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Yan J, Jin L, Hu B. Data-Driven Model Predictive Control for Redundant Manipulators With Unknown Model. IEEE TRANSACTIONS ON CYBERNETICS 2024; 54:5901-5911. [PMID: 38917292 DOI: 10.1109/tcyb.2024.3408254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/27/2024]
Abstract
The tracking control of redundant manipulators plays a crucial role in robotics research and generally requires accurate knowledge of models of redundant manipulators. When the model information of a redundant manipulator is unknown, the trajectory-tracking control with model-based methods may fail to complete a given task. To this end, this article proposes a data-driven neural dynamics-based model predictive control (NDMPC) algorithm, which consists of a model predictive control (MPC) scheme, a neural dynamics (ND) solver, and a discrete-time Jacobian matrix (DTJM) updating law. With the help of the DTJM updating law, the future output of the model-unknown redundant manipulator is predicted, and the MPC scheme for trajectory tracking is constructed. The ND solver is designed to solve the MPC scheme to generate control input driving the redundant manipulator. The convergence of the proposed data-driven NDMPC algorithm is proven via theoretical analyses, and its feasibility and superiority are demonstrated via simulations and experiments on a redundant manipulator. Under the drive of the proposed algorithm, the redundant manipulator successfully carries out the trajectory-tracking task without the need for its kinematics model.
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Sharma S, Sun Y, Bonyun J, Khadem M, Amadio J, Eskandari AH, Alambeigi F. A Biomechanics-Aware Robot-Assisted Steerable Drilling Framework for Minimally Invasive Spinal Fixation Procedures. IEEE Trans Biomed Eng 2024; 71:1810-1819. [PMID: 38206784 PMCID: PMC11168586 DOI: 10.1109/tbme.2024.3352607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2024]
Abstract
In this paper, we propose a novel biomechanics-aware robot-assisted steerable drilling framework with the goal of addressing common complications of spinal fixation procedures occurring due to the rigidity of drilling instruments and implants. This framework is composed of two main unique modules to design a robotic system including (i) a Patient-Specific Biomechanics-aware Trajectory Selection Module used to analyze the stress and strain distribution along an implanted pedicle screw in a generic drilling trajectory (linear and/or curved) and obtain an optimal trajectory; and (ii) a complementary semi-autonomous robotic drilling module that consists of a novel Concentric Tube Steerable Drilling Robot (CT-SDR) integrated with a seven degree-of-freedom robotic manipulator. This semi-autonomous robot-assisted steerable drilling system follows a multi-step drilling procedure to accurately and reliably execute the optimal hybrid drilling trajectory (HDT) obtained by the Trajectory Selection Module. Performance of the proposed framework has been thoroughly analyzed on simulated bone materials by drilling various trajectories obtained from the finite element-based Selection Module using Quantitative Computed Tomography (QCT) scans of a real patient's vertebra.
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3
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Amirkhani G, Goodridge A, Esfandiari M, Phalen H, Ma JH, Iordachita I, Armand M. Design and Fabrication of a Fiber Bragg Grating Shape Sensor for Shape Reconstruction of a Continuum Manipulator. IEEE SENSORS JOURNAL 2023; 23:12915-12929. [PMID: 38558829 PMCID: PMC10977927 DOI: 10.1109/jsen.2023.3274146] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Continuum dexterous manipulators (CDMs) are suitable for performing tasks in a constrained environment due to their high dexterity and maneuverability. Despite the inherent advantages of CDMs in minimally invasive surgery, real-time control of CDMs' shape during nonconstant curvature bending is still challenging. This study presents a novel approach for the design and fabrication of a large deflection fiber Bragg grating (FBG) shape sensor embedded within the lumens inside the walls of a CDM with a large instrument channel. The shape sensor consisted of two fibers, each with three FBG nodes. A shape-sensing model was introduced to reconstruct the centerline of the CDM based on FBG wavelengths. Different experiments, including shape sensor tests and CDM shape reconstruction tests, were conducted to assess the overall accuracy of the shape-sensing. The FBG sensor evaluation results revealed the linear curvature-wavelength relationship with the large curvature detection of 0.045 mm and a high wavelength shift of up to 5.50 nm at a 90° bending angle in both the bending directions. The CDM's shape reconstruction experiments in a free environment demonstrated the shape-tracking accuracy of 0.216 ± 0.126 mm for positive/negative deflections. Also, the CDM shape reconstruction error for three cases of bending with obstacles was observed to be 0.436 ± 0.370 mm for the proximal case, 0.485 ± 0.418 mm for the middle case, and 0.312 ± 0.261 mm for the distal case. This study indicates the adequate performance of the FBG sensor and the effectiveness of the model for tracking the shape of the large-deflection CDM with nonconstant-curvature bending for minimally invasive orthopedic applications.
