Hemlata Suresh Gaikwad et al. 2026. Deep Learning for Real-Time Detection of Pollutants in Bio-Energy Production and Utilization Systems. Applied Chemical Engineering. 9, 1 (Mar. 2026), ACE-5879. DOI:https://doi.org/10.59429/ace.v9i1.5879.