Effective mineral processing heavily hinges on the synergistic coupling between frothers and collectors. These chemical agents play distinct yet essential roles in froth separation. Collectors, typically organic compounds, selectively adsorb to target mineral particles, rendering them hydrophobic and promoting their attachment to air bubbles. Simul