EXPERIMENTAL-DESIGN AND OBSERVATION FOR LARGE SYSTEMS

Citation
Ra. Bates et al., EXPERIMENTAL-DESIGN AND OBSERVATION FOR LARGE SYSTEMS, Journal of the Royal Statistical Society. Series B: Methodological, 58(1), 1996, pp. 77-94
Citations number
41
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
Journal of the Royal Statistical Society. Series B: Methodological
ISSN journal
00359246 → ACNP
Volume
58
Issue
1
Year of publication
1996
Pages
77 - 94
Database
ISI
SICI code
1369-7412(1996)58:1<77:EAOFLS>2.0.ZU;2-E
Abstract
Large systems require new methods of experimental designs suitable for the highly adaptive models which are employed to cope with complex no n-linear responses and high dimensionality of input spaces. The area o f computer experiments has started to provide such designs especially Latin hypercube and lattice designs. System decomposition, prevalent i n several branches of engineering, can be employed to decrease complex ity. A combination of system decomposition using a sparse matrix metho d, experimental design and modelling is applied to one example of an e lectrical circuit simulator producing a usable emulator of the circuit for use in optimization and sensitivity analysis.