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20102022
most citedActive subspace methods in theory and practice: applications to kriging surfaces

514 citations · 1.7k across the 51 of their papers we have counts for

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9 papers · 1 filter

math.NA2021

Scheduled Relaxation Jacobi schemes for non-elliptic partial differential equations

Mohammad Shafaet Islam, Qiqi Wang

The Scheduled Relaxation Jacobi (SRJ) method is a linear solver algorithm which greatly improves the convergence of the Jacobi iteration through the use of judiciously chosen relax…

math.NA2021★ 3 cited

Differentiating densities on smooth manifolds

Adam A. Sliwiak, Qiqi Wang

Lebesgue integration of derivatives of strongly-oscillatory functions is a recurring challenge in computational science and engineering. Integration by parts is an effective remedy…

math.NA2020

A data driven heuristic for rapid convergence of Scheduled Relaxation Jacobi schemes

Mohammad Shafaet Islam, Qiqi Wang

The Scheduled Relaxation Jacobi (SRJ) method is a viable candidate as a high performance linear solver for elliptic partial differential equations (PDEs). The method greatly improv…

math.NA2016★ 3 cited

Decomposition of stencil update formula into atomic stages

Qiqi Wang

In parallel solution of partial differential equations, a complex stencil update formula that accesses multiple layers of neighboring grid points sometimes must be decomposed into…

math.NA2016★ 5 cited

The swept rule for breaking the latency barrier in time advancing two-dimensional PDEs

Maitham Makki Alhubail, Qiqi Wang, John Williams

This article describes a method to accelerate parallel, explicit time integration of two-dimensional unsteady PDEs. The method is motivated by our observation that latency, not ban…

math.NA2013★ 1 cited

Multigrid-in-time for sensitivity analysis of chaotic dynamical systems

Patrick Blonigan, Qiqi Wang

The following paper discusses the application of a multigrid-in-time scheme to Least Squares Shadowing (LSS), a novel sensitivity analysis method for chaotic dynamical systems. Whi…

math.NA2013★ 514 cited

Active subspace methods in theory and practice: applications to kriging surfaces

Paul G. Constantine, Eric Dow, Qiqi Wang

Many multivariate functions in engineering models vary primarily along a few directions in the space of input parameters. When these directions correspond to coordinate directions,…

math.NA2012★ 2 cited

Input Subspace Detection for Dimension Reduction in High Dimensional Approximation

Paul G. Constantine, Qiqi Wang

This manuscript is superseded by Constantine, Dow, and Wang's "Active Subspaces in Theory and Practice: Applications to Kriging Surfaces" [SIAM J. of Sci. Comput., 36 (2014), pp. A…

math.NA2010★ 26 cited

Residual Minimizing Model Interpolation for Parameterized Nonlinear Dynamical Systems

Paul G. Constantine, Qiqi Wang

We present a method for approximating the solution of a parameterized, nonlinear dynamical system using an affine combination of solutions computed at other points in the input par…