Extensive coal mining has significantly altered hydrogeological systems by enhancing aquifer connectivity and changing groundwater chemistry, which poses environmental and health risks. Traditional hydrochemical methods often fail to fully capture these mining-induced impacts. To better capture mining impacts, 127 groundwater samples from three aquifers were analyzed using hydrochemical techniques and clustering algorithms including SOM and K-Means. The results show that ion exchange, carbonate and silicate dissolution, and water–rock interactions drive groundwater evolution under mining disturbances. Major ions such as Na+, HCO3−, and SO42− display clear spatial variation and enrichment patterns. Clustering divided the samples into seven hydrochemical types, reflecting differences in aquifer connectivity and geochemical processes. PHREEQC inverse modeling further quantified mineral transformations, confirming the combined roles of pyrite oxidation, carbonate dissolution, and cation exchange. Mining-enhanced hydraulic connections between the Sandstone and 3# Limestone aquifers led to similar hydrochemical features, while the deeper Ordovician aquifer maintained distinct signatures due to limited disturbance. These results support a conceptual model of “mining disturbance–fracture connectivity–hydraulic linkage–hydrochemical evolution,” providing a scientific basis for mitigating acid mine drainage and advancing sustainable groundwater and mineral resource management in mining regions.
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