Review and perspectives in quantum computing for partial differential equations in structural mechanics

Structural mechanics is commonly modeled by (systems of) partial differential equations (PDEs). Except for very simple cases where analytical solutions exist, the use of numerical methods is required to find approximate solutions. However, for many problems of practical interest, the computational c...

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Published inFrontiers in mechanical engineering Vol. 8
Main Authors Tosti Balducci, Giorgio, Chen, Boyang, Möller, Matthias, Gerritsma, Marc, De Breuker, Roeland
Format Journal Article
LanguageEnglish
Published Frontiers Media S.A 01.09.2022
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Online AccessGet full text
ISSN2297-3079
2297-3079
DOI10.3389/fmech.2022.914241

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Abstract Structural mechanics is commonly modeled by (systems of) partial differential equations (PDEs). Except for very simple cases where analytical solutions exist, the use of numerical methods is required to find approximate solutions. However, for many problems of practical interest, the computational cost of classical numerical solvers running on classical, that is, silicon-based computer hardware, becomes prohibitive. Quantum computing, though still in its infancy, holds the promise of enabling a new generation of algorithms that can execute the most cost-demanding parts of PDE solvers up to exponentially faster than classical methods, at least theoretically. Also, increasing research and availability of quantum computing hardware spurs the hope of scientists and engineers to start using quantum computers for solving PDE problems much faster than classically possible. This work reviews the contributions that deal with the application of quantum algorithms to solve PDEs in structural mechanics. The aim is not only to discuss the theoretical possibility and extent of advantage for a given PDE, boundary conditions and input/output to the solver, but also to examine the hardware requirements of the methods proposed in literature.
AbstractList Structural mechanics is commonly modeled by (systems of) partial differential equations (PDEs). Except for very simple cases where analytical solutions exist, the use of numerical methods is required to find approximate solutions. However, for many problems of practical interest, the computational cost of classical numerical solvers running on classical, that is, silicon-based computer hardware, becomes prohibitive. Quantum computing, though still in its infancy, holds the promise of enabling a new generation of algorithms that can execute the most cost-demanding parts of PDE solvers up to exponentially faster than classical methods, at least theoretically. Also, increasing research and availability of quantum computing hardware spurs the hope of scientists and engineers to start using quantum computers for solving PDE problems much faster than classically possible. This work reviews the contributions that deal with the application of quantum algorithms to solve PDEs in structural mechanics. The aim is not only to discuss the theoretical possibility and extent of advantage for a given PDE, boundary conditions and input/output to the solver, but also to examine the hardware requirements of the methods proposed in literature.
Author Tosti Balducci, Giorgio
Gerritsma, Marc
Möller, Matthias
Chen, Boyang
De Breuker, Roeland
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Cites_doi 10.1103/physrevlett.103.150502
10.1103/physreva.101.010301
10.22331/q-2021-06-01-463
10.1103/PhysRevLett.114.090502
10.3389/fphy.2020.00265
10.1103/prxquantum.2.010315
10.1016/j.compfluid.2018.03.080
10.22331/q-2021-06-24-481
10.1103/physrevlett.100.160501