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Affiliation(s)
- Golchehr Amirkhani
- Department of Mechanical Engineering and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Anna Goodridge
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Mojtaba Esfandiari
- Department of Mechanical Engineering and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Henry Phalen
- Department of Mechanical Engineering and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Justin H Ma
- Department of Mechanical Engineering and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Iulian Iordachita
- Department of Mechanical Engineering and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Mehran Armand
- Department of Orthopedic Surgery, the Department of Mechanical Engineering, the Department of Computer Science, and the Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
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4
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Deaton NJ, Brumfiel TA, Sarma A, Desai JP. Simultaneous Shape and Tip Force Sensing for the COAST Guidewire Robot. IEEE Robot Autom Lett 2023; 8:3725-3731. [PMID: 38269146 PMCID: PMC10805467 DOI: 10.1109/lra.2023.3267008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2024]
Abstract
Placement of catheters in minimally invasive cardiovascular procedures is preceded by navigating to the target lesion with a guidewire. Traversing through tortuous vascular pathways can be challenging without precise tip control, potentially resulting in the damage or perforation of blood vessels. To improve guidewire navigation, this paper presents 3D shape reconstruction and tip force sensing for the COaxially Aligned STeerable (COAST) guidewire robot using a triplet of adhered single core fiber Bragg grating sensors routed centrally through the robot's slender structure. Additionally, several shape reconstruction algorithms are compared, and shape measurements are utilized to enable tip force sensing. Demonstration of the capabilities of the robot is shown in free air where the shape of the robot is reconstructed with average errors less than 2 mm at the guidewire tip, and the magnitudes of forces applied to the tip are estimated with an RMSE of 0.027 N or less.
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Affiliation(s)
- Nancy J Deaton
- Medical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Timothy A Brumfiel
- Medical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Achraj Sarma
- Medical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Jaydev P Desai
- Medical Robotics and Automation (RoboMed) Laboratory, Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA
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Cao Y, Shi Y, Hong W, Dai P, Sun X, Yu H, Xie L. Continuum robots for endoscopic sinus surgery: Recent advances, challenges, and prospects. Int J Med Robot 2023; 19:e2471. [PMID: 36251333 DOI: 10.1002/rcs.2471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/18/2022] [Accepted: 10/11/2022] [Indexed: 11/05/2022]
Abstract
PURPOSE Endoscopic sinus surgery (ESS) has been recognized as an effective treatment modality for paranasal sinus diseases. Over the past decade, continuum robots (CRs) for ESS have been studied, but there are still some challenges. This paper presents a review on the scientific studies of CRs for ESS. METHODS Based on the analysis of the anatomical structure of the paranasal sinus, the requirements of CRs for ESS are discussed. Recent studies on rigid robots, handheld flexible robots, and CRs for ESS are presented. Surgical path planning, navigation, and control are also included. RESULTS Concentric tube CRs and cable-driven CRs have great potential for applications in ESS. The CRs incorporated with multiple replaceable arms with different functions are preferable in ESS. CONCLUSION Further study on navigation and control is required to improve the performance of CRs for ESS.
