Kaushik, A;
Tsinos, C;
Vlachos, E;
Thompson, J;
(2019)
Energy efficient ADC bit allocation and hybrid combining for millimeter wave MIMO systems.
In:
Proceedings of the 2019 IEEE Global Communications Conference (GLOBECOM).
IEEE
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Abstract
Low resolution analog-to-digital converters (ADCs) can be employed to improve the energy efficiency (EE) of a wireless receiver since the power consumption of each ADC is exponentially related to its sampling resolution and the hardware complexity. In this paper, we aim to jointly optimize the sampling resolution, i.e., the number of ADC bits, and analog/digital hybrid combiner matrices which provides highly energy efficient solutions for millimeter wave multiple-input multiple-output systems. A novel decomposition of the hybrid combiner to three parts is introduced: the analog combiner matrix, the bit resolution matrix and the baseband combiner matrix. The unknown matrices are computed as the solution to a matrix factorization problem where the optimal, fully digital combiner is approximated by the product of these matrices. An efficient solution based on the alternating direction method of multipliers is proposed to solve this problem. The simulation results show that the proposed solution achieves high EE performance when compared with existing benchmark techniques that use fixed ADC resolutions.
| Type: | Proceedings paper |
|---|---|
| Title: | Energy efficient ADC bit allocation and hybrid combining for millimeter wave MIMO systems |
| Event: | 2019 IEEE Global Communications Conference (GLOBECOM) |
| ISBN-13: | 978-1-7281-0962-6 |
| Open access status: | An open access version is available from UCL Discovery |
| DOI: | 10.1109/GLOBECOM38437.2019.9014072 |
| Publisher version: | https://doi.org/10.1109/GLOBECOM38437.2019.9014072 |
| Language: | Finnish |
| Additional information: | This version is the author accepted manuscript. For information on re-use, please refer to the publisher's terms and conditions. |
| Keywords: | energy efficient design, optimal bit resolution and hybrid combining, mmWave MIMO |
| UCL classification: | UCL UCL > Provost and Vice Provost Offices > UCL BEAMS UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Electronic and Electrical Eng |
| URI: | https://discovery.ucl.ac.uk/id/eprint/10094929 |
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