Hybrid Transformer-TimesNet Model for AccuratePrediction of Industrial Air Pollutants: A CaseStudy of the Xinyang Industrial Zone, China

Air pollution, driven by industrialization, transportation, and rapid economic growth, has become one of the most severe environmental challenges worldwide.The World Health Organization (WHO) reports that air pollution continues to pose a major threat to public health, contributing to millions of premature deaths annually and deteriorating the quality of life in urban areas (WHO, 2021).Industrial zones, in particular, are significant sources of harmful pollutants, including sulfur dioxide (SO 2 ), nitrogen dioxide (NO 2 ),