Understanding and compensating for noise on IBM quantum computers
Quantum algorithms offer efficient solutions to computational problems that are expensive to solve classically. Publicly available quantum computers, such as those provided by IBM, can now be used to run small quantum circuits that execute quantum algorithms. However, these quantum computers are hig...
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Published in | American journal of physics Vol. 89; no. 10; pp. 935 - 942 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
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American Institute of Physics
01.10.2021
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Abstract | Quantum algorithms offer efficient solutions to computational problems that are expensive to solve classically. Publicly available quantum computers, such as those provided by IBM, can now be used to run small quantum circuits that execute quantum algorithms. However, these quantum computers are highly prone to noise. Here, we introduce important concepts of quantum circuit noise and connectivity that must be addressed to obtain reliable results on quantum computers. We utilize several examples to show how noise scales with circuit depth. We present Simon's algorithm, a quantum algorithm for solving a computational problem of the same name, explain how to implement it in IBM's Qiskit platform, and compare the results of running it both on a noiseless simulator and on physical hardware subject to noise. We discuss the impact of Qiskit's transpiler, which adapts ideal quantum circuits for physical hardware with limited connectivity between qubits. We show that even circuits of only a few qubits can have their success rate significantly reduced by quantum noise unless specific measures are taken to minimize its impact. |
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AbstractList | Quantum algorithms offer efficient solutions to computational problems that are expensive to solve classically. Publicly available quantum computers, such as those provided by IBM, can now be used to run small quantum circuits that execute quantum algorithms. However, these quantum computers are highly prone to noise. Here, we introduce important concepts of quantum circuit noise and connectivity that must be addressed to obtain reliable results on quantum computers. We utilize several examples to show how noise scales with circuit depth. We present Simon's algorithm, a quantum algorithm for solving a computational problem of the same name, explain how to implement it in IBM's Qiskit platform, and compare the results of running it both on a noiseless simulator and on physical hardware subject to noise. We discuss the impact of Qiskit's transpiler, which adapts ideal quantum circuits for physical hardware with limited connectivity between qubits. We show that even circuits of only a few qubits can have their success rate significantly reduced by quantum noise unless specific measures are taken to minimize its impact. |
Author | Van Huele, Jean-François Johnstun, Scott |
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Cites_doi | 10.1119/1.4948608 10.1119/1.5021360 10.1103/PhysRevLett.103.150502 10.1119/1.4922296 10.1088/2058-9565/aba038 10.1080/00107514.2019.1667078 10.1126/science.aax0578 10.1080/00107514.2014.964942 10.1119/1.1522741 10.1038/s41598-019-52275-6 10.1137/S0036144598347011 10.1119/1.5065506 10.1364/ON.11.2.000011 10.1038/s41586-019-1666-5 10.1119/1.1891170 10.1119/1.1359518 10.1016/j.eswa.2021.114768 10.1063/1.5089550 10.1103/PhysRevA.89.042337 10.1103/PhysRevLett.55.1908 10.1088/2058-9565/abaa2c 10.1103/PhysRevA.54.139 |
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References | Schuld, Sinayskiy, Petruccione (c7) 2014 Roffe (c48) 2019 Barenco (c34) 1996 Monroe, Raymer, Taylor (c11) 2019 Vianna, Barros, Hor-Meyll (c15) 2018 Harrow, Hassidim, Lloyd (c6) 2009 Nam, Blümel (c37) 2014 Krantz (c31) 2019 Devoret, Martinis, Clarke (c9) 1985 Candela (c14) 2015 Gerjuoy (c3) 2005 Feynman (c1) 1985 Strauch (c13) 2016 Arute (c10) 2019 Borujeni (c24) 2020 Shor (c2) 1999 James (c25) 2020 Chen (c23) 2019 Grover (c5) 2001 Rodríguez-Laguna, Santalla (c21) 2018 Cruz (c46) 2020 Mermin (c22) 2003 (2024080620063259600_c37) 2014; 89 (2024080620063259600_c14) 2015; 83 (2024080620063259600_c23) 2019; 9 (2024080620063259600_c32) 2020 (2024080620063259600_c48) 2019; 60 (2024080620063259600_c22) 2003; 71 (2024080620063259600_c15) 2018; 86 (2024080620063259600_c25) 2020; 5 (2024080620063259600_c3) 2005; 73 (2024080620063259600_c38) 2019 (2024080620063259600_c6) 2009; 103 2024080620063259600_c45 2024080620063259600_c44 2024080620063259600_c43 2024080620063259600_c20 2024080620063259600_c42 (2024080620063259600_c46) 2020; 5 2024080620063259600_c41 (2024080620063259600_c17) 2007 (2024080620063259600_c27) 1994 2024080620063259600_c40 (2024080620063259600_c4) 1996 (2024080620063259600_c24) 2020; 176 (2024080620063259600_c10) 2019; 574 (2024080620063259600_c1) 1985; 11 2024080620063259600_c29 2024080620063259600_c28 (2024080620063259600_c5) 2001; 69 2024080620063259600_c26 (2024080620063259600_c13) 2016; 84 2024080620063259600_c47 (2024080620063259600_c33) 2020 2024080620063259600_c8 (2024080620063259600_c9) 1985; 55 (2024080620063259600_c7) 2014; 56 (2024080620063259600_c11) 2019; 364 2024080620063259600_c35 (2024080620063259600_c21) 2018; 86 (2024080620063259600_c16) 2000 (2024080620063259600_c34) 1996; 54 2024080620063259600_c30 (2024080620063259600_c31) 2019; 6 (2024080620063259600_c2) 1999; 41 2024080620063259600_c19 National Academies of Sciences, Engineering, and Medicine (2024080620063259600_c12) 2019 2024080620063259600_c18 2024080620063259600_c39 2024080620063259600_c36 |
