IEEE transactions on medical robotics and bionics最新文献

筛选
英文 中文
Experimental Assessment of Positioning Precision During Free-Hand and Robot-Assisted Tool Manipulation in Transoral Microsurgery Model 经口显微手术模型中徒手和机器人辅助工具操作定位精度的实验评估
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-02 DOI: 10.1109/TMRB.2024.3421596
Sukrit Prasarnkleo;Jeroen Meulemans;Mouloud Ourak;Leonardo S. Mattos;Vincent Vander Poorten;Emmanuel Vander Poorten
{"title":"Experimental Assessment of Positioning Precision During Free-Hand and Robot-Assisted Tool Manipulation in Transoral Microsurgery Model","authors":"Sukrit Prasarnkleo;Jeroen Meulemans;Mouloud Ourak;Leonardo S. Mattos;Vincent Vander Poorten;Emmanuel Vander Poorten","doi":"10.1109/TMRB.2024.3421596","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421596","url":null,"abstract":"Transoral laser microsurgery (TLM) is a vocal cord cancer treatment where surgical tools reach the targeted region through the mouth. A robot-assisted system could aid in such operation yet there is limited understanding of the precision that is reachable at the level of the vocal folds. Therefore, this paper analyzed the baseline of human tool positioning capability during simulated TLM. In a simulated TLM environment, 31 participants navigated a probe to reach the target region of variable diameter ranging from 2.0 mm to 0.1 mm. The total execution time and the number of incorrect contacts were recorded. To assess the positioning potential under robotic assistance, 5 volunteers conducted the same tasks with the help of a co-manipulation robot. The minimum target diameter humans can precisely achieve at the vocal fold is 1.5 mm (time: mean \u0000<inline-formula> <tex-math>${=} ,, 13$ </tex-math></inline-formula>\u0000.92 s, SD \u0000<inline-formula> <tex-math>${=} ,, 12$ </tex-math></inline-formula>\u0000.30 s, incorrect contact: mean \u0000<inline-formula> <tex-math>${=} ,, 2.71$ </tex-math></inline-formula>\u0000, SD \u0000<inline-formula> <tex-math>${=} ,, 4.53$ </tex-math></inline-formula>\u0000) while with the co-manipulation system, the precision can be improved to 0.2 mm (time: mean \u0000<inline-formula> <tex-math>${=} ,, 21$ </tex-math></inline-formula>\u0000.20 s, SD \u0000<inline-formula> <tex-math>${=} ,, 12$ </tex-math></inline-formula>\u0000.31 s, incorrect contact: mean \u0000<inline-formula> <tex-math>${=} ,, 3.84$ </tex-math></inline-formula>\u0000, SD \u0000<inline-formula> <tex-math>${=} ,, 2.95$ </tex-math></inline-formula>\u0000). The experiments successfully established a baseline for free-hand precision reachable at the vocal fold and potential improvement through robot assistance.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulation-Based Flexible Needle Control With Single-Core FBG Feedback for Spinal Injections 基于仿真的脊柱注射单芯 FBG 反馈灵活针头控制。
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-02 DOI: 10.1109/TMRB.2024.3421630
Yanzhou Wang;Yangsheng Xu;Jiarong Kang;Jan Fritz;Iulian Iordachita
{"title":"Simulation-Based Flexible Needle Control With Single-Core FBG Feedback for Spinal Injections","authors":"Yanzhou Wang;Yangsheng Xu;Jiarong Kang;Jan Fritz;Iulian Iordachita","doi":"10.1109/TMRB.2024.3421630","DOIUrl":"10.1109/TMRB.2024.3421630","url":null,"abstract":"Objective: We present a general framework of simultaneous needle shape reconstruction and control input generation for robot-assisted spinal injection procedures, without continuous imaging feedback. Methods: System input-output mapping is generated with a real-time needle-tissue interaction simulation, and single-core FBG sensor readings are used as local needle shape feedback within the same simulation framework. FBG wavelength shifts due to temperature variation is removed by exploiting redundancy in fiber arrangement. Results: Targeting experiments performed on both plastisol lumbar phantoms as well as an ex vivo porcine lumbar section achieved in-plane tip errors of \u0000<inline-formula> <tex-math>$0.6 pm 0.3$ </tex-math></inline-formula>\u0000 mm and \u0000<inline-formula> <tex-math>$1.6 pm 0.9$ </tex-math></inline-formula>\u0000 mm, and total tip errors of \u0000<inline-formula> <tex-math>$0.9 pm 0.7$ </tex-math></inline-formula>\u0000 mm and \u0000<inline-formula> <tex-math>$2.1 pm 0.8$ </tex-math></inline-formula>\u0000 mm for the two testing environments. Significance: Our clinically inspired control strategy and workflow is self-contained and not dependent on the modality of imaging guidance. The generalizability of the proposed approach can be applied to other needle-based interventions where medical imaging cannot be reliably utilized as part of a closed-loop control system for needle guidance.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141918242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Electromagnets Under the Table: An Unobtrusive Magnetic Navigation System for Microsurgery 台下的电磁铁:用于显微手术的不显眼磁导航系统
