# Massive MIMO Radar for Target Detection

arXiv: https://arxiv.org/abs/1906.06191 · HTML: https://mlsanity.com/paper/1906.06191/

## Key facts

- Cited by 4 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 14 Jun 2019.

## Built on by (most cited first, 4 of 4)

- [POMDP-Driven Cognitive Massive MIMO Radar: Joint Target Detection-Tracking In Unknown Disturbances](https://mlsanity.com/paper/2410.17967/) (2024)
- [Towards Smarter Sensing: 2D Clutter Mitigation in RL-Driven Cognitive MIMO Radar](https://mlsanity.com/paper/2502.04967/) (2025)
- [Power-Aware Cognitive Radar Multi-target Tracking Under Unknown Disturbances](https://mlsanity.com/paper/2507.17506/) (2025)
- [RL-Aided Cognitive ISAC: Robust Detection and Sensing-Communication Trade-offs](https://mlsanity.com/paper/2511.02672/) (2025)

## Abstract (arXiv)

Since the seminal paper by Marzetta from 2010, the Massive MIMO paradigm in communication systems has changed from being a theoretical scaled-up version of MIMO, with an infinite number of antennas, to a practical technology. Its key concepts have been adopted in the 5G new radio standard and base stations, where 64 fully-digital transceivers have been commercially deployed. Motivated by these recent developments, this paper considers a co-located MIMO radar with MT transmitting and MR receiving antennas and explores the potential benefits of having a large number of virtual spatial antenna channels N=MTMR. Particularly, we focus on the target detection problem and develop a textitrobust Wald-type test that guarantees certain detection performance, regardless of the unknown statistical characterization of the clutter disturbance. Closed-form expressions for the probabilities of false alarm and detection are derived for the asymptotic regime N→ ∞. Numerical results are used to validate the asymptotic analysis in the finite system regime with different disturbance models. Our results imply that there always exists a sufficient number of antennas for which the performance requirements are satisfied, without any a-priori knowledge of the clutter statistics. This is referred to as the Massive MIMO regime of the radar system.