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Affiliation(s)
- Yongfeng Cao
- School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Yuxuan Shi
- Department of Otolaryngology, Eye and ENT Hospital, Fudan University, Shanghai, China.,Research Units of New Technologies of Endoscopic Surgery in Skull Base Tumor, Chinese Academy of Medical Sciences, Beijing, China
| | - Wuzhou Hong
- School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Peidong Dai
- Department of Otolaryngology, Eye and ENT Hospital, Fudan University, Shanghai, China
| | - Xicai Sun
- Department of Otolaryngology, Eye and ENT Hospital, Fudan University, Shanghai, China.,Research Units of New Technologies of Endoscopic Surgery in Skull Base Tumor, Chinese Academy of Medical Sciences, Beijing, China
| | - Hongmeng Yu
- Department of Otolaryngology, Eye and ENT Hospital, Fudan University, Shanghai, China.,Research Units of New Technologies of Endoscopic Surgery in Skull Base Tumor, Chinese Academy of Medical Sciences, Beijing, China
| | - Le Xie
- School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China.,Institute of Medical Robotics, Shanghai Jiao Tong University, Shanghai, China
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Bakhtiarinejad M, Gao C, Farvardin A, Zhu G, Wang Y, Oni JK, Taylor RH, Armand M. A Surgical Robotic System for Osteoporotic Hip Augmentation: System Development and Experimental Evaluation. IEEE TRANSACTIONS ON MEDICAL ROBOTICS AND BIONICS 2023; 5:18-29. [PMID: 37213937 PMCID: PMC10195101 DOI: 10.1109/tmrb.2023.3241589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Minimally-invasive Osteoporotic Hip Augmentation (OHA) by injecting bone cement is a potential treatment option to reduce the risk of hip fracture. This treatment can significantly benefit from computer-assisted planning and execution system to optimize the pattern of cement injection. We present a novel robotic system for the execution of OHA that consists of a 6-DOF robotic arm and integrated drilling and injection component. The minimally-invasive procedure is performed by registering the robot and preoperative images to the surgical scene using multiview image-based 2D/3D registration with no external fiducial attached to the body. The performance of the system is evaluated through experimental sawbone studies as well as cadaveric experiments with intact soft tissues. In the cadaver experiments, distance errors of 3.28mm and 2.64mm for entry and target points and orientation error of 2.30° are calculated. Moreover, the mean surface distance error of 2.13mm with translational error of 4.47mm is reported between injected and planned cement profiles. The experimental results demonstrate the first application of the proposed Robot-Assisted combined Drilling and Injection System (RADIS), incorporating biomechanical planning and intraoperative fiducial-less 2D/3D registration on human cadavers with intact soft tissues.
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Affiliation(s)
- Mahsan Bakhtiarinejad
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Cong Gao
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Amirhossein Farvardin
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Gang Zhu
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Yu Wang
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Julius K Oni
- Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, MD 21287, USA
| | - Russell H Taylor
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Mehran Armand
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA; Department of Orthopaedic Surgery, Johns Hopkins University, Baltimore, MD 21287, USA
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Yin X, Liao Q, Wang X. Soft joint shape measurement device based on FBG with a simple demodulating system. APPLIED OPTICS 2022; 61:9666-9673. [PMID: 36606907 DOI: 10.1364/ao.470013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 10/17/2022] [Indexed: 06/17/2023]
Abstract
Soft joint shape measurement is challenging because, in most cases, it relies solely on internal sensors. Existing shape estimation methods commonly take measurements at discrete points and utilize curve-fitting schemes, which are inefficient for complex joint shapes that require continuous measurements. Therefore joint shape measurement sensors rely on the fiber Bragg grating (FBG) due to its sensitivity, immunity to electromagnetic interference, and flexibility. Nevertheless, FBG demodulation is still an open research case. Hence, we propose a shape measurement device appropriate for FBG-based continuous measurements that employs a sensor with only three FBGs thrusting inside the soft joint to measure its 3D shape. Moreover, we develop a simple demodulating system exploiting the FBG's filter overlapping properties and design a calibrating process for FBG signals. Soft joint shape measurement experiments highlight our method's effectiveness, providing a relative error within 0.7%. Further tests involving continuum robot measurement reveal that the achieved precision is of the same level as a motion-capturing system.
