Accurate determination of structural H2O in rocks using LIBS coupled with machine learning algorithms extensively exploring the characteristics of the Hα line
| Autor: | Weijie Xu, Chen Sun, Yuqing Zhang, Zengqi Yue, Sahar Shabbir, Long Zou, Fengye Chen, Li Wang, Jin Yu |
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| Rok vydání: | 2022 |
| Předmět: | |
| Zdroj: | Journal of Analytical Atomic Spectrometry. 37:317-329 |
| ISSN: | 1364-5544 0267-9477 |
| DOI: | 10.1039/d1ja00366f |
| Popis: | Selecting and controlling the number of highest ranked features involved in the model training process, in such a way as to avoid underfitting and overfitting and allow an RMSE of 0.11 wt% in the model testing with a set of independent test samples. |
| Databáze: | OpenAIRE |
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