{Reference Type}: Journal Article {Title}: The application of THz-TDS in the characterization of Bayan Obo magnetite ore composition. {Author}: Zhang S;Zheng Z;Zhang M;Zhang T;Zhang Z;Huang H; {Journal}: Sci Rep {Volume}: 14 {Issue}: 1 {Year}: 2024 Jul 1 {Factor}: 4.996 {DOI}: 10.1038/s41598-024-65772-0 {Abstract}: The application of terahertz time-domain spectroscopy (THz-TDS) in the quantitative analysis of major minerals in Bayan Obo magnetite ore was explored. The positive correlation between the optical parameters of the original ore and its iron content is confirmed. The detections of three main iron containing minerals, including magnetite, pyrite, and hematite, were simulated using corresponding reagents. The random forest algorithm is used for quantitative analysis, and FeS2 is detected with precision of R2 = 0.7686 and MAE = 0.6307% in ternary mixtures. The experimental results demonstrate that THz-TDS can distinguish specific iron containing minerals and reveal the potential application value of this testing method in exploration and mineral processing fields.