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Wang Q, Wang Q, Liu P, Ge J, Zhang Q, Guo W, Wang W. Clinical and radiological outcomes of jumbo cup in revision total hip arthroplasty: A systematic review. Front Surg 2022; 9:929103. [PMID: 36268211 PMCID: PMC9577022 DOI: 10.3389/fsurg.2022.929103] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 08/24/2022] [Indexed: 11/06/2022] Open
Abstract
Introduction Many studies have reported the clinical outcomes of a jumbo cup in revision total hip arthroplasty (rTHA) with acetabular bone defect. We conducted a systematic review to access the survivorship and clinical and radiological outcomes of a jumbo cup in rTHA. Methods A systematic review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. A comprehensive literature search from PubMed, MEDLINE, EMBASE, and the Cochrane Database of Systematic Reviews was performed with the keywords (“revision” OR “revision surgery” OR “revision arthroplasty”) AND (“total hip arthroplasty” OR “total hip replacement” OR “THA” OR “THR”) AND (“jumbo cup” OR “jumbo component” OR “extra-large cup” OR “extra-large component”). Studies reporting the clinical or radiological outcomes were included. The basic information and radiological and clinical results of these studies were extracted and summarized for analysis. Results A total of 19 articles were included in the systematic review. The analysis of clinical results included 953 hips in 14 studies. The re-revision-free survivorship of the jumbo cup was 95.0% at a mean follow-up of 9.3 years. Dislocation, aseptic loosening, and periprosthetic joint infection were the top three complications with an incidence of 5.9%, 3.0%, and 2.1%, respectively. The postrevision hip center was relatively elevated 10.3 mm on average; the mean postoperative leg-length discrepancy was 5.4 mm. Conclusion A jumbo cup is a favorable option for acetabular bone defect reconstruction in rTHA with satisfying survivorship and acceptable complication rates.
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Affiliation(s)
- Qiuyuan Wang
- Graduate School, Beijing University of Chinese Medicine, Beijing, China,Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China
| | - Qi Wang
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China,Department of Orthopaedic Surgery, Peking University of China-Japan Friendship School of Clinical Medicine, Beijing, China
| | - Pei Liu
- Department of Adult Joint Reconstruction, Henan Luoyang Orthopedic Hospital (Henan Provincial Orthopedic Hospital), Zhengzhou, China
| | - Juncheng Ge
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China,Department of Orthopaedic Surgery, Peking University of China-Japan Friendship School of Clinical Medicine, Beijing, China
| | - Qidong Zhang
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China
| | - Wanshou Guo
- Graduate School, Beijing University of Chinese Medicine, Beijing, China,Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China,Correspondence: Weiguo Wang Wanshou Guo
| | - Weiguo Wang
- Department of Orthopaedic Surgery, China-Japan Friendship Hospital, Beijing, China,Correspondence: Weiguo Wang Wanshou Guo
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9
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Pang S, Shang W, Zhang F, Zhang B, Cong S. Design and Stiffness Analysis of a Novel 7-DOF Cable-Driven Manipulator. IEEE Robot Autom Lett 2022. [DOI: 10.1109/lra.2022.3144776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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10
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Sefati S, Hegeman R, Iordachita I, Taylor RH, Armand M. A Dexterous Robotic System for Autonomous Debridement of Osteolytic Bone Lesions in Confined Spaces: Human Cadaver Studies. IEEE T ROBOT 2022; 38:1213-1229. [PMID: 35633946 PMCID: PMC9138669 DOI: 10.1109/tro.2021.3091283] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
This article presents a dexterous robotic system for autonomous debridement of osteolytic bone lesions in confined spaces. The proposed system is distinguished from the state-of-the-art orthopedics systems because it combines a rigid-link robot with a continuum manipulator (CM) that enhances reach in difficult-to-access spaces often encountered in surgery. The CM is equipped with flexible debriding instruments and fiber Bragg grating sensors. The surgeon plans on the patient's preoperative computed tomography and the robotic system performs the task autonomously under the surgeon's supervision. An optimization-based controller generates control commands on the fly to execute the task while satisfying physical and safety constraints. The system design and controller are discussed and extensive simulation, phantom and human cadaver experiments are carried out to evaluate the performance, workspace, and dexterity in confined spaces. Mean and standard deviation of target placement are 0.5 and 0.18 mm, and the robotic system covers 91% of the workspace behind an acetabular implant in treatment of hip osteolysis, compared to the 54% that is achieved by conventional rigid tools.