10.56021/9781421407944
10.1007/s11128-020-02855-7
10.1073/pnas.2026805118
10.1088/0305-4470/30/22/026
10.1038/s42254-021-00348-9
10.1016/j.scib.2018.06.007
10.1016/j.tcs.2020.01.024
10.1002/qua.21198
10.1137/0913035
10.1103/physreva.103.012405
10.1103/physreva.93.032324
10.1103/physrevlett.122.060504
10.1038/s41467-018-07090-4
10.22331/q-2021-07-13-502
10.22331/q-2018-08-06-79
10.1007/s00220-006-0150-x
10.1137/s1064827595258335
10.3847/1538-4357/abe6ac
10.1103/physreva.103.052416
10.22331/q-2019-07-12-163
10.1038/nphys3272
10.1145/780542.780546
10.1142/s0219749903000383
10.1038/s41534-020-00291-0
10.1145/3430030
10.1103/physreva.104.032426
10.1088/1367-2630/ac325f
10.1002/qute.202100055
10.1016/s0168-9274(98)00118-4
10.1103/PhysRevLett.110.250504
10.1109/FOCS.2015.54
10.1109/9.119632
10.1103/physreva.78.052310
10.4169/amer.math.monthly.121.02.120
10.1038/nature23879
10.1038/srep13153
10.1016/j.jcp.2020.109347
10.1016/j.scib.2021.06.023
10.1038/s41467-021-21728-w
10.22331/q-2021-11-10-574
10.1103/PhysRevLett.79.325
10.1088/1367-2630/15/1/013021
10.3390/a12020034
10.1103/PhysRevA.104.022418
10.1007/s00220-017-3002-y
10.1126/science.273.5278.1073
10.1143/jpsj.5.435
10.1098/rspa.2017.0551
10.1103/PhysRevLett.87.167902
10.1109/HPEC.2016.7761616
10.22331/q-2020-05-25-269
10.1007/s11128-020-02669-7
10.1007/s11128-021-02996-3
10.1103/physreva.105.012423
10.1103/PhysRevA.99.052355
10.1103/physreva.99.012323
10.1137/16m1087072
10.1090/s0002-9939-1959-0108732-6
10.1007/s00453-008-9168-0
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References Aharonov (B3) 2003
Steijl (B79) 2018; 173
McClean (B63) 2018; 9
Somma (B76) 2021; 2
Hadfield (B47) 2019; 12
Aaronson (B1) 2015; 11
Berry (B12) 2014
Budinski (B20)
Giovannetti (B42); 100
Berry (B14)
Kato (B53) 1950; 5
Bravo-Prieto (B17) 2019
Taube (B83) 2006; 106
Nielsen (B68) 2010
Grover (B44) 1996
Ambainis (B5) 2012
Pollachini (B72) 2021; 104
Benzi (B10) 1999; 30
Wang (B89); 19
Gaitan (B39) 2020; 6
Srivastava (B78) 2018; 99
McGeoch (B64) 2020; 816
Chakrabarti (B25) 2021; 5
Todorova (B84) 2020; 409
van der Vorst (B86) 1992; 13
Mocz (B66) 2021; 910
Zanger (B91) 2021; 5
Mari (B62) 2021; 103
Clader (B31) 2013; 110
Spall (B77) 1992; 37
Childs (B29) 2021; 5
Budinski (B19); 20
Cerezo (B23); 3
Chakraborty (B26) 2019
Subaşı (B82) 2019; 122
Wang (B88); 19
Lubasch (B61) 2020; 101
Huang (B50) 2021; 23
Berry (B11) 2006; 270
Rogers (B74) 2020; 8
Montanaro (B67) 2016; 93
Kingma (B54) 2015
Harrow (B48) 2009; 103
Huang (B51) 1997; 30
Liu (B57); 104
Suau (B81) 2021; 2
Berry (B15) 20172017; 356
Haberman (B46) 2014
Low (B60) 2019; 3
Wang (B87)
Lloyd (B59) 1996; 273
Childs (B28) 2017; 46
Aharonov (B2) 2009; 55
Ambainis (B4) 2004; 1
Cao (B22) 2013; 15
Chen (B27) 2018; 63
Gaitan (B40) 2021; 4
Kyriienko (B55) 2021; 103
Mezzacapo (B65) 2015; 5
Benedetto (B9) 1997; 18
Apers (B8) 2018
Linden (B56) 2020
Brenner (B18) 2010
Costa (B32) 2019; 99
Buhrman (B21) 2001; 87
Xu (B90) 2021; 66
Brassard (B16) 2000
Stokes (B80) 2020; 4
Fontanela (B38) 2021
(B34) 2022
Damianou (B35) 2014; 121
Giovannetti (B41); 78
Trotter (B85) 1959; 10
O’Malley (B69) 2016
An (B7) 2020; 5
Ciliberto (B30) 2018; 474
Crooks (B33) 2019
Farhi (B37) 2014
An (B6) 2019
Shewchuk (B75) 1994
Kandala (B52) 2017; 549
Heim (B49) 2021
Pesah (B71) 2020
Golub (B43) 2013
Liu (B58); 118
Patil (B70) 2022; 105
Berry (B13); 114
Grover (B45) 19971997; 79
Cerezo (B24); 12
Preskill (B73) 2018; 2
References_xml – volume: 103
  start-page: 150502
  year: 2009
  ident: B48
  article-title: Quantum algorithm for linear systems of equations
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/physrevlett.103.150502
– volume: 101
  start-page: 010301
  year: 2020
  ident: B61
  article-title: Variational quantum algorithms for nonlinear problems
  publication-title: Phys. Rev. A . Coll. Park.
