activity
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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Showing 2021Show all

7 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.DS2021★ 2 cited

Space-split algorithm for sensitivity analysis of discrete chaotic systems with unstable manifolds of arbitrary dimension

Adam A. Sliwiak, Qiqi Wang

Accurate approximations of the change of system's output and its statistics with respect to the input are highly desired in computational dynamics. Ruelle's linear response theory…

cs.CE2021

Aerodynamic Risk Assessment using Parametric, Three-Dimensional Unstructured, High-Fidelity CFD and Adaptive Sampling

Runda Ji, Qiqi Wang

We demonstrate an adaptive sampling approach for computing the probability of a rare event for a set of three-dimensional airplane geometries under various flight conditions. We de…

math.DS2021★ 5 cited

A trajectory-driven algorithm for differentiating SRB measures on unstable manifolds

Adam A. Sliwiak, Qiqi Wang

SRB measures are limiting stationary distributions describing the statistical behavior of chaotic dynamical systems. Directional derivatives of SRB measure densities conditioned on…

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.DS2021

Efficient computation of linear response of chaotic attractors with one-dimensional unstable manifolds

Nisha Chandramoorthy, Qiqi Wang

This paper presents the space-split sensitivity or the S3 algorithm to transform Ruelle's linear response formula into a well-conditioned ergodic-averaging computation. We prove a…

nlin.CD2021★ 17 cited

Computational assessment of smooth and rough parameter dependence of statistics in chaotic dynamical systems

Adam A. Sliwiak, Nisha Chandramoorthy, Qiqi Wang

An assumption of smooth response to small parameter changes, of statistics or long-time averages of a chaotic system, is generally made in the field of sensitivity analysis, and th…