The DOI matches its Crossref record; 34 of the 34 references it cites were found in a registry or an index.
Cramér-Rao Bound Optimization for Joint Radar-Communication Beamforming
Open accessAbstract
In this paper, we propose multi-input multi-output (MIMO) beamforming designs towards joint radar sensing and multi-user communications. We employ the Cramér-Rao bound (CRB) as a performance metric of target estimation, under both point and extended target scenarios. We then propose minimizing the CRB of radar sensing while guaranteeing a pre-defined level of signal-to-interference-plus-noise ratio (SINR) for each communication user. For the single-user scenario, we derive a closed form for the optimal solution for both cases of point and extended targets. For the multi-user scenario, we show that both problems can be relaxed into semidefinite programming by using the semidefinite relaxation approach, and prove that the global optimum can be generally obtained. Finally, we demonstrate numerically that the globally optimal solutions are reachable via the proposed methods, which provide significant gains in target estimation performance over state-of-the-art benchmarks.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Multiple emitter location and signal parameter estimation
Schmidt, R. (1986) · IEEE Transactions on Antennas and Propagation · doi:10.1109/tap.1986.1143830 · Cited by 14,718
Fundamentals of Radar Signal Processing
Richards, M. A. (2005) · Cited by 2,807
MIMO Radar with Colocated Antennas
Li, J., & Stoica, P. (2007) · IEEE Signal Processing Magazine · doi:10.1109/msp.2007.904812 · Cited by 2,557
Joint Radar and Communication Design: Applications, State-of-the-Art, and the Road Ahead
Liu, F., Masouros, C., Petropulu, A. P., Griffiths, H., & Hanzo, L. (2020) · IEEE Transactions on Communications · doi:10.1109/tcomm.2020.2973976 · Cited by 2,001
Self-citationThe Schur Complement and Its Applications
(2005) · Numerical Methods and Algorithms · doi:10.1007/b105056 · Cited by 1,615
Sturm, C., & Wiesbeck, W. (2011) · Proceedings of the IEEE · doi:10.1109/jproc.2011.2131110 · Cited by 1,459
Target Detection and Localization Using MIMO Radars and Sonars
Bekkerman, I., & Tabrikian, J. (2006) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2006.879267 · Cited by 1,259
Disciplined Convex Programming
Grant, M., Boyd, S., & Ye, Y. (2006) · Nonconvex Optimization and Its Applications · doi:10.1007/0-387-30528-9_7 · Cited by 1,026
Joint Transmit Beamforming for Multiuser MIMO Communications and MIMO Radar
Liu, X., Huang, T., Shlezinger, N., Liu, Y., Zhou, J., & Eldar, Y. C. (2020) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2020.3004739 · Cited by 992
Self-citationToward Dual-functional Radar-Communication Systems: Optimal Waveform Design
Liu, F., Zhou, L., Masouros, C., Li, A., Luo, W., & Petropulu, A. (2018) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2018.2847648 · Cited by 963
Self-citation
Cited by
Integrated Sensing and Communications: Toward Dual-Functional Wireless Networks for 6G and Beyond
Liu, F., Cui, Y., Masouros, C., Xu, J., Han, T. X., Eldar, Y. C., & Buzzi, S. (2022) · IEEE Journal on Selected Areas in Communications · doi:10.1109/jsac.2022.3156632 · Cited by 3,857
Self-citationMulti-user ISAC through Stacked Intelligent Metasurfaces: New Algorithms and Experiments
Wang, Z., Liu, H., Zhang, J., Xiong, R., Wan, K., Qian, X., Di Renzo, M., & Qiu, R. C. (2024) · GLOBECOM 2024 - 2024 IEEE Global Communications Conference · doi:10.1109/globecom52923.2024.10901440 · Cited by 35
Metadata
- Authors
- Liu, F., Liu, Y.-F., Li, A., Masouros, C., & Eldar, Y. C.
- Venue
- IEEE Transactions on Signal Processing
- Published
- 2022
- Volume
- 70
- Pages
- 240-253
- ISSN
- 1053-587X (ISSN-L)
- 1941-0476
- OpenAlex
- W4205204500
- Cited by
- 774
- References
- 34
- FWCI
- 47.71
- Type
- journal article
- Language
- en
- Open access
- green
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Cramér-Rao Bound Optimization for Joint Radar-Communication Beamforming. https://app.cochat.ai/papers/10.1109/tsp.2021.3135692
- The paper
- Liu, F., Liu, Y.-F., Li, A., Masouros, C., & Eldar, Y. C. (2022). Cramér-Rao Bound Optimization for Joint Radar-Communication Beamforming. IEEE Transactions on Signal Processing. https://doi.org/10.1109/tsp.2021.3135692
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