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421249
Adam Schonewille;Changyan He;Cameron Forbrigger;Nancy Wu;James Drake;Thomas Looi;Eric Diller
{"title":"Electromagnets Under the Table: An Unobtrusive Magnetic Navigation System for Microsurgery","authors":"Adam Schonewille;Changyan He;Cameron Forbrigger;Nancy Wu;James Drake;Thomas Looi;Eric Diller","doi":"10.1109/TMRB.2024.3421249","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421249","url":null,"abstract":"Miniature magnetic tools have the potential to enable minimally invasive surgical techniques to be applied to space-restricted surgical procedures in areas such as neurosurgery. However, typical magnetic navigation systems, which create the magnetic fields to drive such tools, either cannot generate large enough fields, or surround the patient in a way that obstructs surgeon access to the patient. This paper introduces the design of a magnetic navigation system with eight electromagnets arranged completely under the operating table, to endow the system with maximal workspace accessibility, which allows the patient to lie down on the top surface of the system without any constraints. The found geometric layout of the electromagnets maximizes the field strength and uniformity over a reasonable neurosurgical operating volume. The system can generate non-uniform magnetic fields up to 38 mT along the x and y axes and 47 mT along the z axis at a working distance of 120 mm away from the actuation system workbench, deep enough to deploy magnetic microsurgical tools in the brain. The forces which can be exerted on millimeter-scale magnets used in prototype neurosurgical tools are validated experimentally. Due to its large workspace, this system could be used to control milli-robots in a variety of surgical applications.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining Functional Electrical Stimulation (FES) to Elicit Hand Movements and a Mechanical Orthosis to Passively Maintain Wrist and Fingers Position in Individuals With Tetraplegia: A Feasibility Test 将功能性电刺激(FES)诱发手部运动与机械矫形器相结合,使四肢瘫痪者被动保持手腕和手指位置:可行性测试
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421667
Clément Trotobas;Fernanda M. Rodrigues Martins Ferreira;João Paulo Fernandes Bonfim;Maria Rosália de Faria Moraes;Adriana Maria Valladão Novais Van Pette;Henrique Resende Martins;Charles Fattal;Christine Azevedo Coste
{"title":"Combining Functional Electrical Stimulation (FES) to Elicit Hand Movements and a Mechanical Orthosis to Passively Maintain Wrist and Fingers Position in Individuals With Tetraplegia: A Feasibility Test","authors":"Clément Trotobas;Fernanda M. Rodrigues Martins Ferreira;João Paulo Fernandes Bonfim;Maria Rosália de Faria Moraes;Adriana Maria Valladão Novais Van Pette;Henrique Resende Martins;Charles Fattal;Christine Azevedo Coste","doi":"10.1109/TMRB.2024.3421667","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421667","url":null,"abstract":"We have developed a new approach to assist prehension by combining functional electrical stimulation (FES) and a motorized orthosis: ORTHYB. The aim was to induce movements of fingers, thumb, and wrist joints by activating muscles using surface FES and locking joints in desired positions using electric motors, to reduce muscle fatigue and enable prolonged grasping of objects. Another hypothesis was that the mechanical orthosis would improve grip quality by constraining joint positioning and guiding movements. The functionality and acceptability of this hybrid orthosis were tested on five participants with upper-limb paralysis due to spinal cord injury. The evaluation was carried out by monitoring the quality of grip for 30 seconds on 3 different objects; perceived effort using the Borg RPE (Rating of Perceived Exertion) scale; pain using visual analog scale (VAS); acceptability using QUEST (Quebec User Evaluation of Satisfaction Technology with Assistive Technology) scale and SUS (System Usability Scale). Preliminary results indicate that the hybrid orthosis provides added value compared to FES alone. The scores obtained in terms of functionality were in most of the trials greater than or equal to those obtained with FES alone. Object grasping was possible for 30 seconds without muscular fatigue affecting grip quality.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid Rigid-Soft and Pneumatic-Electromechanical Exoskeleton for Multi-Joint Lower Limb Assistance 用于多关节下肢辅助的软硬混合气动机电外骨骼
