Selective flotation separation of cassiterite from calcite remains challenging because both minerals exhibit similar flotation responses toward conventional fatty acid collectors. In this study, a novel Al3+/ATMP combined depressant system was developed for the selective flotation separation of cassiterite from calcite using sodium oleate (NaOL) as the collector. Under the selected optimum conditions within the investigated range (pH 9.0, NaOL concentration of 1.75 × 10−4 mol/L, total Al3+/ATMP dosage of 10 mg/L, and Al3+:ATMP mass ratio of 1:3), the recovery of calcite decreased to approximately 8%, whereas cassiterite recovery remained around 90%. Surface characterization revealed distinct interfacial responses of calcite and cassiterite to the combined Al3+/ATMP treatment. Calcite exhibited a pronounced increase in hydrophilicity, whereas the NaOL-induced hydrophobicity of cassiterite was largely preserved. Residual TOC measurements showed differences in the organic carbon remaining in the supernatants after reagent treatment, providing complementary information on the overall behavior of the reagent systems without distinguishing the individual contributions of NaOL and ATMP. Solution chemistry analysis indicated that the Al3+ introduced through aluminum sulfate underwent extensive hydrolysis at pH 9.0, with Al(OH)3 representing a predominant Al-containing species under the investigated conditions. XPS results revealed the presence of Al- and P-containing species on the treated calcite surface, supporting their involvement in the interfacial modification of calcite and the association of ATMP with the modified surface. Furthermore, under identical simulation conditions, molecular dynamics simulations suggested a greater tendency for the modeled Al(OH)3 and neutral ATMP species to accumulate near the calcite interface than near cassiterite, accompanied by differences in the relative distribution and mobility of interfacial water molecules. Together with the experimental observations, these qualitative and comparative simulation results support the proposed preferential interfacial association of hydrolyzed Al-containing species and ATMP with calcite, contributing to its selective depression. This work provides an effective strategy for the selective flotation separation of cassiterite from calcite and offers insights into the design of metal ion–organic phosphonate depressant systems for complex oxide mineral flotation.


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