Enhancing LIBS Analysis of Heavy Metals in Fly Ash: A Hybrid Strategy Integrating Data Augmentation with Selective Ensemble

Chunhua Yan; Haiting Zhang; Xuedong Chen; Maogang Li; Tianlong Zhang; Hua Li

doi:10.1039/d6ja00048g

January 1, 2026Journal of Analytical Atomic Spectrometry

Enhancing LIBS Analysis of Heavy Metals in Fly Ash: A Hybrid Strategy Integrating Data Augmentation with Selective Ensemble

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Key Points

The aim is to enhance the quantification accuracy of heavy metals in fly ash using LIBS.
Implemented a hybrid strategy combining data augmentation with selective ensemble methods.
Achieved improved accuracy in quantifying heavy metals compared to traditional LIBS methods.

Implication

Study improves quantification of heavy metals in fly ash, suggesting enhanced environmental monitoring techniques.

Abstract

The rapid and accurate quantification of heavy metal elements in fly ash is essential for environmental monitoring and resource recovery. As a rapid and in-situ analytical technique, laser-induced breakdown spectroscopy...

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Cite This Study

Yan et al. (2026) studied this question.

synapsesocial.com/papers/6a2ba5068101cf8926f032fe https://doi.org/10.1039/d6ja00048g

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Enhancing LIBS Analysis of Heavy Metals in Fly Ash: A Hybrid Strategy Integrating Data Augmentation with Selective Ensemble

Key Points

Implication

Abstract

Discussion

Cite This Study

Enhancing LIBS Analysis of Heavy Metals in Fly Ash: A Hybrid Strategy Integrating Data Augmentation with Selective Ensemble

Key Points

Implication

Abstract

Discussion

Cite This Study

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