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QI: Fachverband Quanteninformation
QI 27: Quantum Simulation II
QI 27.10: Vortrag
Donnerstag, 21. März 2024, 17:30–17:45, HFT-FT 101
Nonlinear dynamics as a ground-state solution on quantum computers — •Albert Pool1,2, Alejandro Somoza1,2, Michael Lubasch3, Conor Mc Keever3, and Birger Horstmann1,2,4 — 1Institute of Engineering Thermodynamics, German Aerospace Center (DLR), Ulm, Germany — 2Helmholtz Institute Ulm, Ulm, Germany — 3Quantinuum, London, UK — 4Department of Physics, Ulm University, Ulm, Germany
For the solution of time-dependent nonlinear differential equations, we present variational quantum algorithms (VQAs) that encode both space and time in qubit registers. The spacetime encoding enables us to obtain the entire time evolution from a single ground-state computation. We describe a general procedure to construct efficient quantum circuits for the cost function evaluation required by VQAs. To mitigate the barren plateau problem during the optimization, we propose an adaptive strategy. The approach is illustrated for the nonlinear Burgers equation. We classically optimize quantum circuits to represent the desired ground-state solutions, run them on IBM Q System One, and demonstrate that current quantum computers are capable of accurately reproducing the exact results.
Keywords: nonlinear PDEs; variational algorithm; VQE