Restricted subset selection procedures for simulation
Operations Research
Optimization of stochastic systems via simulation
WSC '89 Proceedings of the 21st conference on Winter simulation
Optimization using common random numbers, control variates and multiple comparisons with the best
WSC '89 Proceedings of the 21st conference on Winter simulation
Stochastic algorithms with Armijo stepsizes for minimization of functions
Journal of Optimization Theory and Applications
Journal of Optimization Theory and Applications
Genetic algorithms: foundations and applications
Annals of Operations Research
How to optimize discrete-event systems from a single sample path by the score function method
Annals of Operations Research
Queueing Systems: Theory and Applications
Multiple comparisons with the best for steady-state simulation
ACM Transactions on Modeling and Computer Simulation (TOMACS)
A globally convergent stochastic approximation
SIAM Journal on Control and Optimization
Simulation optimization using simulated annealing
Computers and Industrial Engineering
Effect of correlated estimation errors in ordinal optimization
WSC '92 Proceedings of the 24th conference on Winter simulation
Simulation optimization of (s,S) inventory systems
WSC '92 Proceedings of the 24th conference on Winter simulation
A tutorial review of techniques for simulation optimization
WSC '94 Proceedings of the 26th conference on Winter simulation
Ranking, selection and multiple comparisons in computer simulations
WSC '94 Proceedings of the 26th conference on Winter simulation
Sample-path optimization in simulation
WSC '94 Proceedings of the 26th conference on Winter simulation
Identifying policies that are most likely to produce a desirable outcome
WSC '94 Proceedings of the 26th conference on Winter simulation
Simulation optimization via simultaneous perturbation stochastic approximation
WSC '94 Proceedings of the 26th conference on Winter simulation
Simulated annealing: past, present, and future
WSC '95 Proceedings of the 27th conference on Winter simulation
Sample size selection for improved Nelder-Mead performance
WSC '95 Proceedings of the 27th conference on Winter simulation
Selecting the best system in steady-state simulations using batch means
WSC '95 Proceedings of the 27th conference on Winter simulation
Genetic algorithms in optimizing simulated systems
WSC '95 Proceedings of the 27th conference on Winter simulation
WSC '95 Proceedings of the 27th conference on Winter simulation
A method for discrete stochastic optimization
Management Science
Nelder-Mead simplex modifications for simulation optimization
Management Science
A scaled stochastic approximation algorithm
Management Science
Universal alignment probabilities and subset selection for ordinal optimization
Journal of Optimization Theory and Applications
WSC '96 Proceedings of the 28th conference on Winter simulation
Two-stage procedures for multiple comparisons with a control in steady-state simulations
WSC '96 Proceedings of the 28th conference on Winter simulation
Simultaneous ranking, selection and multiple comparisons for simulation
WSC '93 Proceedings of the 25th conference on Winter simulation
A gradient approach for smartly allocating computing budget for discrete event simulation
WSC '96 Proceedings of the 28th conference on Winter simulation
Analysis of sample-path optimization
Mathematics of Operations Research
Simulation optimization: methods and applications
Proceedings of the 29th conference on Winter simulation
Simulation optimization using simultaneous replications and event time dilation
Proceedings of the 29th conference on Winter simulation
Single run optimization using the reverse-simulation method
Proceedings of the 29th conference on Winter simulation
An integrated framework for deterministic and stochastic optimization
Proceedings of the 29th conference on Winter simulation
A review of simulation optimization techniques
Proceedings of the 30th conference on Winter simulation
Statistical screening, selection, and multiple comparison procedures in computer simulation
Proceedings of the 30th conference on Winter simulation
An approach to ranking and selection for multiple performance measures
Proceedings of the 30th conference on Winter simulation
A revised simplex search procedure for stochastic simulation response-surface optimization
Proceedings of the 30th conference on Winter simulation
Two-stage multiple-comparison procedures for steady-state simulations
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Multicriteria optimization of simulation models
WSC '91 Proceedings of the 23rd conference on Winter simulation
Retrospective simulation response optimization
WSC '91 Proceedings of the 23rd conference on Winter simulation
Modifications of the Nelder-Mead simplex method for stochastic simulation response optimization
WSC '91 Proceedings of the 23rd conference on Winter simulation
A projected stochastic approximation algorithm
WSC '91 Proceedings of the 23rd conference on Winter simulation
WSC '88 Proceedings of the 20th conference on Winter simulation
WSC '88 Proceedings of the 20th conference on Winter simulation
Likelilood ratio gradient estimation: an overview
WSC '87 Proceedings of the 19th conference on Winter simulation
Application of a simulation optimization system for a continuous review inventory model
WSC '87 Proceedings of the 19th conference on Winter simulation
Single run optimization of a SIMAN model for closed loop flexible assembly systems
WSC '87 Proceedings of the 19th conference on Winter simulation
Simulation optimization methodologies
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Designing simultaneous simulation experiments
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Iterative ranking-and-selection for large-scale optimization
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Sensitivity analysis in ranking and selection for multiple performance measures