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Affiliation(s)
- Shahriar Sefati
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Rachel Hegeman
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Iulian Iordachita
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Russell H Taylor
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Mehran Armand
- Department of Orthopedic Surgery, The Johns Hopkins Medical School, Baltimore, MD 21205 USA
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11
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Wang Y, Zheng H, Taylor RH, Samuel Au KW. A Handheld Steerable Surgical Drill With a Novel Miniaturized Articulated Joint Module for Dexterous Confined-Space Bone Work. IEEE Trans Biomed Eng 2022; 69:2926-2934. [PMID: 35263248 DOI: 10.1109/tbme.2022.3157818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
OBJECTIVE Steerable surgical drills have the potential to minimize intraoperative tissue damage to patients. However, due to their large shaft diameters, large bend radii, and small bend angles, existing steerable drills are unsuitable for dexterous operations in confined spaces. This article presents a handheld steerable drill with a 4.5-mm miniaturized tip, capable of abruptly bending up to 65. METHODS To achieve a small tip diameter and a large bend angle, we propose a novel articulated joint module composed of a tendon-driven geared rolling joint and a double universal joint for steering the drill shaft and transmitting drilling torques, respectively. We integrate this joint module with a customized compact actuation unit into a handheld device. The integrated handheld steerable drill is slim and lightweight, supporting burdenless, single-handed grips and easy integration into existing surgical procedures. RESULTS Experiments and analysis showed the proposed steerable drill has high distal dexterity and is capable to remove target tissues dexterously through a small passage/incision with minimized collateral damage. CONCLUSION The results suggest the potential of the proposed miniaturized articulated drill for dexterous bone work in confined spaces. SIGNIFICANCE By enhancing distal dexterity and reach for surgeons when dealing with hard bony tissues, the proposed device can potentially minimize surgical invasiveness and thus collateral tissue damage to patients for a better clinical outcome.
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12
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Short Circuit and Broken Rotor Faults Severity Discrimination in Induction Machines Using Non-invasive Optical Fiber Technology. ENERGIES 2022. [DOI: 10.3390/en15020577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
Multiple techniques continue to be simultaneously utilized in the condition monitoring and fault detection of electric machines, as there is still no single technique that provides an all-round solution to fault finding in these machines. Having various machine fault-detection techniques is useful in allowing the ability to combine two or more in a manner that will provide a more comprehensive application-dependent condition-monitoring solution; especially, given the increasing role these machines are expected to play in man’s transition to a more sustainable environment, where many more electric machines will be required. This paper presents a novel non-invasive optical fiber using a stray flux technique for the condition monitoring and fault detection of induction machines. A giant magnetostrictive transducer, made of terfenol-D, was bonded onto a fiber Bragg grating, to form a composite FBG-T sensor, which utilizes the machines’ stray flux to determine the internal condition of the machine. Three machine conditions were investigated: healthy, broken rotor, and short circuit inter-turn fault. A tri-axial auto-data-logging flux meter was used to obtain stray magnetic flux measurements, and the numerical results obtained with LabView were analyzed in MATLAB. The optimal positioning and sensitivity of the FBG-T sensor were found to be transverse and 19.3810 pm/μT, respectively. The experimental results showed that the FBG-T sensor accurately distinguished each of the three machine conditions using a different order of magnitude of Bragg wavelength shifts, with the most severe fault reaching wavelength shifts of hundreds of picometres (pm) compared to the healthy and broken rotor conditions, which were in the low-to-mid-hundred and high-hundred picometre (pm) range, respectively. A fast Fourier transform (FFT) analysis, performed on the measured stray flux, revealed that the spectral content of the stray flux affected the magnetostrictive behavior of the magnetic dipoles of the terfenol-D transducer, which translated into strain on the fiber gratings.
