High Precision TOA-based Direct Localization of Multiple Sources in Multipath

作者: Alexander M. Haimovich , Nil Garcia , Jason A. Dabin , Martial Coulon

DOI:

关键词:

摘要: Localization of radio frequency sources over multipath channels is a difficult problem arising in applications such as outdoor or indoor gelocation. Common approaches that combine ad-hoc methods for mitigation with indirect localization relying on intermediary parameters time-of-arrivals, time difference arrivals received signal strengths, provide limited performance. This work models the known waveforms unknown sparse framework, and develops direct approach which multiple are localized jointly, directly from observations obtained at distributed sources. The proposed exploits channel properties enable to distinguish line-of-sight (LOS) non-LOS paths. Theoretical guarantees established correct recovery sources' locations by atomic norm minimization. A second-order cone-based algorithm developed produce optimal decomposition, it shown high accuracy location estimates complex scenes, subject diverse conditions, including lack LOS.

参考文章(34)
Thomas Kailath, Mati Wax, Tie-Jun Shan, Location and the Spectral Density Estimation of Multiple Sources ,(1982)
Nir Friedman, Daniel L. Koller, Probabilistic graphical models : principles and techniques The MIT Press. ,(2009)
Guillaume Obozinski, Jean-Philippe Vert, Laurent Jacob, Group Lasso with Overlaps: the Latent Group Lasso approach arXiv: Machine Learning. pp. 60- ,(2011)
E.D. Andersen, C. Roos, T. Terlaky, On implementing a primal-dual interior-point method for conic quadratic optimization Mathematical Programming. ,vol. 95, pp. 249- 277 ,(2003) , 10.1007/S10107-002-0349-3
Nan Hu, Zhongfu Ye, Dongyang Xu, Shenghong Cao, Fast communication: A sparse recovery algorithm for DOA estimation using weighted subspace fitting Signal Processing. ,vol. 92, pp. 2566- 2570 ,(2012) , 10.1016/J.SIGPRO.2012.03.020
M Ciurana, F Barcelo-Arroyo, F Izquierdo, None, A ranging system with IEEE 802.11 data frames radio and wireless symposium. pp. 133- 136 ,(2007) , 10.1109/RWS.2007.351785
M M Hyder, K Mahata, Direction-of-Arrival Estimation Using a Mixed $\ell _{2,0}$ Norm Approximation IEEE Transactions on Signal Processing. ,vol. 58, pp. 4646- 4655 ,(2010) , 10.1109/TSP.2010.2050477
Joseph S. Picard, Anthony J. Weiss, Localization of multiple emitters by spatial sparsity methods in the presence of fading channels workshop on positioning navigation and communication. pp. 62- 67 ,(2010) , 10.1109/WPNC.2010.5653523
S. Gezici, Zhi Tian, G.B. Giannakis, H. Kobayashi, A.F. Molisch, H.V. Poor, Z. Sahinoglu, Localization via ultra-wideband radios: a look at positioning aspects for future sensor networks IEEE Signal Processing Magazine. ,vol. 22, pp. 70- 84 ,(2005) , 10.1109/MSP.2005.1458289