DOI QR코드

DOI QR Code

Development of an AOA Location Method Using Self-tuning Weighted Least Square

자기동조 가중최소자승법을 이용한 AOA 측위 알고리즘 개발

  • 이성호 (충남대학교 정보통신공학과) ;
  • 김동혁 (충남대학교 정보통신공학과) ;
  • 노기홍 (충남대학교 정보통신공학과) ;
  • 박경순 (충남대학교 정보통신공학과) ;
  • 성태경 (충남대학교 전기정보통신공학부)
  • Published : 2007.07.01

Abstract

In last decades, several linearization methods for the AOA measurements have been proposed, for example, Gauss-Newton method and Closed-Form solution. Gauss-Newton method can achieve high accuracy, but the convergence of the iterative process is not always ensured if the initial guess is not accurate enough. Closed-Form solution provides a non-iterative solution and it is less computational. It does not suffer from convergence problem, but estimation error is somewhat larger. This paper proposes a Self-Tuning Weighted Least Square AOA algorithm that is a modified version of the conventional Closed-Form solution. In order to estimate the error covariance matrix as a weight, a two-step estimation technique is used. Simulation results show that the proposed method has smaller positioning error compared to the existing methods.

Keywords

References

  1. I. Oppermann, M. H.m.l.inen, and J. Iinatti, UWB Theory and Applications, John Wiley & Sons Ltd., 2004
  2. M. Ghavami, L. B. Michael, and R. Kohno, Ultra Wideband Signals and Systems in Communication Engineering, John Wiley & Sons Ltd., 2004
  3. W. H. Foy, 'Position-location solutions by taylor series estimation,' IEEE Trans. Aerosp. Electro. Syst., vol. AES-12, pp. 187-194, Mar. 1976 https://doi.org/10.1109/TAES.1976.308294
  4. D. J. Torrieri, 'Statistical theory of passive location systems,' IEEE Transactions on Aerosp. and Electro. Syst., vol. AES-20, pp. 183-198, Mar. 1984 https://doi.org/10.1109/TAES.1984.310439
  5. A. Pages-Zamora, J. Vidal Manzano, and D. H. Brooks, 'Closed-form solution for positioning based on angle of arrival measurements,' The 13th IEEE Int. Symposium Personal, Indoor and Mobile Radio Communication, vol. 4, pp. 1522- 1526, Sep. 2002

Cited by

  1. Hybrid Closed-Form Solution for Wireless Localization with Range Measurements vol.19, pp.7, 2013, https://doi.org/10.5302/J.ICROS.2013.12.1852
  2. Radio Propagation Model and Spatial Correlation Method-based Efficient Database Construction for Positioning Fingerprints vol.20, pp.7, 2014, https://doi.org/10.5302/J.ICROS.2014.14.0010