Energy optimization using metaheuristic bat algorithm assisted controller tuning for industrial and residential applications. - V. R. Divyesh; Chinmay Sahu; Kirubakaran Velswamy; T. K. Radhakrishnan; Guruprasath Muralidharan (Trans. Inst. Meas. Control, 2018)

A hierarchical memory network-based approach to uncertain streaming data. - Weikai Wang; Kirubakaran Velswamy; Kuangrong Hao; Lei Chen 064; Witold Pedrycz (Knowl. Based Syst., 2019)

A hierarchical constrained reinforcement learning for optimization of bitumen recovery rate in a primary separation vessel. - Hareem Shafi; Kirubakaran Velswamy; Fadi Ibrahim; Biao Huang 001 (Comput. Chem. Eng., 2020)

Explicit nonlinear predictive control algorithms for Laguerre filter and sparse least square support vector machine-based Wiener model. - Divyesh Raninga; T. K. Radhakrishnan; Kirubakaran Velswamy (Trans. Inst. Meas. Control, 2021)

Reinforcement learning approach to autonomous PID tuning. - Oguzhan Dogru; Kirubakaran Velswamy; Fadi Ibrahim; Yuqi Wu; Arun Senthil Sundaramoorthy; Biao Huang 001; Shu Xu 003; Mark Nixon; Noel Bell (Comput. Chem. Eng., 2022)

Reinforcement Learning in Process Industries: Review and Perspective. - Oguzhan Dogru; Junyao Xie; Om Prakash; Ranjith Chiplunkar; Jansen Fajar Soesanto; Hongtian Chen; Kirubakaran Velswamy; Fadi Ibrahim; Biao Huang 001 (IEEE CAA J. Autom. Sinica, 2024)