Fieldbus modeling using DOE with D-Optimal analysis

This paper introduces a novel fieldbus behavior modeling based on D-Optimal statistical methods combined with "Design of Experiment". Based on a behavioral computerized simulation regarding different structures and topologies of fieldbuses, it was previously generated a set of experimental...

Full description

Saved in:
Bibliographic Details
Main Authors: Papazian, Petru, Babaita, Mircea
Format: Conference Proceeding
Language:English
Subjects:
Analytical models
Computational modeling
D-Optimal Analysis
Data models
Delays
DOE
Fieldbus
Modeling
Network topology
Predictive models
Statistical Methods
Topology
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:This paper introduces a novel fieldbus behavior modeling based on D-Optimal statistical methods combined with "Design of Experiment". Based on a behavioral computerized simulation regarding different structures and topologies of fieldbuses, it was previously generated a set of experimental data used herein to create prediction models for transmission efficiency and network delay. For each model were included factors that significantly alter the network behavior and excluded insignificant factors in order to simplify the final algebraic expression. To prove the fitness of the proposed models, various statistical tests were made, including graphical overlay plots.
DOI:10.1109/TSP.2013.6613899