The increasing demand for efficient water purification technologies has accelerated the development of advanced adsorbents for dye removal. In this study, a novel high-performance adsorbent was synthesized by grafting 2,5-dimercapto-1,3,4-thiadiazole (DMTD) onto a chitosan (CS)–glutaraldehyde–trimesic acid (TMA) framework (CS@TMA@DMTD) through a straightforward two-step process. Comprehensive physicochemical characterization, including Fourier Transform Infrared Spectroscopy (FTIR), Thermogravimetric Analysis (TGA), X-Ray Diffraction (XRD), Scanning Electron Microscopy (SEM), Brunauer–Emmett–Teller (BET) surface area analysis, and X-Ray Photoelectron Spectroscopy (XPS), confirmed the successful incorporation of functional thiol (–SH) and carboxyl (–COOH) groups, which synergistically enhance the adsorption performance of the composite. The adsorption capacity of pristine crosslinked chitosan was evaluated at 96.3 mg/g, while the modified CS@TMA@DMTD composite exhibited a significantly enhanced capacity of 218.4 mg/g and achieved 96.5% removal under optimal conditions (298 K, pH 8, initial MB concentration 25 mg/L, and contact time 60 min), demonstrating the effectiveness of the functional modifications. Batch adsorption studies demonstrated a strong pH dependence, with optimal performance under neutral to slightly alkaline conditions. Kinetic data were best described by the pseudo-first-order model, suggesting that physical adsorption dominates the process. In contrast, the equilibrium data were fitted to the Langmuir isotherm model, indicating monolayer coverage on a homogeneous surface. Thermodynamic parameters (ΔG° < 0, ΔH° < 0) confirmed that the adsorption process is spontaneous and exothermic. Reusability tests demonstrated the stability and efficiency of CS@TMA@DMTD over five cycles, with only a ~ 5% performance loss. Its high capacity, fast kinetics, and recyclability make it a promising eco-friendly adsorbent for dye-contaminated wastewater, surpassing many conventional chitosan-based materials.
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