الملخص

In this work, we propose a unified localization framework, termed UNILocMP, that combines model-based geometry and channel charting (CC) for multi-panel massive multiple-input-multiple-output (MIMO) under clock asynchronism. Owing to the multi-panel architecture, users are classified into multi-line-of-sight (LoS) users, which maintain LoS links with at least two panels, and single/non-LoS users, which maintain a LoS link with only one panel or with none of the panels. For multi-LoS users, a joint position and clock bias estimation is developed; while for single/non-LoS users, an unsupervised CC model is trained with a two-stage data augmentation strategy, where a clock-bias aware dissimilarity metric is introduced. It is numerically validated that the proposed UNILocMP outperforms model-based and CC-based baselines and achieves acceptable performance compared with fully-supervised fingerprinting. Moreover, for a fixed total number of antennas, the multi-panel architecture significantly improves localization accuracy and robustness compared with a single-panel base station (BS) deployment, particularly in the presence of clock asynchronism.

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اقتبس هذه المقالة

APA 7

Zhang, Y., Pan, G., Keskin, M. F., D'Andrea, C., Buzzi, S., & Wymeersch, H. (2026). Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach. https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach

MLA 9

Zhang, Yuhao, et al. "Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach." https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach.

شيكاغو (المؤلف–التاريخ)

Zhang, Yuhao, Guangjin Pan, Musa Furkan Keskin, Carmen D'Andrea, Stefano Buzzi, and Henk Wymeersch. 2026. "Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach." https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach.

هارفارد

Zhang, Y., Pan, G., Keskin, M. F., D'Andrea, C., Buzzi, S. and Wymeersch, H. (2026) 'Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach', Available at: https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach.

فانكوفر

Zhang Y, Pan G, Keskin MF, D'Andrea C, Buzzi S, Wymeersch H. Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach. https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach

IEEE

Y. Zhang, G. Pan, M. F. Keskin, C. D'Andrea, S. Buzzi, and H. Wymeersch, "Localization in Multi-Panel Massive MIMO With Clock Asynchronism: A Unified Approach," https://omanscience.com/ar/articles/localization-in-multi-panel-massive-mimo-with-clock-asynchronism-a-unified-approach.