References_xml | – start-page: 521 year: 2005 ident: c3 article-title: Shor's factoring algorithm and modern cryptography. An illustration of the capabilities inherent in quantum computers publication-title: Am. J. Phys. – start-page: 16251 year: 2019 ident: c23 article-title: Hybrid classical-quantum linear solver using Noisy Intermediate-Scale Quantum machines publication-title: Sci. Rep. – start-page: 114768 year: 2020 ident: c24 article-title: Quantum circuit representation of Bayesian networks publication-title: Expert Syst. Appl. – start-page: 044005 year: 2020 ident: c46 article-title: Optimizing quantum phase estimation for the simulation of Hamiltonian eigenstates publication-title: Quantum Sci. Technol. – start-page: 495 year: 2016 ident: c13 article-title: Resource letter QI-1: Quantum information publication-title: Am. J. Phys. – start-page: 688 year: 2015 ident: c14 article-title: Undergraduate computational physics projects on quantum computing publication-title: Am. J. Phys. – start-page: 914 year: 2018 ident: c15 article-title: Classical realization of the quantum Deutsch algorithm publication-title: Am. J. Phys. – start-page: 505 year: 2019 ident: c10 article-title: Quantum supremacy using a programmable superconducting processor publication-title: Nature – start-page: 042337 year: 2014 ident: c37 article-title: Robustness of the quantum Fourier transform with respect to static gate defects publication-title: Phys. Rev. A – start-page: 1908 year: 1985 ident: c9 article-title: Measurements of macroscopic quantum tunneling out of the zero-voltage state of a current-biased Josephson junction publication-title: Phys. Rev. Lett. – start-page: 440 year: 2019 ident: c11 article-title: The U.S. National Quantum Initiative: From act to action publication-title: Science – start-page: 225 year: 2019 ident: c48 article-title: Quantum error correction: An introductory guide publication-title: Contemp. Phys. – start-page: 769 year: 2001 ident: c5 article-title: From Schrödinger's equation to the quantum search algorithm publication-title: Am. J. Phys. – start-page: 021318 year: 2019 ident: c31 article-title: A quantum engineer's guide to superconducting qubits publication-title: Appl. Phys. Rev. – start-page: 23 year: 2003 ident: c22 article-title: From Cbits to Qbits: Teaching computer scientists quantum mechanics publication-title: Am. J. Phys. – start-page: 044044 year: 2020 ident: c25 article-title: Benchmarking near-term devices with quantum error correction publication-title: Quantum Sci. Technol. – start-page: 303 year: 1999 ident: c2 article-title: Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer publication-title: SIAM Rev. – start-page: 172 year: 2014 ident: c7 article-title: An introduction to quantum machine learning publication-title: Contemp. Phys. – start-page: 360 year: 2018 ident: c21 article-title: Building an adiabatic quantum computer simulation in the classroom publication-title: Am. J. Phys. – start-page: 139 year: 1996 ident: c34 article-title: Approximate quantum Fourier transform and decoherence publication-title: Phys. Rev. A – start-page: 11 year: 1985 ident: c1 article-title: Quantum mechanical computers publication-title: Opt. News – start-page: 150502 year: 2009 ident: c6 article-title: Quantum algorithm for linear systems of equations publication-title: Phys. Rev. Lett. – ident: 2024080620063259600_c39 – year: 2019 ident: 2024080620063259600_c38 – volume: 84 start-page: 495 year: 2016 ident: 2024080620063259600_c13 article-title: Resource letter QI-1: Quantum information publication-title: Am. J. Phys. doi: 10.1119/1.4948608 – ident: 2024080620063259600_c41 – ident: 2024080620063259600_c18 – ident: 2024080620063259600_c43 – start-page: 115 year: 1994 ident: 2024080620063259600_c27 article-title: On the power of quantum computation – ident: 2024080620063259600_c35 – volume: 86 start-page: 360 year: 2018 ident: 2024080620063259600_c21 article-title: Building an adiabatic quantum computer simulation in the classroom publication-title: Am. J. Phys. doi: 10.1119/1.5021360 – ident: 2024080620063259600_c20 – volume: 103 start-page: 150502 year: 2009 ident: 2024080620063259600_c6 article-title: Quantum algorithm for linear systems of equations publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.103.150502 – volume: 83 start-page: 688 year: 2015 ident: 