Composite particles composed of raw minerals and polymers are promising adsorbents for wastewater treatment because they are based on readily available resources and can be easily separated from water. However, the highly crosslinked molecular networks make the internal structures inaccessible, significantly restricting their adsorption capacity. This work reports the development of a porous polyvinyl formal–Linze palygorskite composite fabricated via a polyvinyl acetal reaction using inorganic salts as porogens. The resulting pore structure provides well-developed molecule/ion-transfer paths, enabling the efficient utilization of active sites in the bulk phase and facilitating complete internal adsorption. The optimal sample, P-PVFM-LZ, which was prepared with 5% NaCl by weight relative to Linze palygorskite and subsequently washed to remove the NaCl porogen, exhibited a distinct pore structure with a 44.0% higher specific surface area and 8.6% higher porosity than the composite prepared without NaCl (PVFM-LZ). Correspondingly, the adsorption capacities of P-PVFM-LZ for methylene blue, crystal violet, Pb2+, Ni2+, ciprofloxacin, and tetracycline hydrochloride are enhanced by 140.61%, 76.71%, 50.00%, 154.86%, 86.77%, and 75.49%, respectively, compared to PVFM-LZ. Furthermore, P-PVFM-LZ demonstrates desirable regenerative adsorption performance, even after six adsorption–desorption cycles. The proposed pore-engineering strategy is considered versatile for designing and fabricating raw-mineral composite adsorbents for efficient wastewater treatment.
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