Design and Experimental Evaluation of a Novel Robot-Assisted Surgical System for Pelvic Fracture Closed Reduction

IF 6.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Xiao Cheng;Wei Kou;Xinyu Chen;Dongya Li;Haixia Wang;Shaolong Kuang
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引用次数: 0

Abstract

This paper designs a novel clinical-oriented robot-assisted surgical system (RASS) for pelvic fracture closed reduction, including three core parts: preoperative planning system, intraoperative navigation system and reduction robot. In preoperative planning system, a virtual reduction method based on the Statistical Shape Model (SSM) and pelvic partial surface data is adopted, providing personalized and detailed preoperative plans with high-efficiency and enhanced adaptability. Then, a serial-parallel hybrid reduction robot with robot autonomous and main-secondary reduction mode switching control strategy is designed, combined with the intuitive and real-time guidance of the intraoperative navigation system, achieving flexible and precise reduction operations. Additionally, clinical solution research based on the designed RASS is developed and evaluated by ten pelvic models and five animal experiments. In the pelvic model experiments, the root mean square error (RMSE) of the distance between the reduced and intact pelvic point cloud is 1.0mm, and the three points error of 10 cases are all within 2.0mm, achieving an excellent reduction effect. In the animal experiments, the four point-pairs distance decreases from $26.7\pm 1.04$ mm to $5.86\pm 0.82$ mm, and the mean distance between the two point clouds of the “Pig-081” before modeling and after reduction is 2.81mm, which further confirmed the effectiveness of the system, as well as the feasibility and safety of the clinical solution. The designed novel RASS provides a promising solution in the treatment of pelvic fractures, and the experimental results lay the foundation for further clinical application. Note to Practitioners—RASS is crucial for pelvic fracture closed reduction. However, the clinical application of RASS for pelvic fracture closed reduction still face some challenges, such as the poor adaptability of preoperative virtual reduction, the limited mechanical structure and control strategy of reduction robot, the lack of integration all technical modules of RASS into a unified clinical workflow. To address these challenges, this paper designs a novel clinical-oriented RASS, including a more adaptive preoperative planning system, an intuitive intraoperative navigation system, as well as a flexible and accurate serial-parallel hybrid reduction robot. Based on the designed RASS, a comprehensive solution for RASS-integrated clinical workflow is proposed and evaluated through pelvic model and animal experiments. Experimental results show that our designed RASS can effectively address these challenges and demonstrates excellent reduction effects. The system’s integration design and adaptive workflow also offer insights for advancing robot-assisted solutions in broader orthopedic and trauma surgery applications.
新型机器人辅助骨盆骨折闭合复位手术系统的设计与实验评估
本文设计了一种新型面向临床的骨盆骨折闭合复位机器人辅助手术系统(RASS),包括术前规划系统、术中导航系统和复位机器人三个核心部分。在术前计划系统中,采用基于统计形状模型(SSM)和骨盆部分表面数据的虚拟还原方法,提供个性化、详细的术前计划,效率高,适应性强。然后,设计了具有机器人自主和主副减速模式切换控制策略的串并联混合减速机器人,结合术中导航系统的直观实时引导,实现了灵活精确的减速操作。此外,基于所设计的RASS进行了临床解决方案研究,并通过10个骨盆模型和5个动物实验进行了评估。在盆腔模型实验中,还原后的盆腔点云与完整盆腔点云之间距离的均方根误差(RMSE)为1.0mm, 10例的3个点误差均在2.0mm以内,取得了优异的还原效果。在动物实验中,4个点对距离从$26.7\pm 1.04$ mm减小到$5.86\pm 0.82$ mm,“猪-081”建模前和减小后的2个点云之间的平均距离为2.81mm,进一步证实了系统的有效性,以及临床解决方案的可行性和安全性。所设计的新型RASS为骨盆骨折的治疗提供了一种有希望的解决方案,实验结果为进一步的临床应用奠定了基础。从业人员注意:rass对骨盆骨折闭合复位至关重要。然而,RASS在骨盆骨折闭合复位中的临床应用仍然面临着一些挑战,如术前虚拟复位适应性差,复位机器人的机械结构和控制策略有限,RASS的所有技术模块没有整合到一个统一的临床工作流程中。为了解决这些挑战,本文设计了一种新型的面向临床的RASS,包括更具适应性的术前规划系统、直观的术中导航系统以及灵活准确的串并联混合复位机器人。基于所设计的RASS,提出了一种集成RASS的临床工作流程综合解决方案,并通过盆腔模型和动物实验对其进行了评价。实验结果表明,我们设计的RASS可以有效地解决这些挑战,并显示出良好的减少效果。该系统的集成设计和自适应工作流程也为在更广泛的骨科和创伤外科应用中推进机器人辅助解决方案提供了见解。
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来源期刊
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Automation Science and Engineering 工程技术-自动化与控制系统
CiteScore
12.50
自引率
14.30%
发文量
404
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.
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