2024080620063259600_c14 article-title: Undergraduate computational physics projects on quantum computing publication-title: Am. J. Phys. doi: 10.1119/1.4922296 – volume: 5 start-page: 044044 year: 2020 ident: 2024080620063259600_c25 article-title: Benchmarking near-term devices with quantum error correction publication-title: Quantum Sci. Technol. doi: 10.1088/2058-9565/aba038 – volume: 60 start-page: 225 year: 2019 ident: 2024080620063259600_c48 article-title: Quantum error correction: An introductory guide publication-title: Contemp. Phys. doi: 10.1080/00107514.2019.1667078 – volume: 364 start-page: 440 year: 2019 ident: 2024080620063259600_c11 article-title: The U.S. National Quantum Initiative: From act to action publication-title: Science doi: 10.1126/science.aax0578 – ident: 2024080620063259600_c26 – year: 2020 ident: 2024080620063259600_c32 – ident: 2024080620063259600_c47 – ident: 2024080620063259600_c28 – volume: 56 start-page: 172 year: 2014 ident: 2024080620063259600_c7 article-title: An introduction to quantum machine learning publication-title: Contemp. Phys. doi: 10.1080/00107514.2014.964942 – ident: 2024080620063259600_c45 – volume-title: Quantum Computing: Progress and Prospects year: 2019 ident: 2024080620063259600_c12 – year: 1996 ident: 2024080620063259600_c4 article-title: A fast quantum mechanical algorithm for database search – ident: 2024080620063259600_c8 – volume: 71 start-page: 23 year: 2003 ident: 2024080620063259600_c22 article-title: From Cbits to Qbits: Teaching computer scientists quantum mechanics publication-title: Am. J. Phys. doi: 10.1119/1.1522741 – volume: 9 start-page: 16251 year: 2019 ident: 2024080620063259600_c23 article-title: Hybrid classical-quantum linear solver using Noisy Intermediate-Scale Quantum machines publication-title: Sci. Rep. doi: 10.1038/s41598-019-52275-6 – volume: 41 start-page: 303 year: 1999 ident: 2024080620063259600_c2 article-title: Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer publication-title: SIAM Rev. doi: 10.1137/S0036144598347011 – volume: 86 start-page: 914 year: 2018 ident: 2024080620063259600_c15 article-title: Classical realization of the quantum Deutsch algorithm publication-title: Am. J. Phys. doi: 10.1119/1.5065506 – ident: 2024080620063259600_c40 – volume: 11 start-page: 11 year: 1985 ident: 2024080620063259600_c1 article-title: Quantum mechanical computers publication-title: Opt. News doi: 10.1364/ON.11.2.000011 – volume: 574 start-page: 505 year: 2019 ident: 2024080620063259600_c10 article-title: Quantum supremacy using a programmable superconducting processor publication-title: Nature doi: 10.1038/s41586-019-1666-5 – ident: 2024080620063259600_c42 – volume: 73 start-page: 521 year: 2005 ident: 2024080620063259600_c3 article-title: Shor's factoring algorithm and modern cryptography. An illustration of the capabilities inherent in quantum computers publication-title: Am. J. Phys. doi: 10.1119/1.1891170 – volume: 69 start-page: 769 year: 2001 ident: 2024080620063259600_c5 article-title: From Schrödinger's equation to the quantum search algorithm publication-title: Am. J. Phys. doi: 10.1119/1.1359518 – ident: 2024080620063259600_c19 – ident: 2024080620063259600_c36 – ident: 2024080620063259600_c44 – volume-title: Quantum Computer Science year: 2007 ident: 2024080620063259600_c17 – volume: 176 start-page: 114768 year: 2020 ident: 2024080620063259600_c24 article-title: Quantum circuit representation of Bayesian networks publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114768 – year: 2020 ident: 2024080620063259600_c33 – volume-title: Quantum Computation and Quantum Information year: 2000 ident: 2024080620063259600_c16 – volume: 6 start-page: 021318 year: 2019 ident: 2024080620063259600_c31 article-title: A quantum engineer's guide to superconducting qubits publication-title: Appl. Phys. Rev. doi: 10.1063/1.5089550 – volume: 89 start-page: 042337 year: 2014 ident: 2024080620063259600_c37 article-title: Robustness of the quantum Fourier transform with respect to static gate defects publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.89.042337 – ident: 2024080620063259600_c29 – ident: 2024080620063259600_c30 – volume: 55 start-page: 1908 year: 1985 ident: 2024080620063259600_c9 article-title: Measurements of macroscopic quantum tunneling out of the zero-voltage state of a current-biased Josephson junction publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.55.1908 – volume: 5 start-page: 044005 year: 2020 ident: 2024080620063259600_c46 article-title: Optimizing quantum phase estimation for the simulation of Hamiltonian eigenstates publication-title: Quantum Sci. Technol. doi: 10.1088/2058-9565/abaa2c – volume: 54 start-page: 139 year: 1996 ident: 2024080620063259600_c34 article-title: Approximate quantum Fourier transform and decoherence publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.54.139 |
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Title | Understanding and compensating for noise on IBM quantum computers |
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