Skip to main content
Top
Published in: Wireless Personal Communications 4/2022

03-11-2021

Indoor Tracking by Adding IMU and UWB Using Unscented Kalman Filter

Authors: B. Venkata Krishnaveni, K. Suresh Reddy, P. Ramana Reddy

Published in: Wireless Personal Communications | Issue 4/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In recent days Internet of Things (IoT) applications becoming prominent, like smart home, connected health, smart farming, smart retail and smart manufacturing, will lead to a challenging task in providing low cost, high precision localization and tracking in indoor environments. Positioning in indoor is yet an open issue mostly because of not receiving the signals of GPS in the context of indoor. Inertial Measurement Unit can give an exact indoor tracking, however, they regularly experience the cumulated error as the speed and position are gotten by incorporating the increasing acceleration constantly as for time. At the same time Ultra Wideband localization and tracking will be influenced by the real time indoor conditions. It is difficult to utilize an independent localization and tracking system to accomplish high precision in indoor conditions. In this paper, we come up with an incorporated positioning system in indoor by joining IMU and the UWB over the Unscented Kalman Filter (UKF) and the Extended Kalman Filter (EKF) to enhance the precision. All these algorithms are analyzed and assessed dependent on their exhibition.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Oguntala, G., Abd-Alhameed, R., Jones, S., Noras, J., Patwary, M., & Rodriguez, J. (2018). Indoor location identification technologies for real-time IoT-based applications: An inclusive survey. Computer Science Review, 30, 55–79.CrossRef Oguntala, G., Abd-Alhameed, R., Jones, S., Noras, J., Patwary, M., & Rodriguez, J. (2018). Indoor location identification technologies for real-time IoT-based applications: An inclusive survey. Computer Science Review, 30, 55–79.CrossRef
2.
go back to reference Feng, D., Wang, C., He, C., Zhuang, Y., & Xia, X. G. (2020). Kalman filter based integration of IMU and UWB for high-accuracy indoor positioning and navigation. IEEE Internet of Things Journal, 7(4), 3133–3146.CrossRef Feng, D., Wang, C., He, C., Zhuang, Y., & Xia, X. G. (2020). Kalman filter based integration of IMU and UWB for high-accuracy indoor positioning and navigation. IEEE Internet of Things Journal, 7(4), 3133–3146.CrossRef
3.
go back to reference Gezici, S., & Poor, H. V. (2009). Position estimation via ultra-wide-band signals. Proceedings of the IEEE, 97(2), 386–403.CrossRef Gezici, S., & Poor, H. V. (2009). Position estimation via ultra-wide-band signals. Proceedings of the IEEE, 97(2), 386–403.CrossRef
4.
go back to reference Xu, Y., Shmaliy, Y. S., Li, Y., & Chen, X. (2017). UWB-based indoor human localization with time-delayed data using EFIR filtering. IEEE Access, 5, 16676–16683.CrossRef Xu, Y., Shmaliy, Y. S., Li, Y., & Chen, X. (2017). UWB-based indoor human localization with time-delayed data using EFIR filtering. IEEE Access, 5, 16676–16683.CrossRef
5.
go back to reference Alari, A., Al-Salman, A., Alsaleh, M., Alnafessah, A., Al-Hadhrami, S., Al-Ammar, M. A., & Al-Khalifa, H. S. (2016). Ultra wideband indoor positioning technologies: Analysis and recent advances. Sensors, 16(5), 707–742.CrossRef Alari, A., Al-Salman, A., Alsaleh, M., Alnafessah, A., Al-Hadhrami, S., Al-Ammar, M. A., & Al-Khalifa, H. S. (2016). Ultra wideband indoor positioning technologies: Analysis and recent advances. Sensors, 16(5), 707–742.CrossRef
