Online occlusion-free optimization scheme for active optical navigation system in robotic orthopedic surgeries

IF 5.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Control Engineering Practice Pub Date : 2024-04-22 DOI:10.1016/j.conengprac.2024.105948
Mengde Luo , Yanding Qin , Jianda Han
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Abstract

In robotic orthopedic surgeries, the intraoperative optical tracking system (OTS) is widely used to obtain the spatial relationship between the patient's lesion and surgical instrument via the use of positioning tools. Usually, the OTS remains stationary during surgery. If the line of sight (LoS) occlusion occurs, the surgery will be interrupted. To address this issue, this paper proposes a novel optimization scheme to proactively adjust the OTS viewpoint before occlusion occurs, guaranteeing that the LoS remains unobstructed by the occluder. To simplify the analysis process, the excessive number of LoSs from the OTS to the positioning tools are replaced by visual cone (VC) models. Subsequently, an optimization scheme is formulated to generate a desired viewpoint for the OTS and an occlusion-free adjusting trajectory for the navigation robot. Ultimately, the effectiveness of the proposed method is validated via simulations and experiments. Experimental results show that the proposed method is capable of maintaining the occlusion-free between VCs and the occluder as the occluder approaches the VCs. This active navigation technique is promising for the safe operations of robotic orthopedic surgeries.

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机器人矫形手术中主动光学导航系统的在线无闭塞优化方案
在机器人骨科手术中,术中光学跟踪系统(OTS)被广泛用于通过定位工具获取患者病灶与手术器械之间的空间关系。通常情况下,OTS 在手术过程中保持静止。如果发生视线(LoS)遮挡,手术就会中断。为了解决这个问题,本文提出了一种新颖的优化方案,在闭塞发生之前主动调整 OTS 视角,保证 LoS 不受闭塞物的阻碍。为了简化分析过程,从 OTS 到定位工具的过多 LoS 被视觉锥(VC)模型取代。随后,制定了一个优化方案,以生成 OTS 的理想视点和导航机器人的无遮挡调整轨迹。最后,通过模拟和实验验证了所提方法的有效性。实验结果表明,当遮挡物接近遮挡物时,所提出的方法能够保持遮挡物和遮挡物之间的无遮挡状态。这种主动导航技术对机器人骨科手术的安全操作大有可为。
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来源期刊
Control Engineering Practice
Control Engineering Practice 工程技术-工程:电子与电气
CiteScore
9.20
自引率
12.20%
发文量
183
审稿时长
44 days
期刊介绍: Control Engineering Practice strives to meet the needs of industrial practitioners and industrially related academics and researchers. It publishes papers which illustrate the direct application of control theory and its supporting tools in all possible areas of automation. As a result, the journal only contains papers which can be considered to have made significant contributions to the application of advanced control techniques. It is normally expected that practical results should be included, but where simulation only studies are available, it is necessary to demonstrate that the simulation model is representative of a genuine application. Strictly theoretical papers will find a more appropriate home in Control Engineering Practice''s sister publication, Automatica. It is also expected that papers are innovative with respect to the state of the art and are sufficiently detailed for a reader to be able to duplicate the main results of the paper (supplementary material, including datasets, tables, code and any relevant interactive material can be made available and downloaded from the website). The benefits of the presented methods must be made very clear and the new techniques must be compared and contrasted with results obtained using existing methods. Moreover, a thorough analysis of failures that may happen in the design process and implementation can also be part of the paper. The scope of Control Engineering Practice matches the activities of IFAC. Papers demonstrating the contribution of automation and control in improving the performance, quality, productivity, sustainability, resource and energy efficiency, and the manageability of systems and processes for the benefit of mankind and are relevant to industrial practitioners are most welcome.
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