Eylem Seç
Optimal Latin Hypercube Designs for Computer Experiments Based on Multiple Objectives
Başlık:
Optimal Latin Hypercube Designs for Computer Experiments Based on Multiple Objectives
Yazar:
Hou, Ruizhe, author.
ISBN:
9780355988703
Yazar Ek Girişi:
Fiziksel Tanımlama:
1 electronic resource (54 pages)
Genel Not:
Source: Masters Abstracts International, Volume: 57-06M(E).
Advisors: Lu Lu Committee members: Kandethody Ramachandran; Dan Shen.
Özet:
Latin hypercube designs (LHDs) have broad applications in constructing computer experiments and sampling for Monte-Carlo integration due to its nice property of having projections evenly distributed on the univariate distribution of each input variable. The LHDs have been combined with some commonly used computer experimental design criteria to achieve enhanced design performance. For example, the Maximin-LHDs were developed to improve its space-filling property in the full dimension of all input variables. The MaxPro-LHDs were proposed in recent years to obtain nicer projections in any subspace of input variables. This thesis integrates both space-filling and projection characteristics for LHDs and develops new algorithms for constructing optimal LHDs that achieve nice properties on both criteria based on using the Pareto front optimization approach. The new LHDs are evaluated through case studies and compared with traditional methods to demonstrate their improved performance.
Keywords: Design of computer experiments; Gaussian process; Latin hypercube design; Screening design; Space-filling design; Multiple objective optimization; Pareto front search algorithms.
Notlar:
School code: 0206
Konu Başlığı:
Tüzel Kişi Ek Girişi:
Mevcut:*
Yer Numarası | Demirbaş Numarası | Shelf Location | Lokasyon / Statüsü / İade Tarihi |
---|---|---|---|
XX(689216.1) | 689216-1001 | Proquest E-Tez Koleksiyonu | Arıyor... |
On Order
Liste seç
Bunu varsayılan liste yap.
Öğeler başarıyla eklendi
Öğeler eklenirken hata oldu. Lütfen tekrar deneyiniz.
:
Select An Item
Data usage warning: You will receive one text message for each title you selected.
Standard text messaging rates apply.