6.
go back to reference Bharadwaj, R., Alomainy, A., Parini, C. (2012). Localisation of body-worn sensors applying ultra wideband technology. In Antennas and Propagation (APCAP), 2012 IEEE Asia-Pacific Conference on, 106(107), 27–29. Bharadwaj, R., Alomainy, A., Parini, C. (2012). Localisation of body-worn sensors applying ultra wideband technology. In Antennas and Propagation (APCAP), 2012 IEEE Asia-Pacific Conference on, 106(107), 27–29.
7.
go back to reference Sahinoglu, Z., Gezici, S., & Guvenc, I. (2008). Ultra-wideband positioning systems: theoretical limits ranging algorithms and protocols. Cambridge University Press.CrossRef Sahinoglu, Z., Gezici, S., & Guvenc, I. (2008). Ultra-wideband positioning systems: theoretical limits ranging algorithms and protocols. Cambridge University Press.CrossRef
8.
go back to reference Gezici, S., Tian, Z., Giannakis, G. B., Kobayashi, H., Molisch, A. F., Poor, H. V., & Sahinoglu, Z. (2005). Localization via ultra-wideband radios: A look at positioning aspects for future sensor networks. IEEE Signal Processing Magazine, 22(4), 70–84.CrossRef Gezici, S., Tian, Z., Giannakis, G. B., Kobayashi, H., Molisch, A. F., Poor, H. V., & Sahinoglu, Z. (2005). Localization via ultra-wideband radios: A look at positioning aspects for future sensor networks. IEEE Signal Processing Magazine, 22(4), 70–84.CrossRef
9.
go back to reference DWM1000 UWB Transceiver Module (2015) Product specification data sheet, Decawave Ltd. DWM1000 UWB Transceiver Module (2015) Product specification data sheet, Decawave Ltd.
10.
go back to reference Jimenez Ruiz, A. R., & Seco Granja, F. (2017). Comparing ubisense, be- ´ spoon, and decawave UWB location systems: Indoor performance analysis. IEEE Transactions on Instrumentation and Measurement, 66(8), 2106–2117.CrossRef Jimenez Ruiz, A. R., & Seco Granja, F. (2017). Comparing ubisense, be- ´ spoon, and decawave UWB location systems: Indoor performance analysis. IEEE Transactions on Instrumentation and Measurement, 66(8), 2106–2117.CrossRef
11.
go back to reference Zhang, D., Xia F., Yang, Z., Yao, L., Zhao, W. (2010) Localization technologies for indoor human tracking. In Proceedings of the IEEE international conference on future information technology, Pusan, Korea. Zhang, D., Xia F., Yang, Z., Yao, L., Zhao, W. (2010) Localization technologies for indoor human tracking. In Proceedings of the IEEE international conference on future information technology, Pusan, Korea.
12.
go back to reference Bharadwaj, R., Parini, C., & Alomainy, A. (2014). Ultra wideband-based 3-D localization using compact base-station configurations. Antennas and Wireless Propagation Letters IEEE, 13, 221–224.CrossRef Bharadwaj, R., Parini, C., & Alomainy, A. (2014). Ultra wideband-based 3-D localization using compact base-station configurations. Antennas and Wireless Propagation Letters IEEE, 13, 221–224.CrossRef
13.
go back to reference Inam Ullah, Yu., Shen, X. S., Esposito, C., & Choi, C. (2020). A localization based on unscented kalman filter and particle filter localization algorithms. IEEE Access, 8, 2233–2246.CrossRef Inam Ullah, Yu., Shen, X. S., Esposito, C., & Choi, C. (2020). A localization based on unscented kalman filter and particle filter localization algorithms. IEEE Access, 8, 2233–2246.CrossRef
15.