  doi: 10.1103/physreva.101.010301
– volume: 5
  start-page: 463
  year: 2021
  ident: B25
  article-title: A threshold for quantum advantage in derivative pricing
  publication-title: Quantum
  doi: 10.22331/q-2021-06-01-463
– volume: 114
  start-page: 090502
  ident: B13
  article-title: Simulating Hamiltonian dynamics with a truncated Taylor series
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.114.090502
– volume: 8
  year: 2020
  ident: B74
  article-title: Floating-point calculations on a quantum annealer: Division and matrix inversion
  publication-title: Front. Phys.
  doi: 10.3389/fphy.2020.00265
– volume: 2
  start-page: 010315
  year: 2021
  ident: B76
  article-title: Complexity of quantum state verification in the quantum linear systems problem
  publication-title: PRX Quantum
  doi: 10.1103/prxquantum.2.010315
– volume: 173
  start-page: 22
  year: 2018
  ident: B79
  article-title: Parallel evaluation of quantum algorithms for computational fluid dynamics
  publication-title: Comput. Fluids
  doi: 10.1016/j.compfluid.2018.03.080
– volume: 5
  start-page: 481
  year: 2020
  ident: B7
  article-title: Quantum-accelerated multilevel Monte Carlo methods for stochastic differential equations in mathematical finance
  publication-title: Quantum
  doi: 10.22331/q-2021-06-24-481
– volume-title: Quantum algorithm for the Navier-Stokes equations
  ident: B20
– volume: 100
  start-page: 160501
  ident: B42
  article-title: Quantum random access memory
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/physrevlett.100.160501
– volume-title: Matrix computations
  year: 2013
  ident: B43
  doi: 10.56021/9781421407944
– volume: 19
  start-page: 347
  ident: B88
  article-title: Quantum circuits design for evaluating transcendental functions based on a function-value binary expansion method
  publication-title: Quantum Inf. Process.
  doi: 10.1007/s11128-020-02855-7
– volume-title: Quantum linear system solver based on time-optimal adiabatic quantum computing and quantum approximate optimization algorithm
  year: 2019
  ident: B6
– volume: 118
  start-page: e2026805118
  ident: B58
  article-title: Efficient quantum algorithm for dissipative nonlinear differential equations
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.2026805118
– volume: 30
  start-page: 7919
  year: 1997
  ident: B51
  article-title: Analytical inversion of general tridiagonal matrices
  publication-title: J. Phys. A Math. Gen.
  doi: 10.1088/0305-4470/30/22/026
– volume: 3
  start-page: 625
  ident: B23
  article-title: Variational quantum algorithms
  publication-title: Nat. Rev. Phys.
  doi: 10.1038/s42254-021-00348-9
– volume: 63
  start-page: 964
  year: 2018
  ident: B27
  article-title: 64-qubit quantum circuit simulation
  publication-title: Sci. Bull.
  doi: 10.1016/j.scib.2018.06.007
– volume: 816
  start-page: 169
  year: 2020
  ident: B64
  article-title: Theory versus practice in annealing-based quantum computing
  publication-title: Theor. Comput. Sci.
  doi: 10.1016/j.tcs.2020.01.024
– volume: 106
  start-page: 3393
  year: 2006
  ident: B83
  article-title: New perspectives on unitary coupled-cluster theory
  publication-title: Int. J. Quantum Chem.
  doi: 10.1002/qua.21198
– volume: 13
  start-page: 631
  year: 1992
  ident: B86
  article-title: Bi-Cgstab: A fast and smoothly converging variant of bi-cg for the solution of nonsymmetric linear systems
  publication-title: SIAM J. Sci. Stat. Comput.
  doi: 10.1137/0913035
– volume: 103
  start-page: 012405
  year: 2021
  ident: B62
  article-title: Estimating the gradient and higher-order derivatives on quantum hardware
  publication-title: Phys. Rev. A. Coll. Park.
  doi: 10.1103/physreva.103.012405
– volume: 93
  start-page: 032324
  year: 2016
  ident: B67
  article-title: Quantum algorithms and the finite element method
  publication-title: Phys. Rev. A. Coll. Park.
