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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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 |
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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 |