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
[1]  
Al-Rasheed A, 2013, IEEE GLOB COMM CONF, P3965, DOI 10.1109/GLOCOM.2013.6831693
[2]  
[Anonymous], 2012, Optimal Estimation of Dynamic Systems
[3]   Capsule tracking in the GI tract: A novel microcontroller based solution [J].
Arshak, K. ;
Adepoju, F. .
PROCEEDINGS OF THE 2006 IEEE SENSORS APPLICATIONS SYMPOSIUM, 2006, :186-191
[4]  
Arshak Klialil, 2007, 2007 10th European Conference on Wireless Technology, P193, DOI 10.1109/ECWT.2007.4403979
[5]  
Bao L. Mi, 2013, P 8 INT C BOD AR NET, P55
[6]   Towards Miniaturization of a MEMS-Based Wearable Motion Capture System [J].
Brigante, Carmen M. N. ;
Abbate, Nunzio ;
Basile, Adriano ;
Faulisi, Alessandro Carmelo ;
Sessa, Salvatore .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (08) :3234-3241
[7]   Data processing tasks in wireless GI endoscopy: Image-based capsule localization & navigation and video compression [J].
Bulat, J. ;
Duda, K. ;
Duplaga, M. ;
Fraczek, R. ;
Skalski, A. ;
Socha, A. ;
Turcza, P. ;
Zielinski, T. P. .
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, :2815-+
[8]   REDUCING THE ARRAY SIZE FOR DOA ESTIMATION BY AN ANTENNA MODE SWITCH TECHNIQUE [J].
Cheng, S. -C. ;
Lee, K. -C. .
PROGRESS IN ELECTROMAGNETICS RESEARCH-PIER, 2012, 131 :117-134
[9]   Automated topographic segmentation and transit time estimation in endoscopic capsule exams [J].
Cunha, J. P. Silva ;
Coimbra, A. ;
Campos, P. ;
Soares, J. M. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2008, 27 (01) :19-27
[10]  
Dukas L, 2003, AM J GASTROENTEROL, V98, P1790, DOI [10.1016/S0002-9270(03)00442-8, 10.1111/j.1572-0241.2003.07591.x]