On the Viability of Quantum Annealers to Solve Fluid Flows
This paper explores the suitability of upcoming novel computing technologies, particularly adiabatic annealing based quantum computers, to solve fluid dynamics problems that form a critical component of several science and engineering applications. For our experiments, we start with a well-studied o...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2022-07-01
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Series: | Frontiers in Mechanical Engineering |
Subjects: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/fmech.2022.906696/full |
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author | Navamita Ray Tirtha Banerjee Balu Nadiga Satish Karra |
author_facet | Navamita Ray Tirtha Banerjee Balu Nadiga Satish Karra |
author_sort | Navamita Ray |
collection | DOAJ |
description | This paper explores the suitability of upcoming novel computing technologies, particularly adiabatic annealing based quantum computers, to solve fluid dynamics problems that form a critical component of several science and engineering applications. For our experiments, we start with a well-studied one-dimensional simple flow problem, and provide a framework to convert such problems in continuum to a form amenable for deployment on such quantum annealers. Since the DWave annealer returns multiple states sampling the energy landscape of the problem, we explore multiple solution selection strategies to approximate the solution of the problem. We analyze the continuum solutions obtained both qualitatively and quantitatively as well as their sensitivities to the particular solution selection scheme. |
first_indexed | 2024-04-13T14:31:29Z |
format | Article |
id | doaj.art-297d007925e34698be3eb87331f3940a |
institution | Directory Open Access Journal |
issn | 2297-3079 |
language | English |
last_indexed | 2024-04-13T14:31:29Z |
publishDate | 2022-07-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Mechanical Engineering |
spelling | doaj.art-297d007925e34698be3eb87331f3940a2022-12-22T02:43:10ZengFrontiers Media S.A.Frontiers in Mechanical Engineering2297-30792022-07-01810.3389/fmech.2022.906696906696On the Viability of Quantum Annealers to Solve Fluid FlowsNavamita Ray0Tirtha Banerjee1Balu Nadiga2Satish Karra3Computer, Computational and Statistical Sciences (CCS-7), Los Alamos National Laboratory, Los Alamos, NM, United StatesComputational Earth Science Group (EES-16), Los Alamos National Laboratory, Los Alamos, NM, United StatesComputational Physics and Methods (CCS-2), Los Alamos National Laboratory, Los Alamos, NM, United StatesComputational Earth Science Group (EES-16), Los Alamos National Laboratory, Los Alamos, NM, United StatesThis paper explores the suitability of upcoming novel computing technologies, particularly adiabatic annealing based quantum computers, to solve fluid dynamics problems that form a critical component of several science and engineering applications. For our experiments, we start with a well-studied one-dimensional simple flow problem, and provide a framework to convert such problems in continuum to a form amenable for deployment on such quantum annealers. Since the DWave annealer returns multiple states sampling the energy landscape of the problem, we explore multiple solution selection strategies to approximate the solution of the problem. We analyze the continuum solutions obtained both qualitatively and quantitatively as well as their sensitivities to the particular solution selection scheme.https://www.frontiersin.org/articles/10.3389/fmech.2022.906696/fullquantumadiabatic computingfluid flowNavier-Stokesannealer |
spellingShingle | Navamita Ray Tirtha Banerjee Balu Nadiga Satish Karra On the Viability of Quantum Annealers to Solve Fluid Flows Frontiers in Mechanical Engineering quantum adiabatic computing fluid flow Navier-Stokes annealer |
title | On the Viability of Quantum Annealers to Solve Fluid Flows |
title_full | On the Viability of Quantum Annealers to Solve Fluid Flows |
title_fullStr | On the Viability of Quantum Annealers to Solve Fluid Flows |
title_full_unstemmed | On the Viability of Quantum Annealers to Solve Fluid Flows |
title_short | On the Viability of Quantum Annealers to Solve Fluid Flows |
title_sort | on the viability of quantum annealers to solve fluid flows |
topic | quantum adiabatic computing fluid flow Navier-Stokes annealer |
url | https://www.frontiersin.org/articles/10.3389/fmech.2022.906696/full |
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