids with superior plasmonic performance in photothermal efficiency, enhancement of Raman scattering and photoluminescence, strong coupling between plasmon and exciton, and aggregation-induced color difference. Our workflow is a straightforward tool for plasmonic nanoparticle design, setting their optimal dimensions for targeted applications.

Science AdvancesVol. 11(33)
Donostia International Physics Center (ES)
Openalex Percentile: Top 19%
Gold and Silver Nanoparticles Synthesis and Applications
1.28
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