Real time localization algorithm based on local linear embedding optimization in sensor networks | Cluster Computing Skip to main content
Springer Nature Link
Log in

Real time localization algorithm based on local linear embedding optimization in sensor networks

  • Published:
Cluster Computing Aims and scope Submit manuscript

Abstract

The paper first analyzes the ranging principle and factors affecting localization error and proposes the least-squares support vector regression location algorithm based on Gaussian filter RSSI (LSSVR-GF-RSSI) for low accuracy of localization based on RSSI ranging in order to reduce the influence of ranging error based on Received Signal Strength Index (RSSI) on node localization and solve problem of localization with big error based on RSSI ranging. LSSVR-GF-RSSI first filters out RSSI value with large deviation with Gaussian function, that is, to select more accurate RSSI value, and then transforms into distance via these values, which will be served as the input of LSSVR model, and in the end, estimates the location of unknown nodes. The simulation results show that LSSVR-GF-RSSI proposed effectively reduces the error of localization of mean square without increasing additional operation time compared to that of LSSVR-RSSI.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Subscribe and save

Springer+ Basic
¥17,985 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (Japan)

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  1. Lv, Z., Halawani, A., Feng, S., Li, H., Réhman, S.U.: Multimodal hand and foot gesture interaction for handheld devices. ACM Trans. Multimed. Comput. Commun. Appl. (TOMM) 11(1s), 10 (2014)

    Google Scholar 

  2. Chen, Y., Tang, F., Bao, Y., Tang, Y., Genda, C.: A Fe-C coated long period fiber grating sensor for corrosion induced mass loss measurement. Opt. Lett. 41(2016), 2306–2309 (2016)

    Article  Google Scholar 

  3. Chan, J.W., Zhang, Y., Uhrich, K.E.: Amphiphilic macromolecule self-assembled monolayers suppress smooth muscle cell proliferation. Bioconjugate Chem. 26(7), 1359–1369 (2015)

    Article  Google Scholar 

  4. Abdelhamid, D.S., Zhang, Y., Lewis, D.R., Moghe, P.V., Welsh, W.J., Uhrich, K.E.: Tartaric acid-based amphiphilic macromolecules with ether linkages exhibit enhanced repression of oxidized low density lipoprotein uptake. Biomaterials 53, 32–39 (2015)

    Article  Google Scholar 

  5. Zhang, Y., Algburi, A., Wang, N., Kholodovych, V., Oh, D.O., Chikindas, M., Uhrich, K.E.: Self-assembled cationic amphiphiles as antimicrobial peptides mimics: role of hydrophobicity, linkage type, and assembly state. Nanomed. Nanotechnol. Biol. Med. 13(2), 343–352 (2017)

    Article  Google Scholar 

  6. Yang, D., Chen, Y., Zhuang, Y., Zhu, C., Tang, F., Huang, J.: Probing nanostrain via a mechanically designed optical fiber interferometer. IEEE Photon. Technol. Lett. 29(2017), 1348–1351 (2017)

    Google Scholar 

  7. Pan, W., Chen, S., Feng, Z.: Automatic clustering of social tag using community detection. Appl. Math. Inf. Sci. 7(2), 675–681 (2013)

    Article  Google Scholar 

  8. Zhang, Y., Li, Q., Welsh, W.J., Moghe, P.V., Uhrich, K.E.: Micellar and structural stability of nanoscale amphiphilic polymers: implications for anti-atherosclerotic bioactivity. Biomaterials 84, 230–240 (2016)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Department of Electronic Engineering, Heilongjiang University, Harbin, 150000, China

    Mingze Xia, Xinming Zhang & Yong Zhu

Authors
  1. Mingze Xia
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Xinming Zhang
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Yong Zhu
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Mingze Xia.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xia, M., Zhang, X. & Zhu, Y. Real time localization algorithm based on local linear embedding optimization in sensor networks. Cluster Comput 22 (Suppl 2), 4173–4178 (2019). https://doi.org/10.1007/s10586-018-1697-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10586-018-1697-y

Keywords

Search

Navigation