State-of-the-art review: a user's guide to the brave new world of designing simulation experiments

JPC Kleijnen, SM Sanchez… - INFORMS Journal …, 2005 - pubsonline.informs.org
Many simulation practitioners can get more from their analyses by using the statistical theory
on design of experiments (DOE) developed specifically for exploring computer models. We …

Performance metrics in supply chain management

JPC Kleijnen, MT Smits - Journal of the operational research …, 2003 - Taylor & Francis
This survey paper starts with a critical analysis of various performance metrics for supply
chain management (SCM), used by a specific manufacturing company. Then it summarizes …

[图书][B] Design and analysis of simulation experiments

JPC Kleijnen - 2018 - Springer
This contribution summarizes the design and analysis of experiments with computerized
simulation models. It focuses on two metamodel (surrogate, emulator) types, namely first …

Global optimization of stochastic black-box systems via sequential kriging meta-models

D Huang, TT Allen, WI Notz, N Zeng - Journal of global optimization, 2006 - Springer
This paper proposes a new method that extends the efficient global optimization to address
stochastic black-box systems. The method is based on a kriging meta-model that provides a …

[图书][B] Process optimization: a statistical approach

E Del Castillo - 2007 - books.google.com
PROCESS OPTIMIZATION: A Statistical Approach is a textbook for a course in experimental
optimization techniques for industrial production processes and other" noisy" systems where …

An overview of the design and analysis of simulation experiments for sensitivity analysis

JPC Kleijnen - European Journal of Operational Research, 2005 - Elsevier
Sensitivity analysis may serve validation, optimization, and risk analysis of simulation
models. This review surveysclassic'andmodern'designs for experiments with simulation …

Application-driven sequential designs for simulation experiments: Kriging metamodelling

JPC Kleijnen, WCMV Beers - Journal of the operational research …, 2004 - Taylor & Francis
This paper proposes a novel method to select an experimental design for interpolation in
simulation. Although the paper focuses on Kriging in deterministic simulation, the method …

Response surface methodology for constrained simulation optimization: An overview

JPC Kleijnen - Simulation Modelling Practice and Theory, 2008 - Elsevier
This article summarizes 'generalized response surface methodology'(GRSM), extending Box
and Wilson's 'response surface methodology'(RSM). GRSM allows multiple random …

Response surface methodology

JPC Kleijnen - Handbook of simulation optimization, 2014 - Springer
This chapter first summarizes Response Surface Methodology (RSM), which started with
Box and Wilson's 1951 article on RSM for real, non-simulated systems. RSM is a stepwise …

Constrained optimization in expensive simulation: Novel approach

JPC Kleijnen, W Van Beers… - European journal of …, 2010 - Elsevier
This article presents a novel heuristic for constrained optimization of computationally
expensive random simulation models. One output is selected as objective to be minimized …