A biophysical model of the cortex-basal ganglia-thalamus network in the 6-OHDA lesioned rat model of Parkinson's disease. - Karthik Kumaravelu; David T. Brocker; Warren M. Grill 001 (J. Comput. Neurosci., 2016)

Platform for model-based design and testing for deep brain stimulation. - Ilija Jovanov; Michael Naumann; Karthik Kumaravelu; Warren M. Grill 001; Miroslav Pajic (ICCPS, 2018)

Learning-based control design for deep brain stimulation. - Ilija Jovanov; Michael Naumann; Karthik Kumaravelu; Vuk Lesi; Aditya Zutshi 001; Warren M. Grill 001; Miroslav Pajic (ICCPS, 2018)

Model-Based Design of Closed Loop Deep Brain Stimulation Controller using Reinforcement Learning. - Qitong Gao; Michael Naumann; Ilija Jovanov; Vuk Lesi; Karthik Kumaravelu; Warren M. Grill 001; Miroslav Pajic (ICCPS, 2020)