no code implementations • 17 Mar 2024 • Hyowon Lee, Jungyeon Kim, Geon Choi, Ian P. Roberts, Jinseok Choi, Namyoon Lee
In this paper, we propose a novel algorithm for nonlinear digital SIC that adaptively constructs orthonormal polynomial basis functions according to the non-stationary moments of the transmit signal.
no code implementations • 14 Feb 2024 • Jinseok Choi, Jeonghun Park, Namyoon Lee, Ahmed Alkhateeb
In this paper, we present a joint communication and radar beamforming framework for maximizing a sum spectral efficiency (SE) while guaranteeing desired radar performance with imperfect channel state information (CSI) in multi-user and multi-target ISAC systems.
no code implementations • 11 Aug 2023 • Jungyeon Kim, Hyowon Lee, Heedong Do, Jinseok Choi, Jeonghun Park, Wonjae Shin, Yonina C. Eldar, Namyoon Lee
The experimental results demonstrate the robustness of the model-based SIC methods, providing practical evidence of their effectiveness.
no code implementations • 16 Apr 2023 • Yunseong Cho, Jinseok Choi, Brian L. Evans
First, we add a dithering signal to artificially decrease the SNR and then infer the likelihood function from the quantized dithered signals by using an SNR estimate derived from a deep neural network-based estimator which is trained offline.
no code implementations • 13 Nov 2022 • Yunseong Cho, Jinseok Choi, Brian L. Evans
At low SNR, observations vary frequently in value but the high noise power makes capturing the effect of the channel difficult.
no code implementations • 8 Aug 2022 • Yunseong Cho, Jinseok Choi, Brian L. Evans
We show that strong duality holds between the primal DL formulation and its manageable Lagrangian dual problem which can be interpreted as the virtual uplink (UL) problem with adjustable noise covariance matrices.
no code implementations • 19 Oct 2021 • Yunseong Cho, Jinseok Choi, Brian L. Evans
In this work, we present a solution for coordinated beamforming for large-scale downlink (DL) communication systems with low-resolution data converters when employing a per-antenna power constraint that limits the maximum antenna power to alleviate hardware cost.
no code implementations • 16 Sep 2021 • Kanguk Lee, Jinseok Choi, Dong Ku Kim, Jeonghun Park
In this paper, we consider a generalized model of conventional physical layer security, referred to as hierarchical information accessibility (HIA).
no code implementations • 16 Aug 2021 • Jeonghun Park, Jinseok Choi, Namyoon Lee, Wonjae Shin, H. Vincent Poor
Rate-splitting multiple access (RSMA) is a general multiple access scheme for downlink multi-antenna systems embracing both classical spatial division multiple access and more recent non-orthogonal multiple access.
no code implementations • 6 Aug 2021 • Jinseok Choi, Jeonghun Park, Namyoon Lee
For maximizing EE in quantized downlink massive MIMO systems, this paper formulates a precoding optimization problem with antenna selection; yet acquiring the optimal joint precoding and antenna selection solution is challenging due to the intricate EE characterization.
2 code implementations • 13 Aug 2018 • Faris B. Mismar, Jinseok Choi, Brian L. Evans
In this paper, we formulate cellular network performance tuning as a reinforcement learning (RL) problem and provide a solution to improve the performance for indoor and outdoor environments.