activity
20122020
most citedAccurate emulators for large-scale computer experiments

77 citations · 86 across the 7 of their papers we have counts for

collaborators

8 papers

math.ST2020★ 1 cited

Gaussian Processes with Input Location Error and Applications to the Composite Parts Assembly Process

Wenjia Wang, Xiaowei Yue, Benjamin Haaland +1

In this paper, we investigate Gaussian process modeling with input location error, where the inputs are corrupted by noise. Here, the best linear unbiased predictor for two cases i…

stat.ME2019

A clustered Gaussian process model for computer experiments

Chih-Li Sung, Benjamin Haaland, Youngdeok Hwang +1

A Gaussian process has been one of the important approaches for emulating computer simulations. However, the stationarity assumption for a Gaussian process and the intractability f…

stat.AP2018★ 2 cited

Synthesizing simulation and field data of solar irradiance

Furong Sun, Robert B. Gramacy, Benjamin Haaland +2

Predicting the intensity and amount of sunlight as a function of location and time is an essential component in identifying promising locations for economical solar farming. Althou…

stat.CO2017★ 4 cited

Emulating satellite drag from large simulation experiments

Furong Sun, Robert B. Gramacy, Benjamin Haaland +2

Obtaining accurate estimates of satellite drag coefficients in low Earth orbit is a crucial component in positioning and collision avoidance. Simulators can produce accurate estima…

math.ST2017★ 2 cited

Controlling Sources of Inaccuracy in Stochastic Kriging

Wenjia Wang, Benjamin Haaland

Scientists and engineers commonly use simulation models to study real systems for which actual experimentation is costly, difficult, or impossible. Many simulations are stochastic…

math.CO2015

A Simple Approach to Constructing Quasi-Sudoku-based Sliced Space-Filling Designs

Diane Donovan, Benjamin Haaland, David J. Nott

Sliced Sudoku-based space-filling designs and, more generally, quasi-sliced orthogonal array-based space-filling designs are useful experimental designs in several contexts, includ…

math.ST2014

A Framework for Controlling Sources of Inaccuracy in Gaussian Process Emulation of Deterministic Computer Experiments

Benjamin Haaland, Wenjia Wang, Vaibhav Maheshwari

Computer experiments have become ubiquitous in science and engineering. Commonly, runs of these simulations demand considerable time and computing, making experimental design extre…

math.ST2012★ 77 cited

Accurate emulators for large-scale computer experiments

Ben Haaland, Peter Z. G. Qian

Large-scale computer experiments are becoming increasingly important in science. A multi-step procedure is introduced to statisticians for modeling such experiments, which builds a…