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Marco de aprendizaje profundo guiado por el conocimiento para la asignación de fuentes y la mitigación de la

Kunting Xie¹, Lingjun Bu¹, Jiaxin Xiao¹

¹Hunan Engineering Research Center of Water Security Technology and Application, College of Civil Engineering, Hunan University, Changsha 410082, China.

Environmental science & technology

|February 18, 2026

Resumen

La producción de fuegos artificiales causa una grave contaminación por perclorato. Un nuevo marco que integra la hidrología y el aprendizaje profundo predice y mitiga eficazmente esta contaminación industrial en las cuencas fluviales.

Palabras clave:

Mezcla de Expertos fabricación de fuegos artificiales red de atención de grafos fuente difusa contaminación por perclorato fuente puntual

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