“…The experiment results indicate four main factors that lead to the cannula placement errors of the robot-assisted approach: (1) mechanism errors, including fabrication/assembly tolerance, backlash of timing belts, deformation of plastic materials, etc., (2) imaging errors, including image resolution, registration accuracy, cannula artifacts, etc., (3) skin elasticity variations at the entry point, and (4) cannula bending. The error sources of the mechanism and imaging factors were analyzed in our previous study on free space evaluation and MRI phantom study with a reported target position error of 1.70±0.21mm and insertion angle error of 0.66±0.43 • [23]. Significant skin deformation at the entry point was observed during the initial test insertions into the cadaver, especially as the tissue dried out over the time, which caused bending and deviation of the cannula trajectory and consequently failure of reaching targets.…”