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Manifold Optimization for High-Accuracy Spatial Location Estimation Using Ultrasound Waves

AlSharif, Mohammed H. and Douik, Ahmed and Ahmed, Mohanad and Al-Naffouri, Tareq Y. and Hassibi, Babak (2021) Manifold Optimization for High-Accuracy Spatial Location Estimation Using Ultrasound Waves. IEEE Transactions on Signal Processing, 69 . pp. 5078-5093. ISSN 1053-587X. doi:10.1109/TSP.2021.3109792. https://resolver.caltech.edu/CaltechAUTHORS:20210414-080100426

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Abstract

This paper reports the design of a high-accuracy spatial location estimation method using ultrasound waves by exploiting the fixed geometry of the transmitters. Assuming an isosceles triangle antenna configuration, where three antennas are placed as the vertices of an isosceles triangle, the spatial location problem can be formulated as a non-convex optimization problem whose interior is shown to admit a Riemannian manifold structure. Our investigation of the geometry of the newly introduced manifold (i.e., the manifold of all isosceles triangles in R³) enables the design of highly efficient optimization algorithms. Simulations are presented to compare the performance of the proposed approach with popular methods from the literature. The results suggest that the proposed Riemannian-based methods outperform the state-of-the-art methods. Furthermore, the proposed Riemannian methods require much less computation time compared to popular generic non-convex approaches.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/TSP.2021.3109792DOIArticle
https://arxiv.org/abs/2103.15050arXivDiscussion Paper
ORCID:
AuthorORCID
AlSharif, Mohammed H.0000-0001-5024-7106
Douik, Ahmed0000-0001-7791-9443
Ahmed, Mohanad0000-0002-7194-7141
Al-Naffouri, Tareq Y.0000-0001-6955-4720
Additional Information:© 2021 IEEE. Manuscript received September 23, 2020; revised March 21, 2021 and July 14, 2021; accepted August 7, 2021. Date of publication September 3, 2021; date of current version September 17, 2021. The associate editor coordinating the review of this manuscript and approving it for publication was Prof. Emilie Chouzenoux. The authors would like to thank Mohammed Abugurain for discussions on the proposed triangle constraints.
Subject Keywords:Spatial location estimation, ultrasound waves, fixed transmitters geometry, riemannian manifold optimization
DOI:10.1109/TSP.2021.3109792
Record Number:CaltechAUTHORS:20210414-080100426
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20210414-080100426
Official Citation:M. H. AlSharif, A. Douik, M. Ahmed, T. Y. Al-Naffouri and B. Hassibi, "Manifold Optimization for High-Accuracy Spatial Location Estimation Using Ultrasound Waves," in IEEE Transactions on Signal Processing, vol. 69, pp. 5078-5093, 2021, doi: 10.1109/TSP.2021.3109792
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:108725
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:14 Apr 2021 15:30
Last Modified:07 Oct 2021 17:07

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