Dr.P.Janaki Ramulu1, Kamarajugadda Manaswini2, Kommoju Naga Sowmya3, J Divya4, Dadigari Sai Manisha5. Hybrid Bi-Directional LSTM and Genetic Algorithm-Optimized Extreme Learning Machine for Air Quality Forecasting. Int. J. Data. Sci. IoT. Manag. Syst. 2026, 5 (2), 2444-2450. https://doi.org/10.64751/.