Ashish Kumar, and Dr. Sangram Bana. “MACHINE LEARNING APPLICATIONS FOR PREDICTIVE MODELING AND OPTIMIZATION OF ROUGHNESS GEOMETRIES IN SOLAR AIR HEATERS: A COMPREHENSIVE REVIEW”. International Educational Applied Scientific Research Journal, vol. 11, no. 08, Aug. 2026, pp. 19-30, doi:10.5281/zenodo.22744068.