The Limitations of Model-Based Experimental Design and Parameter Estimation in Sloppy Systems
Fig 8
Uncertainty ellipses and approximate models.
Parameters inside the ellipses are consistent with the data. Experimental design identifies complementary experiments to minimize the region of consistent parameters. If the approximate model does not include the this region, the model will be non-predictive for the collection of experiments.