A Robotic System Integrated With CBCT for Cochlear Implant Surgery: Accuracy Improvement and Validation
H. J. Liu, Feng Liu, Hongjian Yu, Zhijiang Du
- 发表年份
- 2023
- 引用次数
- 4
摘要
In robot-assisted cochlear implantation (CI), the drilling accuracy of a tunnel for electrode array (EA) insertion is critical to the success of the surgery. Currently, robots for tunnel drilling in CI inevitably introduce additional invasiveness, and struggle to ensure consistent accuracy in the drilling process. Based on this application background, a novel configuration of integrating the cone-beam computed tomography (CBCT) into a robotic system to perform CI is proposed. Benefiting from the novel configuration, the registration process is simplified, and high-accuracy drilling can be achieved without additional invasiveness. An error model to calibrate the manipulator kinematic parameters is established through dimension-increased least squares. Calibration experiments show that the accuracy of the manipulator is 0.05 <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\pm$</tex-math></inline-formula> 0.01 mm, which is improved by approximately 25%. A novel offline image-to-robot registration method through matching the point cloud of marker holes drilled on a phantom is proposed. Thirty experiments on temporal bone specimens show that the simulated surgical accuracy of the robotic system is 0.12 <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\pm$</tex-math></inline-formula> 0.07 mm utilizing the proposed calibration and registration methods. Eight experiments on cadaver specimens preliminarily validate the effectiveness of the robotic system.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991