“…Proceeding in a different direction, Elman, Ernst and O'Leary studied the convergence problems of the classical multigrid algorithm applied to the Helmholtz equation in more detail by spectral analysis in [17], and used Krylov methods, both as smoothers and as outer convergence accelerator for multigrid, in order to obtain a practical and more robust method. One can also use the Laplacian, as proposed by Bayliss, Goldstein and Turkel [5], or the shifted Laplacian, as advocated by Erlangga, Vuik and Oosterlee [21], as a preconditioner for the Helmholtz equation, and then apply the preconditioner using multigrid, see also [32], and for an algebraic version [2], where it is shown numerically that, asymptotically, the number of iterations grows linearly with the wave number for this approach, see also [15,48]. This illustrates well that in the shifted Laplacian preconditioner, there are two conflicting requirements: the shift should be large enough in order for multigrid to work, and not too large, in order to still have a good preconditioner of the original problem, and one cannot, in general, satisfy both; see [22] for a simple Fourier analysis argument, and [31] for a complete theoretical treatment, and the preprint [15] for a detailed local Fourier analysis and a thorough numerical study.…”