Efficient MIMO detection with imperfect channel knowledge-a deep learning approach

Q Chen, S Zhang, S Xu, S Cao - 2019 IEEE wireless …, 2019 - ieeexplore.ieee.org
… Hence, a deep learning based efficient MIMO detection … for MIMO detection, we apply
these two networks with a close number of total parameters to fairly perform 4×4 MIMO detection

On high performance MIMO communications with imperfect channel knowledge

M Rezk, B Friedlander - IEEE Transactions on Wireless …, 2010 - ieeexplore.ieee.org
MIMO detectordetector which assumes perfect channel knowledge. This occurs independently
of the amount of error in the initial channel estimate Z, and is also true when no channel

Understanding deep MIMO detection

Q Hu, F Gao, H Zhang, GY Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… converge in time-varying channels. On the other hand, the model-driven … detector utilizes
the expert knowledge to alleviate the impact of channels and achieves relatively high detection

Deep learning for joint MIMO detection and channel decoding

T Wang, L Zhang, SC Liew - 2019 IEEE 30th Annual …, 2019 - ieeexplore.ieee.org
… of MIMO receivers with perfect knowledge as well as with imperfect knowledge of the channel
… For the latter, we assume LS estimation [28] is used to estimate the channel matrix. For a …

Imperfect channel-state information in MIMO transmission

T Weber, A Sklavos, M Meurer - IEEE Transactions on …, 2006 - ieeexplore.ieee.org
… analyzed for the case of perfect channel knowledge, ie, perfect knowledge of , in the receiver
channel knowledge. In the case of imperfect channel knowledge, the estimated channel

DeepRx MIMO: Convolutional MIMO detection with learned multiplicative transformations

D Korpi, M Honkala, JMJ Huttunen… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
knowledge, these are some of the first results showing such high performance for a fully
learned MIMO … of the LMMSE receiver with perfect channel knowledge, even when the TTI …

Deep MIMO detection

N Samuel, T Diskin, A Wiesel - 2017 IEEE 18th International …, 2017 - ieeexplore.ieee.org
… the MIMO channel is constant, and we learn a detector for a … detector must be learned for
all multiple varying channels. We … To the best of our knowledge, all of these were developed …

Fifty years of MIMO detection: The road to large-scale MIMOs

S Yang, L Hanzo - IEEE communications surveys & tutorials, 2015 - ieeexplore.ieee.org
… , or it is completely avoided, whereas typically the statistical knowledge of the channel matrix
H is invoked for supporting signal detection. Additionally, the noncoherent MIMO detection

ML detection in MIMO communication systems with imperfect channel knowledge

AA Farhoodi, M Biguesh - 2006 IEEE International Symposium …, 2006 - ieeexplore.ieee.org
… in multiple-input multiple-output (MIMO) … of channel estimation error on the symbols detection
in MIMO communication systems. We analytically propose and study two robust detection

Learning to search for MIMO detection

J Sun, Y Zhang, J Xue, Z Xu - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
… In the MIMO detection problem, we assume perfect channel state … The best detection algorithm
to solve the MIMO detection … To the best of our knowledge, there is no such detectors that …