Cargando…

Quantum Fourier transform to estimate drive cycles

Drive cycles in vehicle systems are important determinants for energy consumption, emissions, and safety. Estimating the frequency of the drive cycle quickly is important for control applications related to fuel efficiency, emission reduction and improving safety. Quantum computing has established t...

Descripción completa

Detalles Bibliográficos
Autores principales: Dixit, Vinayak, Jian, Sisi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758683/
https://www.ncbi.nlm.nih.gov/pubmed/35027638
http://dx.doi.org/10.1038/s41598-021-04639-0
_version_ 1784632964792975360
author Dixit, Vinayak
Jian, Sisi
author_facet Dixit, Vinayak
Jian, Sisi
author_sort Dixit, Vinayak
collection PubMed
description Drive cycles in vehicle systems are important determinants for energy consumption, emissions, and safety. Estimating the frequency of the drive cycle quickly is important for control applications related to fuel efficiency, emission reduction and improving safety. Quantum computing has established the computational efficiency that can be gained. A drive cycle frequency estimation algorithm based on the quantum Fourier transform is exponentially faster than the classical Fourier transform. The algorithm is applied on real world data set. We evaluate the method using a quantum computing simulator, demonstrating remarkable consistency with the results from the classical Fourier transform. Current quantum computers are noisy, a simple method is proposed to mitigate the impact of the noise. The method is evaluated on a 15 qubit IBM-q quantum computer. The proposed method for a noisy quantum computer is still faster than the classical Fourier transform.
format Online
Article
Text
id pubmed-8758683
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-87586832022-01-14 Quantum Fourier transform to estimate drive cycles Dixit, Vinayak Jian, Sisi Sci Rep Article Drive cycles in vehicle systems are important determinants for energy consumption, emissions, and safety. Estimating the frequency of the drive cycle quickly is important for control applications related to fuel efficiency, emission reduction and improving safety. Quantum computing has established the computational efficiency that can be gained. A drive cycle frequency estimation algorithm based on the quantum Fourier transform is exponentially faster than the classical Fourier transform. The algorithm is applied on real world data set. We evaluate the method using a quantum computing simulator, demonstrating remarkable consistency with the results from the classical Fourier transform. Current quantum computers are noisy, a simple method is proposed to mitigate the impact of the noise. The method is evaluated on a 15 qubit IBM-q quantum computer. The proposed method for a noisy quantum computer is still faster than the classical Fourier transform. Nature Publishing Group UK 2022-01-13 /pmc/articles/PMC8758683/ /pubmed/35027638 http://dx.doi.org/10.1038/s41598-021-04639-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Dixit, Vinayak
Jian, Sisi
Quantum Fourier transform to estimate drive cycles
title Quantum Fourier transform to estimate drive cycles
title_full Quantum Fourier transform to estimate drive cycles
title_fullStr Quantum Fourier transform to estimate drive cycles
title_full_unstemmed Quantum Fourier transform to estimate drive cycles
title_short Quantum Fourier transform to estimate drive cycles
title_sort quantum fourier transform to estimate drive cycles
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758683/
https://www.ncbi.nlm.nih.gov/pubmed/35027638
http://dx.doi.org/10.1038/s41598-021-04639-0
work_keys_str_mv AT dixitvinayak quantumfouriertransformtoestimatedrivecycles
AT jiansisi quantumfouriertransformtoestimatedrivecycles