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April 10, 2026Chemistry of Materials4 citationsOpen Access

Decoding Carbon Dot Synthesis: Machine Learning-Guided Analysis of Reaction Conditions Governing Fluorophore vs Nanoparticle Formation

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JSJosé X. SoaresUniversidade do PortoDLDaniela R. P. LoureiroUniversidade do PortoRCRafael C. Castro

Key Points

  • This research investigates how various reaction conditions influence the formation of carbon dots and molecular fluorophores.
  • Systematic exploration of synthetic conditions for carbon dot formation.
  • Utilized citric acid and ethylenediamine as carbon and nitrogen sources.
  • Applied hydrothermal and microwave heating techniques.
  • Examined fluorescence properties through quantum yield measurements.
  • Analyzed size distributions using high-pressure size exclusion chromatography.
  • Identified conditions favoring either molecular fluorophore or carbon dot formation.
  • Found optimal microwave conditions (205 °C for 25 min at pH 8.5) primarily produce fluorophores.
  • Discovered hydrothermal conditions (260 °C for 15 h at pH 4.5) result in carbon dot synthesis.
  • Demonstrated that mildly acidic conditions promote polymerization into carbon dots, while basic conditions halt the reaction at the molecular level.

Abstract

Carbon dots (CDs) are fluorescent nanoparticles whose success stems from accessible bottom-up synthetic methodologies, using readily available substrates as precursors. Despite considerable interest in CDs, uncertainty surrounds their luminescence origin as molecular fluorophores (MFs) formed during thermal treatment may be the true source of fluorescence. The realization that MFs coexist with CD formation has intensified focus on purification protocols, yet reaction conditions have remained comparatively neglected due to the extensive parameter space. In this work, the synthetic conditions governing CD formation were systematically investigated. Ubiquitous citric acid (CA) and ethylenediamine (EDA) served as our carbon and nitrogen sources, respectively. Both hydrothermal and microwave heating methodologies were employed. The resultant products were subjected to meticulous examination, with particular emphasis upon their fluorescence properties, quantified through quantum yield measurements, and their size distributions, assessed via high-pressure size exclusion chromatography. Machine learning algorithms were employed to establish correlations between synthesis parameters and the size and fluorescence characteristics of the resultant products. Reaction mixtures of CA/EDA 1:1 at pH 8.5, subjected to microwave heating at 205 °C for 25 min, yield predominantly MFs, whereas reaction mixtures of CA/EDA 1:2 at pH 4.5, subjected to hydrothermal treatment at 260 °C for 15 h, yield CDs. Beyond furnishing guidance for tuning reactions toward either MF or CD formation, these findings permit elucidation of the underlying synthetic mechanisms: mildly acidic conditions favor polymerization and subsequent carbonization into CDs at elevated temperatures, while mildly basic conditions impede reactivity, arresting the synthetic pathway at the molecular level.

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Cite This Study

Soares et al. (2026) studied this question.

synapsesocial.com/papers/69d895be6c1944d70ce06c7dhttps://doi.org/10.1021/acs.chemmater.5c02865
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