Exploring Channel Estimation and Signal Detection for ODDM-based ISAC Systems

Fuente: arXiv
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Main Authors: Wang, Dezhi, Huang, Chongwen, Liu, Lei, Chen, Xiaoming, Wang, Wei, Zhang, Zhaoyang, Yuen, Chau, Debbah, Mérouane
Format: Preprint
Published: 2024
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author Wang, Dezhi
Huang, Chongwen
Liu, Lei
Chen, Xiaoming
Wang, Wei
Zhang, Zhaoyang
Yuen, Chau
Debbah, Mérouane
author_facet Wang, Dezhi
Huang, Chongwen
Liu, Lei
Chen, Xiaoming
Wang, Wei
Zhang, Zhaoyang
Yuen, Chau
Debbah, Mérouane
contents Inspired by providing reliable communications for high-mobility scenarios, in this letter, we investigate the channel estimation and signal detection in integrated sensing and communication~(ISAC) systems based on the orthogonal delay-Doppler multiplexing~(ODDM) modulation, which consists of a pulse-train that can achieve the orthogonality with respect to the resolution of the delay-Doppler~(DD) plane. To enhance the communication performance in the ODDM-based ISAC systems, we first propose a low-complexity approximation algorithm for channel estimation, which addresses the challenge of the high complexity from high resolution in the ODDM modulation, and achieves performance close to that of the maximum likelihood estimator scheme. Then, we employ the orthogonal approximate message-passing scheme to detect the symbols in the communication process based on the estimated channel information. Finally, simulation results show that the detection performance of ODDM is better than other multi-carrier modulation schemes. Specifically, the ODDM outperforms the orthogonal time frequency space scheme by 2.3 dB when the bit error ratio is $10^{-6}$.
format Preprint
id arxiv_https___arxiv_org_abs_2406_00444
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Exploring Channel Estimation and Signal Detection for ODDM-based ISAC Systems
Wang, Dezhi
Huang, Chongwen
Liu, Lei
Chen, Xiaoming
Wang, Wei
Zhang, Zhaoyang
Yuen, Chau
Debbah, Mérouane
Signal Processing
Inspired by providing reliable communications for high-mobility scenarios, in this letter, we investigate the channel estimation and signal detection in integrated sensing and communication~(ISAC) systems based on the orthogonal delay-Doppler multiplexing~(ODDM) modulation, which consists of a pulse-train that can achieve the orthogonality with respect to the resolution of the delay-Doppler~(DD) plane. To enhance the communication performance in the ODDM-based ISAC systems, we first propose a low-complexity approximation algorithm for channel estimation, which addresses the challenge of the high complexity from high resolution in the ODDM modulation, and achieves performance close to that of the maximum likelihood estimator scheme. Then, we employ the orthogonal approximate message-passing scheme to detect the symbols in the communication process based on the estimated channel information. Finally, simulation results show that the detection performance of ODDM is better than other multi-carrier modulation schemes. Specifically, the ODDM outperforms the orthogonal time frequency space scheme by 2.3 dB when the bit error ratio is $10^{-6}$.
title Exploring Channel Estimation and Signal Detection for ODDM-based ISAC Systems
topic Signal Processing
url https://arxiv.org/abs/2406.00444