answered 2018-05-18 09:45:24 -0600
The tutorial and manual at http://simulationresearch.lbl.gov/GO/download.html should answer these questions. If your cost function is multi-modal, you may want to use a PSO algorithm, see Section 4.2.7 in the GenOpt manual