106 citations · 111 across the 5 of their papers we have counts for
4 papers · 1 filter
Multi-output calibration of a honeycomb seal via on-site surrogates
Jiangeng Huang, Robert B. Gramacy
We consider large-scale industrial computer model calibration, combining multi-output simulation with limited physical observation, involved in the development of a honeycomb seal.…
Analyzing Stochastic Computer Models: A Review with Opportunities
Evan Baker, Pierre Barbillon, Arindam Fadikar +10
In modern science, computer models are often used to understand complex phenomena, and a thriving statistical community has grown around analyzing them. This review aims to bring a…
On-site surrogates for large-scale calibration
Jiangeng Huang, Robert B. Gramacy, Mickael Binois +1
Motivated by a computer model calibration problem from the oil and gas industry, involving the design of a honeycomb seal, we develop a new Bayesian methodology to cope with limita…
Replication or exploration? Sequential design for stochastic simulation experiments
Mickael Binois, Jiangeng Huang, Robert B Gramacy +1
We investigate the merits of replication, and provide methods for optimal design (including replicates), with the goal of obtaining globally accurate emulation of noisy computer si…