ADALINE Neurons Used for Targeting Performance on the Deep Brain Stimulation Platform

The paper presents the platform position performance for electrode insertion during Deep Brain Stimulation via indirect targeting and with the use of Artificial Intelligence for preliminary validation and an introduction for close-loop control of the platform. The use of An Adaptative Linear Neuron (ADALINE) corroborated the performance of a 3-RPS platform in cases of study for targeting Subthalamic Nucleus (STN) and Globus Pallidus Internus (GPi). Coordinates of STN construct the kinematic model, and GPi reported in the literature, along with the results of the performance of the 3-RPS platform in the coordinates of the mobile base. ADALINE neuron is applied in the training stage during 2 and 5 epochs. Final weighs were calculated with precision in STN case of study of 0.01 and in GPi case of study of 0.0001. The results present the data collected, a well performance of the platform and can be utilized for a close-loop control of the platform for targeting.