  doi: 10.1103/physreva.93.032324
– volume: 122
  start-page: 060504
  year: 2019
  ident: B82
  article-title: Quantum algorithms for systems of linear equations inspired by adiabatic quantum computing
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/physrevlett.122.060504
– volume: 9
  start-page: 4812
  year: 2018
  ident: B63
  article-title: Barren plateaus in quantum neural network training landscapes
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-018-07090-4
– volume: 5
  start-page: 502
  year: 2021
  ident: B91
  article-title: Quantum algorithms for solving ordinary differential equations via classical integration methods
  publication-title: Quantum
  doi: 10.22331/q-2021-07-13-502
– volume: 2
  start-page: 79
  year: 2018
  ident: B73
  article-title: Quantum computing in the NISQ era and beyond
  publication-title: Quantum
  doi: 10.22331/q-2018-08-06-79
– volume: 270
  start-page: 359
  year: 2006
  ident: B11
  article-title: Efficient quantum algorithms for simulating sparse Hamiltonians
  publication-title: Commun. Math. Phys.
  doi: 10.1007/s00220-006-0150-x
– volume-title: Quantum computation and quantum information
  year: 2010
  ident: B68
– volume: 18
  start-page: 499
  year: 1997
  ident: B9
  article-title: Preconditioning of block toeplitz matrices by sine transforms
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/s1064827595258335
– volume-title: Applied partial differential equations with fourier series and boundary value problems
  year: 2014
  ident: B46
– volume: 910
  start-page: 29
  year: 2021
  ident: B66
  article-title: Toward cosmological simulations of dark matter on quantum computers
  publication-title: ApJ.
  doi: 10.3847/1538-4357/abe6ac
– volume: 103
  start-page: 052416
  year: 2021
  ident: B55
  article-title: Solving nonlinear differential equations with differentiable quantum circuits
  publication-title: Phys. Rev. A. Coll. Park.
  doi: 10.1103/physreva.103.052416
– start-page: 3
  volume-title: Texts in applied mathematics
  year: 2010
  ident: B18
  article-title: The mathematical theory of finite element methods. No. 15
– year: 2012
  ident: B5
  article-title: Variable time amplitude amplification and quantum algorithms for linear algebra problems
– volume-title: A quantum approximate optimization algorithm
  year: 2014
  ident: B37
– volume: 3
  start-page: 163
  year: 2019
  ident: B60
  article-title: Hamiltonian simulation by qubitization
  publication-title: Quantum
  doi: 10.22331/q-2019-07-12-163
– volume-title: Quantum fast-forwarding: Markov chains and graph property testing
  year: 2018
  ident: B8
– volume: 11
  start-page: 291
  year: 2015
  ident: B1
  article-title: Read the fine print
  publication-title: Nat. Phys.
  doi: 10.1038/nphys3272
– year: 2003
  ident: B3
  article-title: Adiabatic quantum state generation and statistical zero knowledge
  doi: 10.1145/780542.780546
– volume: 1
  start-page: 507
  year: 2004
  ident: B4
  article-title: Quantum walks and their algorithmic applications
  publication-title: Int. J. Quantum Inf.
  doi: 10.1142/s0219749903000383
– volume-title: Quantum algorithms for solving partial differential equations
  year: 2020
  ident: B71
– volume: 6
  start-page: 61
  year: 2020
  ident: B39
  article-title: Finding flows of a Navier–Stokes fluid through quantum computing
  publication-title: npj Quantum Inf.
  doi: 10.1038/s41534-020-00291-0
– volume: 2
  start-page: 1
  year: 2021
  ident: B81
  article-title: Practical quantum computing: Solving the wave equation using a quantum approach
  publication-title: ACM Trans. Quantum Comput.
  doi: 10.1145/3430030
– volume: 104
  start-page: 032426
  year: 2021
  ident: B72
  article-title: Hybrid classical-quantum approach to solve the heat equation using quantum annealers
  publication-title: Phys. Rev. A . Coll. Park.
  doi: 10.1103/physreva.104.032426
– start-page: 53
  volume-title: Quantum computation and quantum informationQuantum amplitude amplification and estimation
  year: 2000
  ident: B16
– volume: 23
  start-page: 113021
  year: 2021
  ident: B50
  article-title: Near-term quantum algorithms for linear systems of equations with regression loss functions
  publication-title: New J. Phys.
