An ensemble model for rapid quantitative determination of vanadium (V) in petroleum coke by laser-induced breakdown spectroscopy

Abstract

Precise detection and analysis of trace elements in materials are critical for various industrial applications. This study integrates laser-induced breakdown spectroscopy (LIBS) with advanced machine learning algorithms—random forest (RF) and...