Vengatesan Arumugam, Vasudevan Alagumalai. Reinforcement Learning Algorithms for Probability Models Based on Mobile Robot Agent Path Planning in Unpredictable Environment. IJIE. 2025;17(1):81-94. Accessed April 8, 2026. https://penerbit.uthm.edu.my/ojs/index.php/ijie/article/view/17138