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13
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Gao C, Phalen H, Sefati S, Ma J, Taylor R, Unberath M, Armand M. Fluoroscopic Navigation for a Surgical Robotic System Including a Continuum Manipulator. IEEE Trans Biomed Eng 2022; 69:453-464. [PMID: 34270412 PMCID: PMC8817231 DOI: 10.1109/tbme.2021.3097631] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
We present an image-based navigation solution for a surgical robotic system with a Continuum Manipulator (CM). Our navigation system uses only fluoroscopic images from a mobile C-arm to estimate the CM shape and pose with respect to the bone anatomy. The CM pose and shape estimation is achieved using image intensity-based 2D/3D registration. A learning-based framework is used to automatically detect the CM in X-ray images, identifying landmark features that are used to initialize and regularize image registration. We also propose a modified hand-eye calibration method that numerically optimizes the hand-eye matrix during image registration. The proposed navigation system for CM positioning was tested in simulation and cadaveric studies. In simulation, the proposed registration achieved a mean error of 1.10±0.72 mm between the CM tip and a target entry point on the femur. In cadaveric experiments, the mean CM tip position error was 2.86±0.80 mm after registration and repositioning of the CM. The results suggest that our proposed fluoroscopic navigation is feasible to guide the CM in orthopedic applications.
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14
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Towards Safe Control of Continuum Manipulator Using Shielded Multiagent Reinforcement Learning. IEEE Robot Autom Lett 2021. [DOI: 10.1109/lra.2021.3097660] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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15
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Abstract
Compliant continuum robots (CCRs) have slender and elastic bodies. Compared with a traditional serial robot, they have more degrees of freedom and can deform their flexible bodies to go through a constrained environment. In this paper, we classify CCRs according to basic transmission units. The merits, materials and potential drawbacks of each type of CCR are described. Drive systems depend on the basic transmission units significantly, and their advantages and disadvantages are reviewed and summarized. Variable stiffness and intrinsic sensing are desired characteristics of CCRs, and the methods of obtaining the two characteristics are discussed. Finally, we discuss the friction, buckling, singularity and twisting problems of CCRs, and emphasise the ways to reduce their effects, followed by several proposing perspectives, such as the collaborative CCRs.
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16
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Ma JH, Sefati S, Taylor RH, Armand M. An Active Steering Hand-held Robotic System for Minimally Invasive Orthopaedic Surgery Using a Continuum Manipulator. IEEE Robot Autom Lett 2021; 6:1622-1629. [PMID: 33869745 PMCID: PMC8052093 DOI: 10.1109/lra.2021.3059634] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This paper presents the development and experimental evaluation of an active steering hand-held robotic system for milling and curved drilling in minimally invasive orthopaedic interventions. The system comprises a cable-driven continuum dexterous manipulator (CDM), an actuation unit with a handpiece, and a flexible, rotary cutting tool. Compared to conventional rigid drills, the proposed system enhances dexterity and reach in confined spaces in surgery, while providing direct control to the surgeon with sufficient stability while cutting/milling hard tissue. Of note, for cases that require precise motion, the system is able to be mounted on a positioning robot for additional controllability. A proportional-derivative (PD) controller for regulating drive cable tension is proposed for the stable steering of the CDM during cutting operations. The robotic system is characterized and tested with various tool rotational speeds and cable tensions, demonstrating successful cutting of three-dimensional and curvilinear tool paths in simulated cancellous bone and bone phantom. Material removal rates (MRRs) of up to 571 mm3/s are achieved for stable cutting, demonstrating great improvement over previous related works.
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Affiliation(s)
- Justin H Ma
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Shahriar Sefati
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Russell H Taylor
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
| | - Mehran Armand
- Laboratory for Computational Sensing and Robotics, Johns Hopkins University, Baltimore, MD, USA
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Orthopaedic Surgery, Johns Hopkins University Medical School, Baltimore, MD, USA
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