Cramer-Rao Bounds for Near-Field Sensing: A Generic Modular Architecture
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arXiv
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| Auteurs principaux: | , , , , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866917679060746240 |
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| author | Meng, Chunwei Ma, Dingyou Chen, Xu Feng, Zhiyong Liu, Yuanwei |
| author_facet | Meng, Chunwei Ma, Dingyou Chen, Xu Feng, Zhiyong Liu, Yuanwei |
| contents | A generic modular array architecture is proposed, featuring uniform/non-uniform subarray layouts that allows for flexible deployment. The bistatic near-field sensing system is considered, where the target is located in the near-field of the whole modular array and the far-field of each subarray. Then, the closed-form expressions of Cramer-Rao bounds (CRBs) for range and angle estimations are derived based on the hybrid spherical and planar wave model (HSPM). Simulation results validate the accuracy of the derived closed-form CRBs and demonstrate that: i) The HSPM with varying angles of arrival (AoAs) between subarrays can reduce the CRB for range estimation compared to the traditional HSPM with shared AoA; and ii) The proposed generic modular architecture with subarrays positioned closer to the edges can significantly reduce the CRBs compared to the traditional modular architecture with uniform subarray layout, when the array aperture is fixed. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_07472 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Cramer-Rao Bounds for Near-Field Sensing: A Generic Modular Architecture Meng, Chunwei Ma, Dingyou Chen, Xu Feng, Zhiyong Liu, Yuanwei Signal Processing A generic modular array architecture is proposed, featuring uniform/non-uniform subarray layouts that allows for flexible deployment. The bistatic near-field sensing system is considered, where the target is located in the near-field of the whole modular array and the far-field of each subarray. Then, the closed-form expressions of Cramer-Rao bounds (CRBs) for range and angle estimations are derived based on the hybrid spherical and planar wave model (HSPM). Simulation results validate the accuracy of the derived closed-form CRBs and demonstrate that: i) The HSPM with varying angles of arrival (AoAs) between subarrays can reduce the CRB for range estimation compared to the traditional HSPM with shared AoA; and ii) The proposed generic modular architecture with subarrays positioned closer to the edges can significantly reduce the CRBs compared to the traditional modular architecture with uniform subarray layout, when the array aperture is fixed. |
| title | Cramer-Rao Bounds for Near-Field Sensing: A Generic Modular Architecture |
| topic | Signal Processing |
| url | https://arxiv.org/abs/2404.07472 |