Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers

Jiayin Chen, Hendra I. Nurdin, Naoki Yamamoto

研究成果: Conference contribution

2 被引用数 (Scopus)

抄録

Based on a recently developed theory, we propose a realization of a single-input single-output (SISO) quantum reservoir computer on a near-term quantum computer for approximating SISO fading memory maps. Such a quantum reservoir computer can be of interest for applications such as nonlinear system identification and nonlinear signal processing (e.g., speech processing), opening an avenue for early control-oriented applications of near-term quantum computers. We detail an implementation of the quantum reservoir computer on a cloud-based 20 qubit IBM quantum computer and report on simulation results for the proposed scheme on an IBM Qiskit quantum computer simulator for this machine.

本文言語English
ホスト出版物のタイトル2019 IEEE 58th Conference on Decision and Control, CDC 2019
出版社Institute of Electrical and Electronics Engineers Inc.
ページ401-406
ページ数6
ISBN(電子版)9781728113982
DOI
出版ステータスPublished - 2019 12
イベント58th IEEE Conference on Decision and Control, CDC 2019 - Nice, France
継続期間: 2019 12 112019 12 13

出版物シリーズ

名前Proceedings of the IEEE Conference on Decision and Control
2019-December
ISSN(印刷版)0743-1546

Conference

Conference58th IEEE Conference on Decision and Control, CDC 2019
国/地域France
CityNice
Period19/12/1119/12/13

ASJC Scopus subject areas

  • 制御およびシステム工学
  • モデリングとシミュレーション
  • 制御と最適化

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