Optimizing Mobile Robot Navigation Through Neuro-Symbolic Fusion of Deep Deterministic Policy Gradient (DDPG) and Fuzzy Logic. - Muhammad Faqiihuddin Nasary; Azhar Mohd Ibrahim; Suaib Al Mahmud; Amir Akramin Shafie; Muhammad Imran Mardzuki (ROBOVIS, 2024)

Advancements and Challenges in Mobile Robot Navigation: A Comprehensive Review of Algorithms and Potential for Self-Learning Approaches. - Suaib Al Mahmud; Abdurrahman Kamarulariffin; Azhar Mohd Ibrahim; Ahmad Jazlan Haja Mohideen (J. Intell. Robotic Syst., 2024)

Advancing mobile robot navigation with DRL and heuristic rewards: A comprehensive review. - Mazbahur Rahman Khan; Azhar Mohd Ibrahim; Suaib Al Mahmud; Farah Asyiqin Samat; Farahiyah Jasni; Muhammad Imran Mardzuki (Neurocomputing, 2025)

An artificial neural network-based automated identification system for selection of appropriate turbulence model for numerical simulation of tube thermal enhancement using nanofluids. - Suaib Al Mahmud; Wazed Ibne Noor; Azhar Mohd Ibrahim; Ahmad Faris Ismail (Neural Comput. Appl., 2025)