Supervised-Learning-Aided Communication Framework for MIMO Systems with Low-Resolution ADCs

D. Messerschmitt, “Quantizing for maximum output entropy (Corresp.),” IEEE Trans. Inf. Theory,

1971

Earlier work this paper cites.

R. H. Walden, “Analog-to-digital converter survey and analysis,” IEEE J. Sel. Areas Commun.,

1999

Earlier work this paper cites.

L. Lov a ´ \acute{\rm a} sz, J. Pelik a ´ \acute{\rm a} n, and K. Vesztergombi, Discrete mathematics: Elementary and beyond,

2003

Earlier work this paper cites.

J. A. Nossek and M. T. Ivrlac, “Capacity and coding for quantized MIMO systems,” in Proc. IEEE Int. Wireless Commun. Mobile Computing Conf. (IWCMC),

2006

Earlier work this paper cites.

A. Mezghani and J. Nossek, “On ultra-wideband MIMO systems with 1-bit quantized outputs: Performance analysis and input optimization,” in Proc. IEEE Int. Symp. Inf. Theory (ISIT),

2007

Earlier work this paper cites.

A. Mezghani, M.-S. Khoufi, and J. A. Nossek, “A modified MMSE receiver for quantized MIMO systems,” in Proc. Int. ITG Workshop Smart Antennas (WSA),

2007

Earlier work this paper cites.

R. C. Daniels, C. Caramanis, and R. W. Heath, Jr., “A supervised learning approach to adaptation in practical MIMO-OFDM wireless systems,” in Proc. IEEE Global Commun. Conf. (GLOBECOM),

2008

Earlier work this paper cites.

J. Singh, O. Dabeer, and U. Madhow, “On the limits of communication with low-precision analog-to-digital conversion at the receiver,” IEEE Trans. Commun.,

2009

Earlier work this paper cites.

A. Mezghani, N. Damak, and J. A. Nossek, “Circuit aware design of power-efficient short range communication systems,” in Proc. 7th Int. Symp. Wireless Commun. Syst. (ISWCS),

2010

Earlier work this paper cites.

O. Dabeer and U. Madhow, “Channel estimation with low-precision analog-to-digital conversion,” in Proc. IEEE Int. Conf. Commun. (ICC),

2010

Earlier work this paper cites.

——, “Adaptation in convolutionally coded MIMO-OFDM wireless systems through supervised learning and SNR ordering,” IEEE Trans. Veh. Tech.,

2010

Earlier work this paper cites.

Z. Pi and F. Khan, “An introduction to millimeter-wave mobile broadband systems,” IEEE Commun. Mag.,

2011

Cited alongside, same era.

A. L. Swindlehurst, E. Ayanoglu, P. Heydari, and F. Capolino, “Millimeter-Wave Massive MIMO: The next wireless revolution?,” IEEE Commun. Mag.,

2014

Cited alongside, same era.

S. Wang, Y. Li, and J. Wang, “Convex optimization based multiuser detection for uplink large-scale MIMO under low-resolution quantization,” in Proc. IEEE Int. Conf. Commun. (ICC),

2014

Cited alongside, same era.

C. Risi, D. Persson, and E. G. Larsson, “Massive MIMO with 1-bit ADC,” arXiv:1404.7736 [cs.IT], Apr. 2014. [Online]. Available: http://arxiv.org/abs/1404.7736

Original

2014

Cited alongside, same era.

J. Mo and R. W. Heath, Jr., “Capacity analysis of one-bit quantized MIMO systems with transmitter channel state information,” IEEE Trans. Signal Process.,

E. Nachmani, Y. Be’ery, and D. Burshtein, “Learning to decode linear codes using deep learning,” in Proc. 54th Annual Allerton Conf. Commun., Control and Comput.,

2016

Closest in time.

Y.-S. Jeon, S.-N. Hong, and N. Lee, “Blind detection for MIMO systems with low-resolution ADCs using supervised learning,” in Proc. IEEE Int. Conf. Commun. (ICC),

2017

Closest in time.

H. Lin, F. Gao, S. Jin, and G. Y. Li, “A new view of multi-user hybrid massive MIMO: Non-orthogonal angle division multiple access,” IEEE J. Sel. Areas Commun.,

2017

Closest in time.

C. Mollén, J. Choi, E. G. Larsson, and R. W. Heath, Jr., “Uplink performance of wideband massive MIMO with one-bit ADCs,” IEEE Trans. Wireless Commun.,

2017

Closest in time.

P. Dong, H. Zhang, W. Xu, and X. You, “Efficient low-resolution ADC relaying for multiuser massive MIMO system,” IEEE Trans. Veh. Tech.,