Dr.P.Janaki Ramulu1, Kamarajugadda Manaswini2, Kommoju Naga Sowmya3, J Divya4, Dadigari Sai Manisha5 (2026) “Hybrid Bi-Directional LSTM and Genetic Algorithm-Optimized Extreme Learning Machine for Air Quality Forecasting”, International Journal of Data Science and IoT Management System, 5(2), pp. 2444–2450. doi:10.64751/.