Metamodels

Design Of Experiments

Design Of Experiments (DOE) offers various designs that can be used for creating a model of a given system. The core idea is to evaluate significant points of the system in order to obtain a sufficient model while keeping the effort to achieve this relatively low. Depending on the parameters, their individual importance and interconnections, different designs may be adequate.

The ones implemented here are TwoLevelFactorial, FullFactorial, FractionalFactorial, CentralComposite, BoxBehnken and PlackettBurman.

Response Surface

A Response Surface is a simple polynomial surrogate model. It can be trained by providing it with evaluated points of a function or any of the aforementioned experimental designs.