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, pp. 19–30, Aug. 2026.