TY - JOUR
T1 - A Simple Variational Bayes Integrated Communication and Sensing Approach for MIMO-OTFS Systems
AU - Li, Haoyang
AU - Ma, Hongtai
AU - Peng, Yichao
AU - Yang, Guang
AU - Li, Hao
AU - Cai, Xiaoxiong
AU - Wu, Nan
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - Integrated sensing and communication (ISAC) has emerged as a promising technology for next-generation wireless communications. In this paper, we present a simple ISAC approach for MIMO (multi-input multi-output)-OTFS (orthogonal time-frequency space) systems, leveraging the power of variational Bayes. By factorizing the a posteriori probability (APP), we construct a factor graph for the received symbols in the MIMO-OTFS system. Parametric message passing algorithms for ISAC functionality are then derived by minimizing the variational free energy. Specifically, we decouple the original problem into three subproblems, referred to as data detection, channel coefficient estimation, and kinematic parameter sensing, and derive the corresponding message update rules. Simulation results demonstrate the superior performance of the proposed approach.
AB - Integrated sensing and communication (ISAC) has emerged as a promising technology for next-generation wireless communications. In this paper, we present a simple ISAC approach for MIMO (multi-input multi-output)-OTFS (orthogonal time-frequency space) systems, leveraging the power of variational Bayes. By factorizing the a posteriori probability (APP), we construct a factor graph for the received symbols in the MIMO-OTFS system. Parametric message passing algorithms for ISAC functionality are then derived by minimizing the variational free energy. Specifically, we decouple the original problem into three subproblems, referred to as data detection, channel coefficient estimation, and kinematic parameter sensing, and derive the corresponding message update rules. Simulation results demonstrate the superior performance of the proposed approach.
KW - integrated sensing and communication
KW - message passing
KW - MIMO
KW - OTFS
KW - variational Bayes
UR - https://www.scopus.com/pages/publications/105045456829
U2 - 10.1109/GCWkshps68340.2025.11590883
DO - 10.1109/GCWkshps68340.2025.11590883
M3 - Conference article
AN - SCOPUS:105045456829
SN - 2166-0069
SP - 945
EP - 950
JO - IEEE Globecom Workshops, GC Wkshps
JF - IEEE Globecom Workshops, GC Wkshps
IS - 2025
T2 - 2025 IEEE Globecom Workshops, GC Wkshps 2025
Y2 - 8 December 2025 through 12 December 2025
ER -