Skip to main content
SpringerLink
Log in

Aerial Target Recognition Based on High Resolution Range Profiles (HRRP)

  • Conference paper
  • First Online:
Artificial Intelligence and Signal Processing (AISP 2013)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 427))

  • 1020 Accesses

Abstract

The fact that very small aspect changes can drastically alter the profile of an aircraft implies that a huge number of profiles would be required to characterize an aircraft from all possible aspects. This make a look-up table approach to classification impractical in the short-wavelength limit. A deterministic model and a conditionally Gaussian model for high-resolution range profiles (HRRP) are used, and the recognition performance under each model are compared by using one and more than one range profile. The experimental results show that assumption of Gaussian distribution by using 10 range profiles improve the recognition performance.

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Knott, E.F., Shaeffer, J.F., Tuley, M.T.: Radar Cross Section. Scitech, Raleigh (2004)

    Google Scholar 

  2. Xing, M., Bao, Z., Pei, B.: Properties of high-resolution range profiles. Opt. Eng. 41(2), 493–504 (2002)

    Article  Google Scholar 

  3. Hudson, S., Psaltis, D.: Correlation filters for aircraft identification from radar range profiles. IEEE Trans. Aerosp. Electron. Syst. 29(3), 741–748 (1993)

    Article  Google Scholar 

  4. Pei, B., Bao, Z.: Multi-aspect target recognition method based on scattering centers and HMMs classifiers. IEEE Trans. Aerosp. Electron. Syst. 41(3), 1067–1074 (2005)

    Article  Google Scholar 

  5. Jacobs, S.P., O’Sollivan, J.A.: Automatic target recognition using sequences of high resolution radar range-profiles. IEEE Trans. Aerosp. Electron. Syst. 36(2), 364–381 (2000)

    Article  Google Scholar 

  6. Du, L., Liu, H., Bao, Z.: Radar HRRP statistical recognition: parameter model and model selection. IEEE Trans. Sig. Process. 56(5), 1931–1944 (2008)

    Article  MathSciNet  Google Scholar 

  7. Copsey, K., Webb, A.: Bayesian gamma mixture model approach to radar target recognition. IEEE Trans. Aerosp. Electron. Syst. 39(4), 1201–1217 (2003)

    Article  Google Scholar 

  8. Du, L., Liu, H., Bao, Z., Zhang, J.: A two-distribution compounded statistical model for radar HRRP target recognition. IEEE Trans. Sig. Process. 54(6), 2226–2238 (2006)

    Article  Google Scholar 

  9. Williams, R., Westerkamp, J., Gross, D., Palomino, A.: Automatic target recognition of time critical moving targets using 1D high range resolution (HRR) radar. IEEE AES Syst. Mag. 15(4), 37–43 (2000)

    Article  Google Scholar 

  10. Shirman, Y.D.: Computer Simulation of Aerial Target Radar Scattering Recognition, Detection, and Tracking. Artech House, Boston (2002)

    Google Scholar 

  11. Gorshkov, S.A., Leschenko, S.P., Orlenko, V.M., Sedyshev, S.Y., Shirman, Y.D.: Radar Target Backscattering Simulation Software and User’s Manual. Artech House, Boston (2002)

    Google Scholar 

  12. Cai, Y., Cai, H.: The comparative study of different Bayesian classifier models. In: ICMLC, pp. 302–313 (2010)

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Shiraz University of Technology, Shiraz, Iran

    Reza Hallaj, Reza Mohseni & Kamran Kazemi

Authors
  1. Reza Hallaj
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Reza Mohseni
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Kamran Kazemi
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Reza Hallaj .

Editor information

Editors and Affiliations

  1. Department of Computer Engineering, Sharif University of Technology, Tehran, Iran

    Ali Movaghar

  2. Department of Computer Engineering, Sharif University of Technology, Tehran, Iran

    Mansour Jamzad

  3. Sharif University of Technology, Tehran, Iran

    Hossein Asadi

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer International Publishing Switzerland

About this paper

Cite this paper

Hallaj, R., Mohseni, R., Kazemi, K. (2014). Aerial Target Recognition Based on High Resolution Range Profiles (HRRP). In: Movaghar, A., Jamzad, M., Asadi, H. (eds) Artificial Intelligence and Signal Processing. AISP 2013. Communications in Computer and Information Science, vol 427. Springer, Cham. https://doi.org/10.1007/978-3-319-10849-0_9

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-10849-0_9

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-10848-3

  • Online ISBN: 978-3-319-10849-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics

Search

Navigation