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

Jiayin Chen; Hendra I. Nurdin; Naoki Yamamoto

doi:10.1109/CDC40024.2019.9029180

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

Jiayin Chen, Hendra I. Nurdin, Naoki Yamamoto

Department of Applied Physics and Physico-Informatics

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

4 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	2019 IEEE 58th Conference on Decision and Control, CDC 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	401-406
Number of pages	6
ISBN (Electronic)	9781728113982
DOIs	https://doi.org/10.1109/CDC40024.2019.9029180
Publication status	Published - 2019 Dec
Event	58th IEEE Conference on Decision and Control, CDC 2019 - Nice, France Duration: 2019 Dec 11 → 2019 Dec 13

Publication series

Name	Proceedings of the IEEE Conference on Decision and Control
Volume	2019-December
ISSN (Print)	0743-1546
ISSN (Electronic)	2576-2370

Conference

Conference	58th IEEE Conference on Decision and Control, CDC 2019
Country/Territory	France
City	Nice
Period	19/12/11 → 19/12/13

ASJC Scopus subject areas

Control and Systems Engineering
Modelling and Simulation
Control and Optimization

Access to Document

10.1109/CDC40024.2019.9029180

Cite this

Chen, J., Nurdin, H. I., & Yamamoto, N. (2019). Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers. In 2019 IEEE 58th Conference on Decision and Control, CDC 2019 (pp. 401-406). [9029180] (Proceedings of the IEEE Conference on Decision and Control; Vol. 2019-December). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CDC40024.2019.9029180

Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers. / Chen, Jiayin; Nurdin, Hendra I.; Yamamoto, Naoki.

2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 401-406 9029180 (Proceedings of the IEEE Conference on Decision and Control; Vol. 2019-December).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Chen, J, Nurdin, HI & Yamamoto, N 2019, Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers. in 2019 IEEE 58th Conference on Decision and Control, CDC 2019., 9029180, Proceedings of the IEEE Conference on Decision and Control, vol. 2019-December, Institute of Electrical and Electronics Engineers Inc., pp. 401-406, 58th IEEE Conference on Decision and Control, CDC 2019, Nice, France, 19/12/11. https://doi.org/10.1109/CDC40024.2019.9029180

Chen J, Nurdin HI, Yamamoto N. Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers. In 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 401-406. 9029180. (Proceedings of the IEEE Conference on Decision and Control). doi: 10.1109/CDC40024.2019.9029180

Chen, Jiayin ; Nurdin, Hendra I. ; Yamamoto, Naoki. / Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers. 2019 IEEE 58th Conference on Decision and Control, CDC 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 401-406 (Proceedings of the IEEE Conference on Decision and Control).

@inproceedings{9e5a9672a754410b99f2665a340221f8,

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

abstract = "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.",

author = "Jiayin Chen and Nurdin, {Hendra I.} and Naoki Yamamoto",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 58th IEEE Conference on Decision and Control, CDC 2019 ; Conference date: 11-12-2019 Through 13-12-2019",

year = "2019",

month = dec,

doi = "10.1109/CDC40024.2019.9029180",

language = "English",

series = "Proceedings of the IEEE Conference on Decision and Control",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "401--406",

booktitle = "2019 IEEE 58th Conference on Decision and Control, CDC 2019",

}

TY - GEN

T1 - Towards Single-Input Single-Output Nonlinear System Identification and Signal Processing on Near-Term Quantum Computers

AU - Chen, Jiayin

AU - Nurdin, Hendra I.

AU - Yamamoto, Naoki

PY - 2019/12

Y1 - 2019/12

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=85082449635&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85082449635&partnerID=8YFLogxK

U2 - 10.1109/CDC40024.2019.9029180

DO - 10.1109/CDC40024.2019.9029180

M3 - Conference contribution

AN - SCOPUS:85082449635

T3 - Proceedings of the IEEE Conference on Decision and Control

SP - 401

EP - 406

BT - 2019 IEEE 58th Conference on Decision and Control, CDC 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 58th IEEE Conference on Decision and Control, CDC 2019

Y2 - 11 December 2019 through 13 December 2019

ER -

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

Abstract

Publication series

Conference

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this