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Taoming Liu

dblp:151/9734 · DBLP profile ↗
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6ranked-venue papers
3as first author
0since 2021 · last 2018
0009-0009-6744-4355ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 5 · 2 first-authorSystems, architecture and hardware · 5 · 2 first-authorApplied, interdisciplinary, general and emerging computing · 1 · 1 first-author

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
2 papers
Motion planning and robot control · 67% Robot manipulation · 33%
Interdisciplinary, comprehensive, and emerging computing
1 paper
Medical and health informatics · 100%

Topics — the 7 heaviest of 7, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Robotics › Robot manipulation
grasping
0.212015
Optimal needle grasp selection for automatic execution of suturing tasks in robotic minimally invasive surgery · ICRA 2015
Robotics › Motion planning and robot control
motion planning
0.212015
Optimal needle grasp selection for automatic execution of suturing tasks in robotic minimally invasive surgery · ICRA 2015
Robotics › Motion planning and robot control › path planning › collision-free path planning
needle path planning
0.212015
Optimal needle grasp selection for automatic execution of suturing tasks in robotic minimally invasive surgery · ICRA 2015
Robotics › Motion planning and robot control › robot kinematics
continuum robot kinematics
0.212014
Three dimensional modeling of an MRI actuated steerable catheter system · ICRA 2014
Robotics › Robot manipulation
medical robotics
0.212014
Three dimensional modeling of an MRI actuated steerable catheter system · ICRA 2014
Robotics › Motion planning and robot control
robot kinematics
0.212014
Three dimensional modeling of an MRI actuated steerable catheter system · ICRA 2014
Medical and health informatics
image-guided intervention
0.112014
Three dimensional modeling of an MRI actuated steerable catheter system · ICRA 2014

