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A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS

Cilt: 29 Sayı: 3 31 Aralık 2021
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A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS

Öz

This study shows the effectiveness of data fusion techniques to achieve robust heading and position information in localization systems. The proposed system that has tightly coupled structure calculates heading and position of the mobile robot using the absolute and relative positioning subsystems. The relative positioning subsystem obtains heading and position information by using the odometry information and kinematic model of the robot. Absolute positioning subsystem, calculates position and rough heading information using ultrasonic signals. In this study, firstly the robust heading information is calculated by combining absolute and relative heading with conventional Kalman Filter. And then the correction on the relative position measurement has been made by using this robust heading information. Finally, in order to better positional information, an adaptive Kalman filter is applied for fusing the the absolute position and the corrected relative position. In the experimental study, the positional accuracy and precision of the system is obtained as 63 mm and 86% (for positional error<100mm) respectively for the test environment. The proposed system gives more reliable, continuous and less noisy heading and position information and is suitable for many tasks in indoor environments.

Anahtar Kelimeler

Indoor positioning, Heading, Fusion, Adaptive Kalman filter, Tightly coupled system

Destekleyen Kurum

Tübitak Teydeb

Proje Numarası

7100932, 7120742

Kaynakça

  1. Afzal, M. H., Renaudin, V., & Lachapelle, G. (2011, September). Magnetic field based heading estimation for pedestrian navigation environments. In 2011 International Conference on Indoor Positioning and Indoor Navigation (pp. 1-10). IEEE.
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  3. Chai, W., Chen, C., Edwan, E., Zhang, J., & Loffeld, O. (2012, March). INS/Wi-Fi based indoor navigation using adaptive Kalman filtering and vehicle constraints. In 2012 9th Workshop on Positioning, Navigation and Communication (pp. 36-41). IEEE.
  4. Farid, Z., Nordin, R., & Ismail, M. (2013). Recent advances in wireless indoor localization techniques and system. Journal of Computer Networks and Communications, 2013.
  5. Höflinger, F., Müller, J., Zhang, R., Reindl, L. M., & Burgard, W. (2013). A wireless micro inertial measurement unit (IMU). IEEE Transactions on instrumentation and measurement, 62(9), 2583-2595.
  6. Kang, W., Nam, S., Han, Y., & Lee, S. (2012, September). Improved heading estimation for smartphone-based indoor positioning systems. In 2012 IEEE 23rd International Symposium on Personal, Indoor and Mobile Radio Communications-(PIMRC) (pp. 2449-2453). IEEE.
  7. Khyam, M. O., Xinde, L., Ge, S. S., & Pickering, M. R. (2017). Multiple access chirp-based ultrasonic positioning. IEEE Transactions on Instrumentation and Measurement, 66(12), 3126-3137.
  8. Kim, S. J., & Kim, B. K. (2012). Dynamic ultrasonic hybrid localization system for indoor mobile robots. IEEE Transactions on Industrial Electronics, 60(10), 4562-4573.
  9. Koo, W., Sung, S., & Lee, Y. J. (2009, August). Development of real-time heading estimation algorithm using magnetometer/IMU. In 2009 ICCAS-SICE (pp. 4212-4216). IEEE.
  10. Kwon, W., Roh, K. S., & Sung, H. K. (2006, May). Particle filter-based heading estimation using magnetic compasses for mobile robot navigation. In Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006. (pp. 2705-2712). IEEE.

Kaynak Göster

APA
Yücel, H., Edizkan, R., & Yazici, A. (2021). A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi, 29(3), 346-355. https://doi.org/10.31796/ogummf.900354
AMA
1.Yücel H, Edizkan R, Yazici A. A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS. ESOGÜ Müh Mim Fak Derg. 2021;29(3):346-355. doi:10.31796/ogummf.900354
Chicago
Yücel, Hikmet, Rifat Edizkan, ve Ahmet Yazici. 2021. “A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS”. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi 29 (3): 346-55. https://doi.org/10.31796/ogummf.900354.
EndNote
Yücel H, Edizkan R, Yazici A (01 Aralık 2021) A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi 29 3 346–355.
IEEE
[1]H. Yücel, R. Edizkan, ve A. Yazici, “A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS”, ESOGÜ Müh Mim Fak Derg, c. 29, sy 3, ss. 346–355, Ara. 2021, doi: 10.31796/ogummf.900354.
ISNAD
Yücel, Hikmet - Edizkan, Rifat - Yazici, Ahmet. “A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS”. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi 29/3 (01 Aralık 2021): 346-355. https://doi.org/10.31796/ogummf.900354.
JAMA
1.Yücel H, Edizkan R, Yazici A. A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS. ESOGÜ Müh Mim Fak Derg. 2021;29:346–355.
MLA
Yücel, Hikmet, vd. “A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS”. Eskişehir Osmangazi Üniversitesi Mühendislik ve Mimarlık Fakültesi Dergisi, c. 29, sy 3, Aralık 2021, ss. 346-55, doi:10.31796/ogummf.900354.
Vancouver
1.Hikmet Yücel, Rifat Edizkan, Ahmet Yazici. A TIGHTLY COUPLED HEADING AND POSITIONING SYSTEM FOR INDOOR NAVIGATION OF MOBILE ROBOTS. ESOGÜ Müh Mim Fak Derg. 01 Aralık 2021;29(3):346-55. doi:10.31796/ogummf.900354