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421547
Luka Mišković;Enrica Tricomi;Xiaohui Zhang;Francesco Missiroli;Kristina Krstanović;Tadej Petrič;Lorenzo Masia
{"title":"Hybrid Rigid-Soft and Pneumatic-Electromechanical Exoskeleton for Multi-Joint Lower Limb Assistance","authors":"Luka Mišković;Enrica Tricomi;Xiaohui Zhang;Francesco Missiroli;Kristina Krstanović;Tadej Petrič;Lorenzo Masia","doi":"10.1109/TMRB.2024.3421547","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421547","url":null,"abstract":"Human augmentation typically employs either rigid exoskeletons or soft exosuits. Rigid exoskeletons enhance stability and weight support through load-bearing frames and direct joint torque. Conversely, soft exosuits, devoid of rigid frames, utilize proximally positioned actuators and tendons to transmit forces to textile parts affixed to limbs, thereby enhancing adaptability and simplifying mechanics. To exploit the benefits of both, this study introduces a multi-joint hybrid-assisted device that combines a soft tendon-driven hip exosuit with a rigid pneumatic knee exoskeleton. The hip joint, featuring three active degrees of freedom, is assisted during the swing by the exosuit to minimize kinematic restrictions, mechanical complexity, and weight. The knee joint, with its single active degree of freedom, receives assistance during the stance from the rigid knee exoskeleton, pneumatically actuated, ensuring inherent knee compliance during load response. The study investigates the hybrid system’s impact on metabolic cost, muscle activity, and kinematics in four conditions (unassisted, hip-assisted, knee-assisted, and hybrid-assisted) with seven healthy subjects on an inclined treadmill (15° at 3 km/h). Findings indicate that hybrid assistance yields the greatest significant metabolic reductions, followed by hip assistance and knee-only assistance, with assisted muscles exhibiting significantly reduced activity and minimal impact on kinematics.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Digital Twin-Based Large-Area Robot Skin System for Safer Human-Centered Healthcare Robots Toward Healthcare 4.0 基于数字孪生的大面积机器人皮肤系统,实现更安全的以人为本的医疗保健机器人,迈向医疗保健 4.0
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421635
Geng Yang;Zhiqiu Ye;Haiteng Wu;Chen Li;Ruohan Wang;Depeng Kong;Zeyang Hou;Huafen Wang;Xiaoyan Huang;Zhibo Pang;Na Dong;Gaoyang Pang
{"title":"A Digital Twin-Based Large-Area Robot Skin System for Safer Human-Centered Healthcare Robots Toward Healthcare 4.0","authors":"Geng Yang;Zhiqiu Ye;Haiteng Wu;Chen Li;Ruohan Wang;Depeng Kong;Zeyang Hou;Huafen Wang;Xiaoyan Huang;Zhibo Pang;Na Dong;Gaoyang Pang","doi":"10.1109/TMRB.2024.3421635","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421635","url":null,"abstract":"The fourth revolution of healthcare technologies, i.e., Healthcare 4.0, is putting robotics into human-dominated environments. In such a context, one of the main challenges is to develop human-centered robotics technologies that enable safe and reliable human-robot interaction toward human-robot symbiosis. Herein, robot skin is developed to endow healthcare robots with on-body proximity perception so as to fulfill the promise of safe and reliable robotic systems alongside humans. The sensing performance of the robot skin is evaluated by extensive experiments, providing important guidance on its effective implementation into a specific robot platform. Results show that the developed robot skin has a detection range of 0–50 mm, a maximum sensitivity of 0.7 pF/mm, a minimum resolution of 0.05 mm, a repeatability error of 6.6%, a hysteresis error of 7.1%, and bending durability of 2000 cycles. The robot skin is further customized and scaled up to form a large-area sensing system on the exterior of robot arms to support functional safety, which is experimentally validated by approaching distance monitoring and reactive collision avoidance. During the validation, the sensing feedback of the robot skin and the motion of the host robot are visualized remotely in the robot digital twin in a real-time manner via a cloud server. The cloud-based monitoring interface bridges the gap between local healthcare robots and remote professionals, illustrating promising applications where professionals monitor the robot state and intervene in challenging situations to provide instant support for emergent safety issues in human-robot interaction.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Needle Steering Controller Design for Flexible Steerable Needle Utilizing Robust Backstepping Control Strategy 利用鲁棒反步态控制策略设计灵活可转向针的针转向控制器
