タイトル | Statistical Emulator for Expensive Classification Simulators |
本文(外部サイト) | http://hdl.handle.net/2060/20160006302 |
著者(英) | Samareh, Jamshid A.; Ross, Jerret |
著者所属(英) | NASA Langley Research Center |
発行日 | 2016-04-01 |
言語 | eng |
内容記述 | Expensive simulators prevent any kind of meaningful analysis to be performed on the phenomena they model. To get around this problem the concept of using a statistical emulator as a surrogate representation of the simulator was introduced in the 1980's. Presently, simulators have become more and more complex and as a result running a single example on these simulators is very expensive and can take days to weeks or even months. Many new techniques have been introduced, termed criteria, which sequentially select the next best (most informative to the emulator) point that should be run on the simulator. These criteria methods allow for the creation of an emulator with only a small number of simulator runs. We follow and extend this framework to expensive classification simulators. |
NASA分類 | Computer Programming and Software |
レポートNO | NF1676L-23725 L-20675 NASA/TM-2016-219174 |
権利 | Copyright, Distribution as joint owner in the copyright |