NDLI: A data warehouse environment for storing and analyzing simulation output data

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Does the future of modeling and simulation have a game face?

A view from the beginning: when does a description become a taxonomy

Introduction to modeling and simulation

Validation and verification of simulation models

Building credible input models

Spreadsheet simulation

Modeling and simulation of complex systems with Cell-DEVS

Tips for successful practice of simulation

Statistical analysis of simulation output data: the practical state of the art

Designing simulation experiments

New advances and applications for marrying simulation and optimization

Bayesian methods for discrete event simulation

Stochastic Petri nets for modelling and simulation

Kriging interpolation in simulation: a survey

Quality assessment, verification, and validation of modeling and simulation applications

More "normal" than normal: scaling distributions and complex systems

Inside discrete-event simulation software: how it works and why it matters

Dependence modeling for stochastic simulation

Simulation output analysis: a tutorial based on one research thread

Military applications of agent-based simulations

The potential coupling interface: metadata for model coupling

Automated database and schema-based data interchange for modeling and simulation

Modeling and simulation of hardware/software systems with CD++

A case study in meta-simulation design and performance analysis for large-scale networks

On-demand computation of policy based routes for large-scale network simulation

New event-driven sampling techniques for network reliability estimation

Multi-formalism modeling approach for semiconductor supply/demand networks

Modeling real-world control systems: beyond hybrid systems

Computer automated multi-paradigm modelling for analysis and design of traffic networks

Ontologies for modeling and simulation: issues and approaches

Potential modeling and simulation applications of the Web ontology language - OWL

Data and metadata requirements for composable mission space environments

Characterizations and relationships of world views

Simulation worldviews - so what?

Some recent advances in the process world view

Evaluation of secure peer-to-peer overlay routing for survivable SCADA systems

Fast model-based penetration testing

A BGP attack against traffic engineering

Panel on future challenges in modeling methodology

Towards adaptive caching for parallel and discrete event simulation

Approximate time-parallel cache simulation

Parallel simulation of UAV swarm scenarios

Parallel simulation of group behaviors

A framework for adaptive synchronization of distributed simulations

An automatic distributed simulation environment

Incremental HLA-based distributed simulation cloning

Exploiting temporal uncertainty in process-oriented distributed simulations

Controlling over-optimism in time-warp via CPU-based flow control

Visualizing coercible simulations

Foundations of validating reusable behavioral models in engineering design problems

Approximating Component Selection

An experimental study on forecasting using TES processes

Incremental planar motion

Knowledge representation for conceptual simulation modeling

An integrated estimation and modeling environment for the design of the Orbital Space Plane

A manager-friendly platform for simulation modeling and analysis of call center queueing systems

A methodological framework for business-oriented modeling of IT infrastructure

Optimization by simulation metamodelling methods

Automated response surface methodology for stochastic optimization models with unknown variance

Stochastic approximation with simulated annealing as an approach to global discrete-event simulation optimization

A meta-heuristic based on simulated annealing for solving multiple-objective problems in simulation optimization

Simulation-based optimization using simulated annealing with confidence interval

Retrospective approximation algorithms for the multidimensional stochastic root-finding problem

Global likelihood optimization via the cross-entropy method with an application to mixture models

Efficient simulation-based discrete optimization

Simulation optimization using balanced explorative and exploitative search

Solving stochastic mathematical programs with complementarity constraints using simulation

Make-to-stock systems with backorders: IPA gradients

Generating scheduling constraints for discrete event dynamic systems

A large deviations perspective on ordinal optimization

Optimal computing budget allocation for multi-objective simulation models

Optimal computing budget allocation under correlated sampling

Function-approximation-based importance sampling for pricing American options

An adaptive approach to fast simulation of traffic groomed optical networks

Adaptive control variates

An odds-ratio indifference-zone selection procedure for Bernoulli populations

Better selection of the best

Combined pattern search and ranking and selection for simulation optimization

The accuracy of a new confidence interval method

Evaluation of methods used to detect warm-up period in steady state simulation

Steady-state simulation analysis using ASAP3

Simulation output analysis based on excursions

Experimental performance evaluation of histogram approximation for simulation output analysis

Performance evaluation of a wavelet-based spectral method for steady-state simulation analysis

A data warehouse environment for storing and analyzing simulation output data

An efficient screening methodology for a priori assessed non-influential factors

Variance-based sampling for cycle time - throughput confidence intervals

Permuted weighted area estimators

Input modeling using quantile statistical methods

Overlapping variance estimators for simulations

Peeking into the black box: some art and science to visualizing agent-based models

Vigilance performance modeled as a complex adaptive system with Listener Event Graph Objects (LEGOS)

IAGO project and development of compound agents

Exploring agent-supported simulation brokering on the semantic Web: foundations for a dynamic composability approach

Simulating growth dynamics in complex adaptive supply networks

Resolving mutually exclusive interactions in agent based distributed simulations

Data dissemination techniques for distributed simulation environments

Behavioral anticipation in agent simulation

Data farming: discovering surprise

Simulation in context; using data farming for decision support

Data farming coevolutionary dynamics in repast

Homeland security guest address managing the risk of terrorism?