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421593
Kaushik Halder;M. Felix Orlando
{"title":"Needle Steering Controller Design for Flexible Steerable Needle Utilizing Robust Backstepping Control Strategy","authors":"Kaushik Halder;M. Felix Orlando","doi":"10.1109/TMRB.2024.3421593","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421593","url":null,"abstract":"In Minimal Invasive Surgery (MIS), steerable flexible needles are commonly utilized as surgical tools to improve target-reaching accuracy. Nevertheless, challenges like tissue deformation, tissue inhomogeneity, and noisy sensory measurements can lead to inaccuracies in needle-tip positioning within the tissue domain. Therefore, to ensure precise needle placement in tissue region, designing a robust non-linear closed-loop needle steering control becomes a crucial aspect in percutaneous intervention procedures. Consequently, in pursuit of accurate and precise needle placement within tissue, various controller methodologies are evident in current literature. However, to address the complexity associated with the design of existing control strategies, this study introduces a robust non-linear needle steering controller within the tissue environment, with the goal of stabilizing the needle within a designated plane. Our proposed needle steering technique incorporates the backstepping based controller that involves the splitting of entire needle kinematic model into several smaller designs while ensuring closed-loop stability through Lyapunov stability analyses. Efficacy of the devised needle steering approach is validated by comparing it with existing control techniques through extensive simulation studies, specifically focusing on needle placement in both 2D and 3D planes. Furthermore, experimental validation is performed involving brachytherapy needle with both artificial tissue phantom and biological tissue.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Technologies for the Automation of Anatomic Pathology Processes: A Review 解剖病理流程自动化技术:综述
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-07-01 DOI: 10.1109/TMRB.2024.3421611
Sabrina Ciancia;Lorenzo Vannozzi;Aliria Poliziani;Lorena Guachi-Guachi;Denise Amram;Dario Lunni;Alessandra Zucca;Marco Bellini;Luigi Spagnoli;Gian Andrea Pedrazzini;Andrea Cavazzana;Leonardo Ricotti
{"title":"Technologies for the Automation of Anatomic Pathology Processes: A Review","authors":"Sabrina Ciancia;Lorenzo Vannozzi;Aliria Poliziani;Lorena Guachi-Guachi;Denise Amram;Dario Lunni;Alessandra Zucca;Marco Bellini;Luigi Spagnoli;Gian Andrea Pedrazzini;Andrea Cavazzana;Leonardo Ricotti","doi":"10.1109/TMRB.2024.3421611","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3421611","url":null,"abstract":"One of the primary roles of an anatomic pathology laboratory (APL) is the identification of tissue abnormalities, which is crucial for diagnosing diseases and defining a suitable therapy. To date, a considerable number of human errors and artifacts affect the APL test cycle in all its phases (pre-analytical, intra-analytical, analytical, and post-analytical), mainly due to manual and non-standardized procedures. An extensive use of technologies (among which robotic ones) aimed at favoring laboratory automation procedures, would be key in decreasing these errors and their clinical consequences. However, several improvements in workflow, technology and standardization still need to occur. In this review, we discuss the current level of automation currently available in the APL histopathologic production workflow in all phases of the test cycle, highlighting the legal and ethical issues related to their adoption.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965170","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Training Explainable and Effective Multi-DoF EMG Decoder Using Additive 1-DoF EMG 利用加法 1-DoF EMG 训练可解释且有效的多 DoF EMG 解码器
