Work smarter, not harder: A tutorial on designing and conducting simulation experiments

SM Sanchez, PJ Sanchez… - 2020 Winter Simulation …, 2020 - ieeexplore.ieee.org
Simulation models are integral to modern scientific research, national defense, industry and
manufacturing, and in public policy debates. These models tend to be extremely complex …

A tutorial on design of experiments for simulation modeling

AM Law - 2017 Winter Simulation Conference (WSC), 2017 - ieeexplore.ieee.org
Simulation models often have many input factors, and determining which ones have a
significant impact on performance measures (responses) of interest can be a difficult task …

Changing the paradigm: Simulation, now a method of first resort

TW Lucas, WD Kelton, PJ Sánchez… - Naval Research …, 2015 - Wiley Online Library
Decades ago, simulation was famously characterized as a “method of last resort,” to which
analysts should turn only “when all else fails.” In those intervening decades, the …

Efficient, nearly orthogonal-and-balanced, mixed designs: an effective way to conduct trade-off analyses via simulation

H Vieira Jr, SM Sanchez, KH Kienitz… - Journal of …, 2013 - Taylor & Francis
Designed experiments are powerful methodologies for gaining insights into the behaviour of
complex simulation models. In recent years, many new designs have been created to …

Constructing nearly orthogonal Latin hypercubes for any nonsaturated run-variable combination

AS Hernandez, TW Lucas, M Carlyle - ACM Transactions on Modeling …, 2012 - dl.acm.org
We present a new method for constructing nearly orthogonal Latin hypercubes that greatly
expands their availability to experimenters. Latin hypercube designs have proven useful for …

Simulation experiments: Better data, not just big data

SM Sanchez - … of the Winter Simulation Conference 2014, 2014 - ieeexplore.ieee.org
Data mining tools have been around for several decades, but the term “big data” has only
recently captured widespread attention. Numerous success stories have been promulgated …

Second-order nearly orthogonal Latin hypercubes for exploring stochastic simulations

AD MacCalman, H Vieira, T Lucas - Journal of Simulation, 2017 - Taylor & Francis
This paper presents new Latin hypercube designs with minimal correlations between all
main, quadratic, and two-way interaction effects for a full second-order model. These new …

Improved efficient, nearly orthogonal, nearly balanced mixed designs

H Vieira, SM Sanchez, KH Kienitz… - proceedings of the …, 2011 - ieeexplore.ieee.org
Designed experiments are powerful ways to gain insights into the behavior of complex
simulation models. In recent years, many new designs have been created to address the …

Knowledge discovery in simulation data

N Feldkamp, S Bergmann, S Strassburger - ACM Transactions on …, 2020 - dl.acm.org
This article provides a comprehensive and in-depth overview of our work on knowledge
discovery in simulations. Application-wise, we focus on manufacturing simulations …

Better big data via data farming experiments

SM Sanchez, PJ Sánchez - … and Simulation: Seminal Research from 50 …, 2017 - Springer
The term 'big data'has become intertwined with 'data mining'in the minds of many people.
Modern computing can generate massive amounts of data via simulation studies, but a key …