Design and modeling for computer experiments pdf

[cg15rxrj 0]

 

Design and modeling for computer experiments pdf

Rating: 4.4 / 5 (3620 votes)

Downloads: 22783

CLICK HERE TO DOWNLOAD

.

.

.

.

.

.

.

.

.

.

Part II focuses on the design of computer Computer simulations based on mathematical models have become ubiquitous across the engineering disciplines and throughout the physical sciences. Computer simulations based on mathematical models have become ubiquitous across the engineering disciplines and throughout the physical sciences Part I introduces the design and modeling of computer experiments and the basic concepts used throughout the book. Kai-Tai Fang, Runze Li, Agus Sudjianto. The authors present the most popular space-filling designslike Latin hypercube sampling and its modifications and uniform designincluding their definitions, properties, construction and related generating algorithms This part provides a brief introduction to the design and modeling of computer experiments, including such experimental design concepts as orthogonal arrays and design optimality. New York. Expand 1 Part II focuses on the design of computer experiments. Successful use of a simulation model Design and Modeling for Computer Experiments. Successful use of a The design and analysis of computer experiments as a relatively young re-search field is not only of high importance for many industrial areas but also presents new challenges The title of this thesis is design of computer experiments and it deals with the planning and analysis of experiments with a computer model as a replace ment for physical cerned with design and analysis of computer experiments based on a GP. We use comprehensive assessment strategies to evaluate the ff of several factors on the In order to build a good meta-model, computer simulations are performed according to some experimental design, typically a space-filling design (Bursztyn and Steinberg, Computer simulations based on mathematical models have become ubiquitous across the engineering disciplines and throughout the physical sciences. 1 IntroductionExperiments and Tlicir Statistical DesignsSonic Coiicepts in Experimental DesignComputer ExperimentsMotivations This series aims to foster the integration between the computer sciences and statistical, numerical, and probabilistic methods by publishing a broad range of reference works, This part provides a brief introduction to the design and modeling of computer experiments, including such experimental design concepts as orthogonal arrays and The authors present the most popular space-filling designslike Latin hypercube sampling and its modifications and uniform designincluding their definitions, properties, Part I introduces the design and modeling of computer experiments and the basic concepts used throughout the book. About This Book. Table of contents. London. Contents. Part I An OverviewIntroductionExperiments and Tlicir Statistical DesignsSonic Coiicepts in Experimental DesignComputer ExperimentsMotivationsMetamodelsComputer Experiments in Engineering This series aims to foster the integration between the computer sciences and statistical, numerical, and probabilistic methods by publishing a broad range of reference works, textbooks, and handbooks This chapter presents several widely used statistical approaches for design and analysis of computer experiments, including space-filling designs and Gaussian process modeling. Citations. Successful use of a simulation model, however, requires careful interrogation of the model through systematic computer experiments Boca Raton. Book details. Part II focuses on the design of computer experiments It also presents some interesting and heuristic examples of computer experiments that will serve as illustrations for methods presented later in the book Computer simulations based on mathematical models have become ubiquitous across the engineering disciplines and throughout the physical sciences.