Methods — techniques the papers use, named apart from their topics

quasi-static torque-deflection analysis · 0.4finite difference modeling · 0.4beam theory · 0.4torque metric · 0.2manipulability metric · 0.2dexterity metric · 0.2
YearPublicationVenuePosition
2018 Analysis of Dynamic Response of an MRI-Guided Magnetically-Actuated Steerable Catheter System
abstract
This paper presents a free-space open-loop dynamic response analysis for an MRI -guided magnetically-actuated steerable intra-vascular catheter system. The catheter tip is embedded with a set of current carrying micro-coils. The catheter is directly actuated via the magnetic torques generated on these coils by the magnetic field of the magnetic resonance imaging (MRI)scanner. The relationship between the input current commands and catheter tip deflection angle presents an inherent nonlinearity in the proposed catheter system. The system nonlinearity is analyzed by utilizing a pendulum model. The pendulum model is used to describe the system nonlinearity and to perform an approximate input-output linearization. Then, a black-box system identification approach is performed for frequency response analysis of the linearized dynamics. The optimal estimated model is reduced by observing the modes and considering the Nyquist frequency of the camera system that is used to track the catheter motion. The reduced model is experimentally validated with 3D open-loop Cartesian free-space trajectories. This study paves the way for effective and accurate free-space closed-loop control of the robotic catheter with real-time feedback from MRI guidance in subsequent research.
Eser Erdem Tuna, Taoming Liu, Russell C. Jackson, Nate Lombard Poirot, Mac Russell, Murat Cenk Cavusoglu
IROS2
2017 Experimental validation of the pseudo-rigid-body model of the MRI-actuated catheter
abstract
An MRI-actuated catheter is a novel robotic catheter system that utilizes the MRI for both remote steering and visualization for catheter ablation of atrial fibrillation. Planning and control of the catheter requires a sufficiently fast yet accurate model of the catheter. The pseudo-rigid-body (PRB) model offers a reasonable trade-off between speed and accuracy by approximating the continuum catheter as rigid links connected by flexible joints, thus reducing the infinite degrees of freedom of the continuum mechanism to a finite one. In this paper, a PRB model of the MRI-actuated catheter is validated experimentally by comparing the deflections of the PRB model with the deflections of the catheter prototype.
Tipakorn Greigarn, Russell C. Jackson, Taoming Liu, Murat Cenk Cavusoglu
ICRA3
2016 Catadioptric stereo tracking for three dimensional shape measurement of MRI guided catheters
abstract
The recent introduction of Magnetic Resonance Imaging (MRI)-actuated steerable catheters lays the ground work for increasing the efficacy of cardiac catheter procedures. The MRI, while capable of imaging the catheter for tracking and control, does not fulfill all of the needs required to identify and develop a complete catheter model. Specifially, the frequency response of the catheter must be identified to ensure stable control of the catheter system. This requires a higher frequency imaging than the MRI can achieve. This work uses a catadioptric stereo camera system consisting of a mirror and a single camera in order to track a MRI actuated catheter inside a MRI machine. The catadioptric system works in parallel to the MRI and is capable of recording the catheter at 60 fps for post processing. The accuracy of the catadioptric system is verified in imaging conditions that would be found inside the MRI. The stereo camera is then used to track a catheter as it is actuated inside the MRI.
Russell C. Jackson, Taoming Liu, Murat Cenk Cavusoglu
ICRA2
2016 Needle Grasp and Entry Port Selection for Automatic Execution of Suturing Tasks in Robotic Minimally Invasive Surgery
abstract
This paper presents algorithms for selection of needle grasp and for selection of entry ports of robotic instruments, for autonomous robotic execution of the minimally invasive surgical suturing task. A critical issue for automatic execution of surgical tasks, such as suturing, is the choice of needle grasp for the robotic system. Inappropriate needle grasp increases operating time requiring multiple regrasps to complete the desired task. In robotic minimally invasive surgery, the entry port that the surgical robot goes through into the patient's body has a significant role on the performance of the robot. Improper entry port affects the robot's dexterity, manipulability and reachability. The proposed methods use manipulability, dexterity and torque metrics for needle grasp selection, and employ needle grasp robustness and target location robustness metrics for port selection. The results of a case study simulation in thoracoscopic surgery is also presented to demonstrate the proposed methods. This paper is motivated by the problem of automating low-level surgical tasks in robotic surgery, such as, suturing, retraction, dissection, and providing exposure. Specifically, this paper focuses on needle grasp and entry port selection for automating robotic surgical suturing. Selection of an appropriate way of grasping a needle is critical for successfully and robustly completing autonomous suturing. To the best authors' knowledge, there are no earlier studies in the literature which focus on the needle grasp selection problem. The proposed approach determines how to grasp the needle by optimizing the surgical system's manipulation performance. The existing approaches in the literature for selecting entry ports for the robotic surgical tools only consider the teleoperated robotic minimally invasive surgery, in which the surgeons directly control the robotic instruments. However, automated performance of suturing introduces additional challenges due to uncertainties in needle localization and grasping. This paper proposes two new performance metrics on selecting port locations from the perspective of autonomously performing surgical suturing, without direct involvement of the human user. This paper also presents preliminary experiments which demonstrate the effectiveness of the proposed methods.
Taoming Liu, Murat Cenk Cavusoglu
IEEE Trans Autom. Sci. Eng.1
2015 Optimal needle grasp selection for automatic execution of suturing tasks in robotic minimally invasive surgery
abstract
This paper presents algorithms for optimal selection of needle grasp, for autonomous robotic execution of the minimally invasive surgical suturing task. In order to minimize the tissue trauma during the suturing motion, the best practices of needle path planning that are used by surgeons are applied for autonomous robotic surgical suturing tasks. Once an optimal needle trajectory in a well-defined suturing scenario is chosen, another critical issue for suturing is the choice of needle grasp for the robotic system. Inappropriate needle grasp increases operating time requiring multiple re-grasps to complete the desired task. The proposed methods use manipulability, dexterity and torque metrics for needle grasp selection. A simulation demonstrates the proposed methods and recommends a variety of grasps. Then a realistic demonstration compares the performances of the manipulator using different grasps.
Taoming Liu, Murat Cenk Cavusoglu
ICRA1
2014 Three dimensional modeling of an MRI actuated steerable catheter system
abstract
This paper presents the three dimensional kinematic modeling of a novel steerable robotic ablation catheter system. The catheter, embedded with a set of current-carrying micro-coils, is actuated by the magnetic forces generated by the magnetic field of the MRI scanner. This paper develops a 3D model of the MRI actuated steerable catheter system by using finite differences approach. For each finite segment, a quasi-static torque-deflection equilibrium equation is calculated using beam theory. By using the deflection displacements and torsion angles, the kinematic modeling of the catheter system is derived. The proposed models are evaluated by comparing the simulation results of the proposed model with the experimental results of a proof-of-concept prototype.
Taoming Liu, Murat Cenk Cavusoglu
ICRA1