Academic Journal

Energy leakage in OFDM sparse channel estimation: The drawback of OMP and the application of image deblurring

التفاصيل البيبلوغرافية
العنوان: Energy leakage in OFDM sparse channel estimation: The drawback of OMP and the application of image deblurring
المؤلفون: Gang Qiao, Xizhu Qiang, Lei Wan, Hanbo Jia
المصدر: Digital Communications and Networks, Vol 10, Iss 5, Pp 1280-1288 (2024)
بيانات النشر: KeAi Communications Co., Ltd., 2024.
سنة النشر: 2024
المجموعة: LCC:Information technology
مصطلحات موضوعية: Sparse channel estimation, Orthogonal matching pursuit (OMP), Orthogonal frequency division multiplexing (OFDM), Linear fitting, Image deblurring, Information technology, T58.5-58.64
الوصف: In this paper, in order to reduce the energy leakage caused by the discretized representation in sparse channel estimation for Orthogonal Frequency Division Multiplexing (OFDM) systems, we systematically have analyzed the optimal locations of atoms with discrete delays for each path reconstruction from the perspective of linear fitting theory. Then, we have investigated the adverse effects of the non-ideal inner product function on the iteration in one of the most widely used channel estimation method, Orthogonal Matching Pursuit (OMP). The study shows that the distance between the selected atoms for each path in OMP can be larger than the sampling interval, which prevents OMP-based methods from achieving better performance. To overcome this drawback, the image deblurring-based channel estimation method, in which the channel estimation problem is analogized to one-dimensional image deblurring, was proposed to improve the large compensation distance of traditional OMP. The advantage of the proposed method was validated by the results of numerical simulation and sea trial data decoding.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2352-8648
Relation: http://www.sciencedirect.com/science/article/pii/S2352864823001372; https://doaj.org/toc/2352-8648
DOI: 10.1016/j.dcan.2023.08.003
URL الوصول: https://doaj.org/article/0030810940874184b52158cfc8972906
رقم الانضمام: edsdoj.0030810940874184b52158cfc8972906
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:23528648
DOI:10.1016/j.dcan.2023.08.003