TY - GEN
T1 - SIMD-enabled Physics-inspired MIMO detector for Uplink Multi-user MIMO
AU - Singh, Abhishek Kumar
AU - Jamieson, Kyle
N1 - Publisher Copyright:
© 2024 Copyright is held by the owner/author(s). Publication rights licensed to ACM.
PY - 2024/12/4
Y1 - 2024/12/4
N2 - Physics-inspired computation and Ising machines have grown as a new alternative to conventional algorithms and have shown promising performance for several NP-Hard problems. However, the existing state-of-the-art focuses on empirical performance gains and either ignores the practical real-time constraints or makes strong assumptions about practical deployments. In this work, we utilize the SIMD capabilities of Intel Xeon CPU to implement an Ising solver for MIMO detection which meets the real-time processing and timing constraints of an LTE/5G system. We further evaluate the end-to-end performance of our proposed MIMO solver via trace-driven simulations with a hybrid MATLAB/NS3 simulator.
AB - Physics-inspired computation and Ising machines have grown as a new alternative to conventional algorithms and have shown promising performance for several NP-Hard problems. However, the existing state-of-the-art focuses on empirical performance gains and either ignores the practical real-time constraints or makes strong assumptions about practical deployments. In this work, we utilize the SIMD capabilities of Intel Xeon CPU to implement an Ising solver for MIMO detection which meets the real-time processing and timing constraints of an LTE/5G system. We further evaluate the end-to-end performance of our proposed MIMO solver via trace-driven simulations with a hybrid MATLAB/NS3 simulator.
UR - http://www.scopus.com/inward/record.url?scp=105002707443&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=105002707443&partnerID=8YFLogxK
U2 - 10.1145/3636534.3697436
DO - 10.1145/3636534.3697436
M3 - Conference contribution
AN - SCOPUS:105002707443
T3 - ACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking
SP - 1614
EP - 1616
BT - ACM MobiCom 2024 - Proceedings of the 30th International Conference on Mobile Computing and Networking
PB - Association for Computing Machinery, Inc
T2 - 30th International Conference on Mobile Computing and Networking, ACM MobiCom 2024
Y2 - 18 November 2024 through 22 November 2024
ER -