A framework for simulating human cognitive behavior and movement when predicting impacts of catastrophic events

Operational analysis framework for emergency operations center preparedness training

The Hats Simulator

Simulation analysis of virtual geographic routing

A template-based conceptual modeling infrastructure for simulation of physical security systems

Simulation of an airport passenger security system

View from the top: military challenges for the simulation community

Applying a cognitive architecture to control of virtual non-player characters

Common problems and helpful hints to solve them: lessons learned in integrating cognitive models in large-scale simulation environments

Use of intelligent controller nodes to augment human role-players in synthetic battlespace exercises

Approaches for modeling individuals within organizational simulations

Exploring the constraints of human behavior representation

Validation of the enlisted grade model gradebreaks

Agent-based model of Auftragstaktik; self organization in command and control of future combat forces

Simulated annealing for selection of experimental regions in response surface methodology applications

Assessing obstacle location accuracy in the REMUS unmanned underwater vehicle

Using Morris' randomized OAT design as a factor screening method for developing simulation metamodels

A generalized multiple response surface methodology for complex computer simulation applications

Using simulated data in support of research on regression analysis

Simulating transportation practices in multi-indenture multi-echelon (MIME) systems

An urban terrain abstraction to support decisionmaking using recursive simulation

Localization using discrete event simulation

Using agent-based modeling and human-in-the-loop simulation to analyze army acquisition programs

Simulation modeling requirements for determining soldier tactical mission system effectiveness

Medium caliber cannon lethality study for future and current infantry fighting vehicles

Measurement of air traffic control situational awareness enhancement through radar support toward operating envelope expansion of an unmanned aerial vehicle

Investigation of error rates when controlling multiple uninhabited combat aerial vehicles

Joint modeling and analysis using XMSF Web services

Speech acts of war

Poly-functional intelligent agents for computer generated forces

Appendix [breaker page]

Proceedings of the 2003 Winter Simulation Conference, 2003.

Proceedings of the Winter Simulation Conference

Proceeding of the 2001 Winter Simulation Conference (Cat. No.01CH37304)

2000 Winter Simulation Conference Proceedings (Cat. No.00CH37165)

WSC'99. 1999 Winter Simulation Conference Proceedings. 'Simulation - A Bridge to the Future' (Cat. No.99CH37038)

1998 Winter Simulation Conference. Proceedings (Cat. No.98CH36274)

Winter Simulation Conference Proceedings,

Proceedings Winter Simulation Conference

Winter Simulation Conference Proceedings, 1995.

Proceedings of Winter Simulation Conference

Proceedings of 1993 Winter Simulation Conference - (WSC '93)

1991 Winter Simulation Conference Proceedings.

1990 Winter Simulation Conference Proceedings

1989 Winter Simulation Conference Proceedings

1988 Winter Simulation Conference Proceedings

A data warehouse environment for storing and analyzing simulation output data

Content Provider	IEEE Xplore Digital Library
Author	Vasilakis, C. El-Darzi, E. Chountas, P.
Copyright Year	2004
Description	Author affiliation: Harrow Sch. of Comput. Sci., Univ. of Westminster, Harrow, UK (Vasilakis, C.; El-Darzi, E.; Chountas, P.)
Abstract	Discrete event simulation modelling has been extensively used in modelling complex systems. Although it offers great conceptual-modelling flexibility, it is both computationally expensive and data intensive. There are several examples of simulation models that generate millions of observations to achieve satisfactory point and confidence interval estimations for the model variables. In these cases, it is exceptionally cumbersome to conduct the required output and sensitivity analysis in a spreadsheet or statistical package. In this paper, we highlight the advantages of employing data warehousing techniques for storing and analyzing simulation output data. The proposed data warehouse environment is capable of providing the means for automating the necessary algorithms and procedures for estimating different parameters of the simulation. These include initial transient in steady-state simulations and point and confidence interval estimations. Previously developed models for evaluating patient flow through hospital departments are used to demonstrate the problem and the proposed solutions.
File Size	646892
File Format	PDF
ISBN	0780387864
DOI	10.1109/WSC.2004.1371379
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2004-12-05
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Data warehouses Data analysis Analytical models Computational modeling Discrete event simulation Sensitivity analysis Packaging Warehousing Parameter estimation Steady-state
Content Type	Text
Resource Type	Article

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