4 papers
A Bayesian hierarchical framework for emulating a complex crop yield simulator
Muhammad Mahmudul Hasan, Jonathan Andrew Cumming
Emulation of complex computer simulations have become an effective tool in the exploration of the behaviour of the simulated processes. Agriculture is one such area where the simul…
Bayes Linear Emulation of Simulated Crop Yield
Muhammad Mahmudul Hasan, Jonathan A. Cumming
The analysis of the output from a large scale computer simulation experiment can pose a challenging problem in terms of size and computation. We consider output in the form of simu…
A Bayesian approach to deconvolution in well test analysis
Themistoklis Botsas, Jonathan A. Cumming, Ian H. Jermyn
In petroleum well test analysis, deconvolution is used to obtain information about the reservoir system. This information is contained in the response function, which can be estima…
Known Boundary Emulation of Complex Computer Models
Ian Vernon, Samuel E. Jackson, Jonathan A. Cumming
Computer models are now widely used across a range of scientific disciplines to describe various complex physical systems, however to perform full uncertainty quantification we oft…