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[PDF] Top 20 Analysis and optimization methods of graph based meta-models for data flow simulation

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Analysis and optimization methods of graph based meta-models for data flow simulation

Analysis and optimization methods of graph based meta-models for data flow simulation

... the graph based meta-models elicited from an synchronous data flow (SDF) model; these cases are used to frame the scope of this ...any graph based meta-model ... See full document

84

A graph-based factor screening method for synchronous data flow simulation models

A graph-based factor screening method for synchronous data flow simulation models

... Table A.8: Weighted Random Walks method accuracy by number of randomly sampled input configurations ( N Samples) for the Serial Queue experimental model and the Cumulative Sys- tem Exits [r] ... See full document

128

Graph-based methods for unsupervised and semi-supervised data analysis

Graph-based methods for unsupervised and semi-supervised data analysis

... in data analy- sis with applications in various ...of data analysis. In this thesis we develop generic graph-based methods for these data analysis problems both in ... See full document

161

Optimization of Parallel FDTD Computations Based on Program Macro Data Flow Graph Transformations

Optimization of Parallel FDTD Computations Based on Program Macro Data Flow Graph Transformations

... Parallel Simulation Speedup for Redeployment, CDC and RCDC ...the graph structure, which can cause that the optimization time for phase 3 will be much ...the optimization after which phase 3 ... See full document

A review on simulation-based optimization methods applied to building performance analysis

A review on simulation-based optimization methods applied to building performance analysis

... of simulation-based optimization methods in the building ...building optimization problems, the performance and selection of optimization algorithms, multi-objective ... See full document

30

The Meta-Model Approach for Simulation-based Design Optimization.

The Meta-Model Approach for Simulation-based Design Optimization.

... system-level simulation. However, the simulations are carried out by simulation tools at the part-level; each tool has a subset of the system design parameters as ...the simulation results of ... See full document

155

Applying Linear Regression and Neural Network Meta-Models for Evolutionary Algorithm Based Simulation Optimization

Applying Linear Regression and Neural Network Meta-Models for Evolutionary Algorithm Based Simulation Optimization

... statistical methods utilized for experimental optimization as stated by Joshi et al [1998] in his paper describing an enhanced RSM ...deflection methods and restart criteria as opposed to the ... See full document

103

PROGRAML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations

PROGRAML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations

... ML methods cannot replicate even the simplest of the data flow analy- ses that are critical to making good optimization ...formulate data flow analyses as super- vised learning ... See full document

15

Graph Based Models for Unsupervised High Dimensional Data Clustering and Network Analysis

Graph Based Models for Unsupervised High Dimensional Data Clustering and Network Analysis

... partitioning methods that allow the option of either bipartitioning or tripartitioning at each recursive stage ...ity optimization by using the leading eigenvectors (associated with the largest eigenvalues) ... See full document

128

An Evaluation of Calibration Methods for Data Mining Models in Simulation Problems

An Evaluation of Calibration Methods for Data Mining Models in Simulation Problems

... that simulation-based methods are better than classical analytical ...that models the constraints and the relations between ...exhaustive analysis of all of ... See full document

57

Simulation-based power calculations for planning a two-stage individual participant data meta-analysis

Simulation-based power calculations for planning a two-stage individual participant data meta-analysis

... one-stage models utilise both within-trial and across-trial information toward interaction estimates unless covariates are centred, and this would lead to wrongly inflated power estimates, as utilising ... See full document

16

Investigation of one-stage meta-analysis methods for joint longitudinal and time-to-event data through simulation and real data application

Investigation of one-stage meta-analysis methods for joint longitudinal and time-to-event data through simulation and real data application

... coverage was poor from joint models for model groups involving study level random effects. Coverage was noticeably lower for model group 0, which ignored between[r] ... See full document

28

INJECTION MOLDING METHODS DESIGN, ANALYSIS AND SIMULATION OF PLASTIC CUP BY MOLD FLOW ANALYSIS

INJECTION MOLDING METHODS DESIGN, ANALYSIS AND SIMULATION OF PLASTIC CUP BY MOLD FLOW ANALYSIS

... analysable models as needed for computer based process ...Mold flow software, used solution for Digital Prototyping, provides injection molding simulation tools for use on digital ...and ... See full document

9

Injection Molding Methods Design, Optimization, Simulation of Plastic Flow Reducer  Part by Mold Flow Analysis

Injection Molding Methods Design, Optimization, Simulation of Plastic Flow Reducer  Part by Mold Flow Analysis

... This analysis can help predict short ...an analysis to make sure these areas will fill out. After analysis its found poor quality of part filling for existing condition ,at existing condition melt ... See full document

5

A framework for simulation-based optimization of business process models

A framework for simulation-based optimization of business process models

... the flow of the business process, while processes in the second category contain critical tasks that may change the workflow, depending on who performs ...or simulation to provide an optimal ...and ... See full document

18

Global convergence rate analysis of unconstrained optimization methods based on probabilistic models

Global convergence rate analysis of unconstrained optimization methods based on probabilistic models

... unconstrained optimization methods. This scheme is based on using random models, which are assumed to satisfy some ”quality” conditions with probability at least p, conditioned on the ...this ... See full document

37

Meta-analysis: methods for quantitative data synthesis

Meta-analysis: methods for quantitative data synthesis

... a meta-analysis of metoclopramide compared with placebo in reducing pain from acute ...This graph, which is also called a forest plot, has been rotated so that the outcome variable is shown along the ... See full document

15

Data Clustering and Graph-Based Image Matching Methods

Data Clustering and Graph-Based Image Matching Methods

... 3.6.5 Noise Test In this section, a noise test is conducted on Caltech1 to compare the clustering methods M1NN and DBSCAN. Each time 10 more uniformly distributed nodes are added to the data set. Since ... See full document

165

Safety Design for Simulation Models based on Formal Methods

Safety Design for Simulation Models based on Formal Methods

... ABSTRACT Control theory researchers have been using DEVS models to for- malize discrete event systems for a long time. Despite such systems are one of the main targets of Software Engineers, the DEVS for- malism ... See full document

5

Outlier Mining Methods Based on Graph Structure Analysis

Outlier Mining Methods Based on Graph Structure Analysis

... two methods that can be applied to generic datasets, as long as there is a meaningful measure of distance between pairs of elements of the ...Both methods start by defining a graph, where the nodes ... See full document

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