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 in | Frontiers in mechanical engineering Vol. 8 | 
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| Main Authors | , , , , | 
| Format | Journal Article | 
| Language | English | 
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            Frontiers Media S.A
    
        01.09.2022
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| Online Access | Get full text | 
| ISSN | 2297-3079 2297-3079  | 
| DOI | 10.3389/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. | 
    
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| 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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| Title | Review and perspectives in quantum computing for partial differential equations in structural mechanics | 
    
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