go back to reference Kim, H. J., Xie, Y., Yang, H., Lee, C., & Song, T. L. (2019). An efficient indoor target tracking algorithm using TDOA measurements with applications to ultra-wideband systems. IEEE Access, 7, 91435–91445.CrossRef Kim, H. J., Xie, Y., Yang, H., Lee, C., & Song, T. L. (2019). An efficient indoor target tracking algorithm using TDOA measurements with applications to ultra-wideband systems. IEEE Access, 7, 91435–91445.CrossRef
16.
go back to reference Yao, L., Wu, Y. W. A., Yao, L., & Liao, Z. (2017) An integrated IMU and UWB sensor based indoor positioning system. In: Proceeding IEEE International Conference on Indoor Positioning and Indoor Navigation (IPIN), pp. 1–8. Yao, L., Wu, Y. W. A., Yao, L., & Liao, Z. (2017) An integrated IMU and UWB sensor based indoor positioning system. In: Proceeding IEEE International Conference on Indoor Positioning and Indoor Navigation (IPIN), pp. 1–8.
17.
go back to reference Zhong, Y., Liu, T., Li, B., Yang, L., & Lou, L. (2018) Integration of UWB and IMU for precise and continuous indoor positioning. In: Proceeding IEEE ubiquitous positioning, indoor navigation and location-based services (UPINLBS), pp. 1–5. Zhong, Y., Liu, T., Li, B., Yang, L., & Lou, L. (2018) Integration of UWB and IMU for precise and continuous indoor positioning. In: Proceeding IEEE ubiquitous positioning, indoor navigation and location-based services (UPINLBS), pp. 1–5.
18.
go back to reference Yoon, P. K., Zihajehzadeh, S., Kang, B., & Park, E. J. (2017). Robust biomechanical model-based 3-D indoor localization and tracking method using UWB and IMU. IEEE Sensors Journal, 17(4), 1084–1096.CrossRef Yoon, P. K., Zihajehzadeh, S., Kang, B., & Park, E. J. (2017). Robust biomechanical model-based 3-D indoor localization and tracking method using UWB and IMU. IEEE Sensors Journal, 17(4), 1084–1096.CrossRef
19.
go back to reference Zihajehzadeh, S., Yoon, P. K., Kang, B. S., & Park, E. J. (2015). UWB-aided inertial motion capture for lower body 3- D dynamic activity and trajectory tracking. IEEE Transactions on Instrumentation and Measurement, 64(12), 3577–3587.CrossRef Zihajehzadeh, S., Yoon, P. K., Kang, B. S., & Park, E. J. (2015). UWB-aided inertial motion capture for lower body 3- D dynamic activity and trajectory tracking. IEEE Transactions on Instrumentation and Measurement, 64(12), 3577–3587.CrossRef
20.
go back to reference Chang, L., Li, J., & Chen, S. (2015). Initial alignment by attitude estimation for strapdown inertial navigation systems. IEEE Transactions on Instrumentation and Measurement, 64(3), 784–994.CrossRef Chang, L., Li, J., & Chen, S. (2015). Initial alignment by attitude estimation for strapdown inertial navigation systems. IEEE Transactions on Instrumentation and Measurement, 64(3), 784–994.CrossRef
21.
go back to reference Bing, W., Yanyan, L., Qingquan, L., Yan, Z. (2018) A High precision dynamic indoor localization algorithm based on UWB Technology. In IEEE conference on Ubiquitous computing, Indoor navigation and location Based Services. Bing, W., Yanyan, L., Qingquan, L., Yan, Z. (2018) A High precision dynamic indoor localization algorithm based on UWB Technology. In IEEE conference on Ubiquitous computing, Indoor navigation and location Based Services.
Metadata
Title
Indoor Tracking by Adding IMU and UWB Using Unscented Kalman Filter
Authors
B. Venkata Krishnaveni
K. Suresh Reddy
P. Ramana Reddy
Publication date
03-11-2021
Publisher
Springer US
Published in
Wireless Personal Communications / Issue 4/2022
Print ISSN: 0929-6212
Electronic ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-021-09304-3

Other articles of this Issue 4/2022

Wireless Personal Communications 4/2022 Go to the issue