Comparing, optimizing, and benchmarking quantum-control algorithms in a unifying programming framework

S. Machnes, U. Sander, S. J. Glaser, P. de Fouquières, A. Gruslys, S. Schirmer, and T. Schulte-Herbrüggen
Phys. Rev. A 84, 022305 – Published 3 August 2011

Abstract

For paving the way to novel applications in quantum simulation, computation, and technology, increasingly large quantum systems have to be steered with high precision. It is a typical task amenable to numerical optimal control to turn the time course of pulses, i.e., piecewise constant control amplitudes, iteratively into an optimized shape. Here, we present a comparative study of optimal-control algorithms for a wide range of finite-dimensional applications. We focus on the most commonly used algorithms: GRAPE methods which update all controls concurrently, and Krotov-type methods which do so sequentially. Guidelines for their use are given and open research questions are pointed out. Moreover, we introduce a unifying algorithmic framework, DYNAMO (dynamic optimization platform), designed to provide the quantum-technology community with a convenient matlab-based tool set for optimal control. In addition, it gives researchers in optimal-control techniques a framework for benchmarking and comparing newly proposed algorithms with the state of the art. It allows a mix-and-match approach with various types of gradients, update and step-size methods as well as subspace choices. Open-source code including examples is made available at http://qlib.info.

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  • Received 7 December 2010

DOI:https://doi.org/10.1103/PhysRevA.84.022305

©2011 American Physical Society

Authors & Affiliations

S. Machnes1,2, U. Sander3, S. J. Glaser3, P. de Fouquières4, A. Gruslys4, S. Schirmer4, and T. Schulte-Herbrüggen3,*

  • 1Quantum Group, Department of Physics, Tel-Aviv University, Tel Aviv 69978, Israel
  • 2Institute for Theoretical Physics, University of Ulm, D-89069 Ulm, Germany
  • 3Department of Chemistry, Technical University of Munich (TUM), D-85747 Garching, Germany
  • 4Department of Applied Mathematics and Theoretical Physics, University of Cambridge, CB3 0WA, United Kingdom

  • *tosh@tum.de

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Vol. 84, Iss. 2 — August 2011

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