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11 IMSC Session Program<br />

Designing ensembles for climate prediction<br />

Thursday - Plenary Session 1<br />

Peter Challenor<br />

The key to the analysis of data is in the design of the experiment, yet climate model<br />

experiments are often badly designed making analysis difficult. I will outline the<br />

principles of experimental design as applied to computer experiments. Starting with<br />

experiments with a single climate model I will review space filling designs and<br />

outline new approaches to sequential design and how you might cope with nonquantitative<br />

variables. Here an initial space filling design is augmented by further<br />

model runs to improve the design in the light of the initial experiment. The more<br />

difficult problem of how to design multi-model experiments will then be considered.<br />

Abstracts 230

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