  doi: 10.1088/1367-2630/ac325f
– volume: 4
  start-page: 2100055
  year: 2021
  ident: B40
  article-title: Finding solutions of the Navier-Stokes equations through quantum computing—Recent progress, a generalization, and next steps forward
  publication-title: Adv. Quantum Technol.
  doi: 10.1002/qute.202100055
– volume-title: Quantum vs. classical algorithms for solving the heat equation
  year: 2020
  ident: B56
– year: 2019
  ident: B26
  article-title: The power of block-encoded matrix powers: Improved regression techniques via faster Hamiltonian simulation
– volume-title: Quantum model-discovery
  year: 2021
  ident: B49
– volume: 30
  start-page: 305
  year: 1999
  ident: B10
  article-title: A comparative study of sparse approximate inverse preconditioners
  publication-title: Appl. Numer. Math.
  doi: 10.1016/s0168-9274(98)00118-4
– volume: 110
  start-page: 250504
  year: 2013
  ident: B31
  article-title: Preconditioned quantum linear system algorithm
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.110.250504
– volume-title: A quantum Poisson solver implementable on nisq devices
  ident: B87
– ident: B14
  article-title: Hamiltonian simulation with nearly optimal dependence on all parameters
  doi: 10.1109/FOCS.2015.54
– volume: 37
  start-page: 332
  year: 1992
  ident: B77
  article-title: Multivariate stochastic approximation using a simultaneous perturbation gradient approximation
  publication-title: IEEE Trans. Autom. Contr.
  doi: 10.1109/9.119632
– volume: 78
  start-page: 052310
  ident: B41
  article-title: Architectures for a quantum random access memory
  publication-title: Phys. Rev. A . Coll. Park.
  doi: 10.1103/physreva.78.052310
– volume: 121
  start-page: 120
  year: 2014
  ident: B35
  article-title: A beautiful sine formula
  publication-title: Am. Math. Mon.
  doi: 10.4169/amer.math.monthly.121.02.120
– volume: 549
  start-page: 242
  year: 2017
  ident: B52
  article-title: Hardware-efficient variational quantum eigensolver for small molecules and quantum magnets
  publication-title: Nature
  doi: 10.1038/nature23879
– volume: 5
  start-page: 13153
  year: 2015
  ident: B65
  article-title: Quantum simulator for transport phenomena in fluid flows
  publication-title: Sci. Rep.
  doi: 10.1038/srep13153
– volume: 409
  start-page: 109347
  year: 2020
  ident: B84
  article-title: Quantum algorithm for the collisionless Boltzmann equation
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2020.109347
– volume: 66
  start-page: 2181
  year: 2021
  ident: B90
  article-title: Variational algorithms for linear algebra
  publication-title: Sci. Bull.
  doi: 10.1016/j.scib.2021.06.023
– volume: 12
  start-page: 1791
  ident: B24
  article-title: Cost function dependent barren plateaus in shallow parametrized quantum circuits
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-21728-w
– volume: 5
  start-page: 574
  year: 2021
  ident: B29
  article-title: High-precision quantum algorithms for partial differential equations
  publication-title: Quantum
  doi: 10.22331/q-2021-11-10-574
– year: 2015
  ident: B54
  article-title: Adam: A method for stochastic optimization
– volume: 79
  start-page: 325
  year: 19971997
  ident: B45
  article-title: Quantum mechanics helps in searching for a needle in a haystack
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.79.325
– volume-title: Variational quantum linear solver
  year: 2019
  ident: B17
– volume: 15
  start-page: 013021
  year: 2013
  ident: B22
  article-title: Quantum algorithm and circuit design solving the Poisson equation
  publication-title: New J. Phys.
  doi: 10.1088/1367-2630/15/1/013021
– volume: 12
  start-page: 34
  year: 2019
  ident: B47
  article-title: From the quantum approximate optimization algorithm to a quantum alternating operator ansatz
  publication-title: Algorithms
  doi: 10.3390/a12020034
– volume-title: D-wave system documentation
  year: 2022
  ident: B34
– volume: 104
  start-page: 022418
  ident: B57
  article-title: Variational quantum algorithm for the Poisson equation
  publication-title: Phys. Rev. A
  doi: 10.1103/PhysRevA.104.022418
– volume-title: An introduction to the conjugate gradient method without the agonizing pain
  year: 1994
  ident: B75
– volume: 356
  start-page: 1057
  year: 20172017
  ident: B15
  article-title: Quantum algorithm for linear differential equations with exponentially improved dependence on precision
  publication-title: Commun. Math. Phys.
