Grover Adaptive Search for Maximum Likelihood Detection of Generalized Spatial Modulation

Fuente: arXiv
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Bibliographic Details
Main Authors: Yukiyoshi, Kein, Mikuriya, Taku, Rou, Hyeon Seok, de Abreu, Giuseppe Thadeu Freitas, Ishikawa, Naoki
Format: Preprint
Published: 2024
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author Yukiyoshi, Kein
Mikuriya, Taku
Rou, Hyeon Seok
de Abreu, Giuseppe Thadeu Freitas
Ishikawa, Naoki
author_facet Yukiyoshi, Kein
Mikuriya, Taku
Rou, Hyeon Seok
de Abreu, Giuseppe Thadeu Freitas
Ishikawa, Naoki
contents We propose a quantum-assisted solution for the maximum likelihood detection (MLD) of generalized spatial modulation (GSM) signals. Specifically, the MLD of GSM is first formulated as a novel polynomial optimization problem, followed by the application of a quantum algorithm, namely, the Grover adaptive search. The performance in terms of query complexity of the proposed method is evaluated and compared to the classical alternative via a numerical analysis, which reveals that under fault-tolerant quantum computation, the proposed method outperforms the classical solution if the number of data symbols and the constellation size are relatively large.
format Preprint
id arxiv_https___arxiv_org_abs_2408_13531
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Grover Adaptive Search for Maximum Likelihood Detection of Generalized Spatial Modulation
Yukiyoshi, Kein
Mikuriya, Taku
Rou, Hyeon Seok
de Abreu, Giuseppe Thadeu Freitas
Ishikawa, Naoki
Signal Processing
Quantum Physics
We propose a quantum-assisted solution for the maximum likelihood detection (MLD) of generalized spatial modulation (GSM) signals. Specifically, the MLD of GSM is first formulated as a novel polynomial optimization problem, followed by the application of a quantum algorithm, namely, the Grover adaptive search. The performance in terms of query complexity of the proposed method is evaluated and compared to the classical alternative via a numerical analysis, which reveals that under fault-tolerant quantum computation, the proposed method outperforms the classical solution if the number of data symbols and the constellation size are relatively large.
title Grover Adaptive Search for Maximum Likelihood Detection of Generalized Spatial Modulation
topic Signal Processing
Quantum Physics
url https://arxiv.org/abs/2408.13531