“…Accurately determining the ore grade is crucial as it is the primary indicator for evaluating the ore quality. Currently, a variety of sensor-based grade analysis techniques are flourishing within and outside the mining industry, 2 including laser-induced breakdown spectrometry (LIBS), 3 inductively coupled plasma optical emission spectrometry (ICP-OES), 4 X-ray fluorescence spectrometry (XRF), 5 and ground-object spectrometry. 6 Despite some progress achieved with the methods mentioned earlier, many suffer from drawbacks such as slow analysis, cumbersome sample preparation procedures, and reliance on toxic and costly chemicals, which do not align with the objectives of smart mines 7 and the principles of environmentally friendly practices.…”