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Optimization via adaptive sampling and regenerative simulation
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Batch-size effects on simulation optimization using multiple comparisons with the best
WSC' 90 Proceedings of the 22nd conference on Winter simulation
A new algorithm for stochastic optimization
WSC' 90 Proceedings of the 22nd conference on Winter simulation
Finite-time behavior of two simulation optimization algorithms
WSC' 90 Proceedings of the 22nd conference on Winter simulation
Tabu Search
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Simulation optimization: towards a framework for black-box simulation optimization
Proceedings of the 33nd conference on Winter simulation
An optimization framework for web farm configuration
WOSP '02 Proceedings of the 3rd international workshop on Software and performance
Simulation optimization: simulation optimization
Proceedings of the 34th conference on Winter simulation: exploring new frontiers
Productivity improvement: throughput sensitivity analysis using a single simulation
Proceedings of the 34th conference on Winter simulation: exploring new frontiers
Proceedings of the 34th conference on Winter simulation: exploring new frontiers
General methodology 1: a robust simulation-based multicriteria optimization methodology
Proceedings of the 34th conference on Winter simulation: exploring new frontiers
Manufacturing analysis and control: buffer allocation model based on a single simulation
Proceedings of the 35th conference on Winter simulation: driving innovation
Proceedings of the 35th conference on Winter simulation: driving innovation
Bandwidth Optimization for Internet Traffic in Generalized Processor Sharing Servers
IEEE Transactions on Parallel and Distributed Systems
Optimization by simulation metamodelling methods
WSC '04 Proceedings of the 36th conference on Winter simulation
Efficient simulation-based discrete optimization
WSC '04 Proceedings of the 36th conference on Winter simulation
A moving mesh approach for simulation budget allocation on continuous domains
WSC '05 Proceedings of the 37th conference on Winter simulation
WSC '05 Proceedings of the 37th conference on Winter simulation
Simulation optimization using tabu search: an emperical study
WSC '05 Proceedings of the 37th conference on Winter simulation
A GA-based parameter design for single machine turning process with high-volume production
Computers and Industrial Engineering
On the performance of inter-organizational design optimization systems
Proceedings of the 38th conference on Winter simulation
Computational Optimization and Applications
Computers and Industrial Engineering
A toolbox for simulation-based optimization of supply chains
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
An approach for simulation based structure optimisation of discrete event systems
Proceedings of the 2008 Spring simulation multiconference
Simulation-optimization mechanism for expansion strategy using real option theory
Expert Systems with Applications: An International Journal
Discrete stochastic optimization using linear interpolation
Proceedings of the 40th Conference on Winter Simulation
Optimized maintenance design for manufacturing performance improvement using simulation
Proceedings of the 40th Conference on Winter Simulation
Simulation optimization applied to injection molding
Proceedings of the 40th Conference on Winter Simulation
Unifying simulation and optimization of strategic sourcing and transportation
Proceedings of the 40th Conference on Winter Simulation
Optimizing parameters of a motion detection system by means of a distributed genetic algorithm
Image and Vision Computing
Rejoinder---The Languages of Stochastic Optimization
INFORMS Journal on Computing
Steepest-ascent constrained simultaneous perturbation for multiobjective optimization
ACM Transactions on Modeling and Computer Simulation (TOMACS)
A Lexicographic Nelder-Mead simulation optimization method to solve multi-criteria problems
Computers and Industrial Engineering
Buffer capacity allocation using ant colony optimisation algorithm
Winter Simulation Conference
SMART: A Stochastic Multiscale Model for the Analysis of Energy Resources, Technology, and Policy
INFORMS Journal on Computing
Adaptive filter support selection for signal denoising based on the improved ICI rule
Digital Signal Processing
Optimization via simulation with Bayesian statistics and dynamic programming
Proceedings of the Winter Simulation Conference
Proceedings of the Winter Simulation Conference
A multicriteria simulation optimization method for injection molding
Proceedings of the Winter Simulation Conference
Sopt: ontology for simulation optimization for scientific experiments
Proceedings of the Winter Simulation Conference
May the best man win: simulation optimization for match-making in e-sports
Proceedings of the Winter Simulation Conference
Proceedings of the Winter Simulation Conference
Simulation optimization embedded particle swarm optimization for reliable server assignment
Proceedings of the Winter Simulation Conference
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Discrete-event simulation optimization is a problem of significant interest to practitioners interested in extracting useful information about an actual (or yet to be designed) system that can be modeled using discrete-event simulation. This paper presents a brief survey of the literature on discrete-event simulation optimization over the past decade (1988 to the present). Swisher et al. (2000) provides a more comprehensive review of this topic while Jacobson and Schruben (1989) covers the literature preceding 1988. Optimization of both discrete and continuous input parameters are examined herein. The continuous input parameter case is separated into gradient and non-gradient based optimization procedures. The discrete input parameter case differentiates techniques appropriate for small and for large numbers of feasible input parameter values.