Title :
Fieldbus modeling using DOE with D-Optimal analysis
Author :
Papazian, Petru ; Babaita, Mircea
Author_Institution :
Appl. Electron. Dept., Politeh. Univ. of Timisoara, Timisoara, Romania
Abstract :
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.
Keywords :
delays; design of experiments; field buses; D-Optimal statistical method; DOE; algebraic expression; behavioral computerized simulation; design of experiment; experimental data; fieldbus modeling; graphical overlay plot; network behavior; network delay; prediction model; transmission efficiency; Analytical models; Computational modeling; Data models; Delays; Network topology; Predictive models; Topology; D-Optimal Analysis; DOE; Fieldbus; Modeling; Statistical Methods;
Conference_Titel :
Telecommunications and Signal Processing (TSP), 2013 36th International Conference on
Conference_Location :
Rome
Print_ISBN :
978-1-4799-0402-0
DOI :
10.1109/TSP.2013.6613899