  doi: 10.1007/s00220-017-3002-y
– volume: 273
  start-page: 1073
  year: 1996
  ident: B59
  article-title: Universal quantum simulators
  publication-title: Science
  doi: 10.1126/science.273.5278.1073
– volume: 5
  start-page: 435
  year: 1950
  ident: B53
  article-title: On the adiabatic theorem of quantum mechanics
  publication-title: J. Phys. Soc. Jpn.
  doi: 10.1143/jpsj.5.435
– volume: 474
  start-page: 20170551
  year: 2018
  ident: B30
  article-title: Quantum machine learning: A classical perspective
  publication-title: Proc. R. Soc. A
  doi: 10.1098/rspa.2017.0551
– volume: 87
  start-page: 167902
  year: 2001
  ident: B21
  article-title: Quantum fingerprinting
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.87.167902
– year: 2016
  ident: B69
  article-title: Toq.jl: A high-level programming language for d-wave machines based on julia
  doi: 10.1109/HPEC.2016.7761616
– volume-title: A quantum algorithm for linear pdes arising in finance
  year: 2021
  ident: B38
– volume: 4
  start-page: 269
  year: 2020
  ident: B80
  article-title: Quantum natural gradient
  publication-title: Quantum
  doi: 10.22331/q-2020-05-25-269
– volume: 19
  start-page: 170
  ident: B89
  article-title: Quantum fast Poisson solver: The algorithm and complete and modular circuit design
  publication-title: Quantum Inf. process.
  doi: 10.1007/s11128-020-02669-7
– volume: 20
  start-page: 57
  ident: B19
  article-title: Quantum algorithm for the advection-diffusion equation simulated with the lattice Boltzmann method
  publication-title: Quantum Inf. process.
  doi: 10.1007/s11128-021-02996-3
– volume: 105
  start-page: 012423
  year: 2022
  ident: B70
  article-title: Variational quantum linear solver with a dynamic ansatz
  publication-title: Phys. Rev. A . Coll. Park.
  doi: 10.1103/physreva.105.012423
– volume: 99
  start-page: 052355
  year: 2018
  ident: B78
  article-title: Box algorithm for the solution of differential equations on a quantum annealer
  publication-title: Phys. Rev. A
  doi: 10.1103/PhysRevA.99.052355
– start-page: 212
  year: 1996
  ident: B44
  article-title: A fast quantum mechanical algorithm for database search
– volume-title: Gradients of parameterized quantum gates using the parameter-shift rule and gate decomposition
  year: 2019
  ident: B33
– volume: 99
  start-page: 012323
  year: 2019
  ident: B32
  article-title: Quantum algorithm for simulating the wave equation
  publication-title: Phys. Rev. A . Coll. Park.
  doi: 10.1103/physreva.99.012323
– start-page: 283
  year: 2014
  ident: B12
  article-title: Exponential improvement in precision for simulating sparse Hamiltonians
– volume: 46
  start-page: 1920
  year: 2017
  ident: B28
  article-title: Quantum algorithm for systems of linear equations with exponentially improved dependence on precision
  publication-title: SIAM J. Comput.
  doi: 10.1137/16m1087072
– volume: 10
  start-page: 545
  year: 1959
  ident: B85
  article-title: On the product of semi-groups of operators
  publication-title: Proc. Am. Math. Soc.
  doi: 10.1090/s0002-9939-1959-0108732-6
– volume: 55
  start-page: 395
  year: 2009
  ident: B2
  article-title: A polynomial quantum algorithm for approximating the jones polynomial
  publication-title: Algorithmica
  doi: 10.1007/s00453-008-9168-0
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Snippet Structural mechanics is commonly modeled by (systems of) partial differential equations (PDEs). Except for very simple cases where analytical solutions exist,...
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SubjectTerms advantage
linear
nonlinear
partial differential equations
quantum algorithms
quantum computing
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Title Review and perspectives in quantum computing for partial differential equations in structural mechanics
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