DOA-Based Endoscopy Capsule Localization and Orientation Estimation via Unscented Kalman Filter

被引:57
作者
Goh, Shu Ting [1 ]
Zekavat, Seyed A. [2 ]
Pahlavan, Kaveh [3 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA
[3] Worcester Polytech Inst, Dept Elect & Comp Engn, Worcester, MA 01609 USA
关键词
Kalman filters; directional-of-arrival; capsule endoscopy; body sensor networks; WIRELESS; TRACKING; ARRAY; POSITION; SYSTEMS; FUSION;
D O I
10.1109/JSEN.2014.2342720
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The endoscopy capsule is a medical device capable of capturing images inside human's digestion system, specifically the small and big intestine. For medical diagnostics and surgery, it is required to know the position and direction of the image taken inside digestion system. This paper considers an alternative method of presurgery gastroscopy and colonoscopy monitoring procedure that allows the patient to freely move inside the medical ward. The direction-of-arrival (DOA) and inertial measurement unit (IMU) measurements are integrated to track the movement of capsule with respect to patient's body reference frame. The DOA is estimated via antenna arrays installed within a medical ward and the IMU is installed on the capsule endoscopy. The IMU sends the position information wirelessly to the antenna arrays in medical ward. Additional beacons are attached to the patient to allow body orientation and absolute position estimation due to the free movement. The nonhomogeneous nature of human body refracts the signal transmitted by the capsule, which leads to a highly nonlinear DOA function. This paper implements the unscented Kalman filter (UKF) to track the capsule by fusing the measurements made by DOA, IMU, and additional beacons attached to the patient. Simulations are conducted to investigate the capsule tracking and orientation estimation performance with respect to DOA resolution and beacons localization accuracy. Results confirm that compared with the DOA resolution, the beacons localization accuracy has a higher impact on the capsule orientation estimation performance. Furthermore, this paper investigates the impact of the number of available antenna arrays on multiplication required by UKF.
引用
收藏
页码:3819 / 3829
页数:11
相关论文
共 49 条
[41]   A novel modeling method for photovoltaic cells [J].
Xiao, WD ;
Dunford, WG ;
Capel, A .
PESC 04: 2004 IEEE 35TH ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-6, CONFERENCE PROCEEDINGS, 2004, :1950-1956
[42]   A Six-Dimensional Magnetic Localization Algorithm for a Rectangular Magnet Objective Based on a Particle Swarm Optimizer [J].
Yang, Wan'an ;
Hu, Chao ;
Meng, Max Q. -H. ;
Song, Shuang ;
Dai, Houde .
IEEE TRANSACTIONS ON MAGNETICS, 2009, 45 (08) :3092-3099
[43]  
Ye YX, 2011, 2011 IEEE 22ND INTERNATIONAL SYMPOSIUM ON PERSONAL INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), P2173, DOI 10.1109/PIMRC.2011.6139900
[44]  
Yu K., 2010, P IEEE WIR COMM NETW, P1
[45]  
Yuan Y., 2008, AMS IP STUD ADV MATH, V42, P785
[46]  
Zekavat S.A. R., 2011, Handbook of Position Location - Theory, Practice, and Advances
[47]  
Zekavat SA, 2007, ICSPC: 2007 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1-3, PROCEEDINGS, P983
[48]   Particle Filtering and Posterior Cramer-Rao Bound for 2-D Direction of Arrival Tracking Using an Acoustic Vector Sensor [J].
Zhong, Xionghu ;
Premkumar, A. B. ;
Madhukumar, A. S. .
IEEE SENSORS JOURNAL, 2012, 12 (02) :363-377
[49]   Morphological model of human colon tissue fluorescence [J].
Zonios, GI ;
Cothren, RM ;
Arendt, JT ;
Wu, J ;
VanDam, J ;
Crawford, JM ;
Manoharan, R ;
Feld, MS .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (02) :113-122