Automatic mass spectra recognition for Ultra High Vacuum systems using multilabel classification

Fernando Mateo,Juan José Garcés Iniesta,Berthold Jenninger,Juan Gómez-Sanchís,Emilio Soria-Olivas,Paolo Chiggiato

Expert Systems with Applications（2021）

引用 3|浏览23

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摘要

•We propose an application of multilabel methods to mass-spectrum identification.•The best performing model was a dependency binary classifier using XGBoost.•The mean and lowest AUC for the test set were 0.986 and 0.89, respectively.•A public interactive web has been created with the best model’s functionalities.

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关键词

Residual gas analysis,Mass spectrum identification,Multilabel classification,Ultra High Vacuum,Outgassing

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