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-06-03 DOI: 10.1109/TMRB.2024.3408312
Yangyang Yuan;Chenyun Dai;Jiahao Fan;Chihhong Chou;Jionghui Liu;Xinyu Jiang
{"title":"Training Explainable and Effective Multi-DoF EMG Decoder Using Additive 1-DoF EMG","authors":"Yangyang Yuan;Chenyun Dai;Jiahao Fan;Chihhong Chou;Jionghui Liu;Xinyu Jiang","doi":"10.1109/TMRB.2024.3408312","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3408312","url":null,"abstract":"Human hands can execute intricate and dexterous control of diverse objects. Decoding hand motions, especially estimating the force of each individual finger via surface electromyography (sEMG), is an essential step in intuitive and dexterous control of prosthetics, exoskeletons and more various human-machine systems. Previous sEMG decoders lack explainability and show degraded performances in decoding finger forces with multiple degrees-of-freedom (DoFs). When developing a multi-DoF EMG decoder, the combinations of various forces levels exerted by different fingers are too numerous to be exhaustively enumerate. In our work, we utilized the data of 1-DoF finger activation to generate synthetic N-DoF sEMG data with a straightforward additive mixup data augmentation approach, which overlays 1-DoF sEMG signals and finger force labels. The basic assumption of our method is the additive property of sEMG associated with different DoFs. With the synthetic N-DoF sEMG data, we then developed N-DoF EMG-force models via the highly explainable deep forest built on simple and transparent decision trees. With data augmentation using only 1-DoF sEMG data, the regression error reduced by ~20% of the baseline level (without data augmentation). More significantly, the explainability of the deep forest suggested that, the crucial electrodes in the decision making process of the 2-DoF deep forest are essentially a linear superposition of the counterparts in the 1-DoF deep forest.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robotics Application in Dentistry: A Review 机器人技术在牙科中的应用:综述
IF 3.4
IEEE transactions on medical robotics and bionics Pub Date : 2024-06-03 DOI: 10.1109/TMRB.2024.3408321
Zeyang Xia;Faizan Ahmad;Hao Deng;Lin Jiang;Wenlong Qin;Qunfei Zhao;Jing Xiong
{"title":"Robotics Application in Dentistry: A Review","authors":"Zeyang Xia;Faizan Ahmad;Hao Deng;Lin Jiang;Wenlong Qin;Qunfei Zhao;Jing Xiong","doi":"10.1109/TMRB.2024.3408321","DOIUrl":"https://doi.org/10.1109/TMRB.2024.3408321","url":null,"abstract":"Digital dentistry and afterwards intelligent dentistry have been considered a trend in the development of both dental research and clinical practice. Robotics enhances precision and efficiency in medicine. In particular, robotics in dentistry is revolutionizing patient care with advanced technological integration, minimally invasive procedures, and improved outcomes and patient experiences. This review presents an in-depth concept of robots in digital dentistry, highlighting major contributions and impact in clinical scenarios. We first present the motivation behind dental robots and then will discuss the limitations and gaps between the research and applications of dental robots in different fields of dentistry. These robots are clinically involved in oral and maxillofacial surgery, dental implants, prosthodontics, orthognathic surgery, endodontics, and dental education treatments. The literature suggest that these robots are efficient, making quick decision, and maximize the benefit of digital dentistry. It fully automate the surgical procedure for diagnostic and treatment system. By integrating Artificial Intelligence (AI) to these robots eliminates the clinical decision making approach for predictive analysis for early detection and prevention. Finally, the key technologies and potential developments in robotics across various fields of dentistry were demonstrated. It is also discussed carefully how aspects such as mechanical design, recognition sensors, manipulation planning, and state monitoring can significantly influence the future impact of dental robots. These components play a crucial role in enhancing the functionality and efficiency of dental robotics, paving the way for advanced dental care. This review paper will enable researchers to gain better understanding of current status, challenges and future directions of dental robots.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141965142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信