Posture Detection of Dual-Hemisphere Capsule Robot Based on Magnetic Tracking Effects and ORB-AEKF Algorithm.

IF 3 3区 工程技术 Q2 CHEMISTRY, ANALYTICAL
Micromachines Pub Date : 2025-04-20 DOI:10.3390/mi16040485
Xu Liu, Yongshun Zhang, Qiancheng Wang
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引用次数: 0

Abstract

Posture detection is essential for capsule robots to be manipulated in a relatively closed gastrointestinal (GI) tract and to fulfill some medical operations. In this paper, a posture detection technique for a magnetic-actuated dual-hemisphere capsule robot (DHCR) is proposed. In this method, the DHCR realizes fixed-point posture adjustment based on tracking effects, and feature points are recognized and matched with the help of the ORB algorithm on the GI image acquired by a vision sensor. The system model is derived from the dynamic model and feature point information. Then, the posture is optimized by using the adaptive extended Kalman filter (AEKF) algorithm. As a result, the posture detection method based on the tracking effects and the ORB-AEKF algorithm is formed. The effectiveness and superiority of the proposed method are verified through experiments, which provide a good foundation for the subsequent, accurate closed-loop control of the DHCR.

基于磁跟踪效应和ORB-AEKF算法的双半球胶囊机器人姿态检测。
姿态检测是胶囊机器人在相对封闭的胃肠道中操作和完成一些医疗手术的必要条件。提出了一种磁驱动双半球胶囊机器人(DHCR)的姿态检测技术。在该方法中,DHCR基于跟踪效果实现定点姿态调整,并利用ORB算法对视觉传感器获取的GI图像进行特征点识别和匹配。根据动态模型和特征点信息推导出系统模型。然后,采用自适应扩展卡尔曼滤波(AEKF)算法对姿态进行优化。因此,形成了基于跟踪效果和ORB-AEKF算法的姿态检测方法。通过实验验证了所提方法的有效性和优越性,为后续DHCR的精确闭环控制提供了良好的基础。
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来源期刊
Micromachines
Micromachines NANOSCIENCE & NANOTECHNOLOGY-INSTRUMENTS & INSTRUMENTATION
CiteScore
5.20
自引率
14.70%
发文量
1862
审稿时长
16.31 days
期刊介绍: Micromachines (ISSN 2072-666X) is an international, peer-reviewed open access journal which provides an advanced forum for studies related to micro-scaled machines and micromachinery. It publishes reviews, regular research papers and short communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced.
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