Article
Journal/Revue :
International Journal of Computer Networks & Communications (IJCNC)
ISSN : 0975-2293
Informations
Période : January 2018
Volume : 10 Numéro : 1
Pages : 45-61
Détails
Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols
Numerous studies have analyzed the performances of routing protocols in mobile Ad-hoc networks (MANETs); most of these studies vary at most one or two parameters in experiments and do not study the interactions among these parameters. Furthermore, efficient mathematical modeling of the performances has not been investigated; such models can be useful for performance analysis, optimization, and prediction. This study aims to show the effectiveness of the response surface methodology (RSM) on the performance analysis of routing protocols in MANETs and establish a relationship between the influential parameters and these performances through mathematical modeling. Given that routing performances usually do not follow a linear pattern according to the parameters; mathematical models of factorial designs are not suitable for establishing a valid and reliable relationship between performances and parameters. Therefore, a Box–Behnken design, which is an RSM technique and provides quadratic mathematical models, is used in this study to establish a relationship. The obtained models are statistically analyzed; the models show that the studied performances accurately follow a quadratic evolution. These models provide invaluable information and can be useful in analyzing, optimizing, and predicting performances for mobile Ad-hoc routing protocols.
Mots clés :
Response surface methodology Performance analysis And modeling Routing protocols Mobile ad-hoc networks Design of experiments
Réf. de citation :
misc-lab-214
DOI :
10.5121/ijcnc.2018.10104
Lien :
Texte intégral
ACM :
M. S. Daas and S. Chikhi. 2018. Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols. International Journal of Computer Networks & Communications (IJCNC), 10, 1 (January 2018), 45-61. DOI: https://doi.org/10.5121/ijcnc.2018.10104.
APA :
Daas, M. S. & Chikhi, S. (2018, January). Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols. International Journal of Computer Networks & Communications (IJCNC), 10(1), 45-61. DOI: https://doi.org/10.5121/ijcnc.2018.10104
IEEE :
M. S. Daas and S. Chikhi, "Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols". International Journal of Computer Networks & Communications (IJCNC), vol. 10, no. 1, pp. 45-61, January, 2018. DOI: https://doi.org/10.5121/ijcnc.2018.10104.
BibTeX :
@article{misc-lab-214,
author = {Daas, Mohamed Skander and Chikhi, Salim},
title = {Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols},
journal = {International Journal of Computer Networks & Communications (IJCNC)},
volume = {10},
number = {1},
issn = {0975-2293},
pages = {45--61},
year = {2018},
month = {January},
doi = {10.5121/ijcnc.2018.10104},
url = {http://aircconline.com/ijcnc/V10N1/10118cnc04.pdf},
keywords = {Response surface methodology, performance analysis, and modeling, routing protocols, mobile ad-hoc networks, design of experiments}
}
RIS :
TI  - Response Surface Methodology for Performance Analysis and Modeling of MANET Routing Protocols
AU - M. S. Daas
AU - S. Chikhi
PY - 2018
SN - 0975-2293
JO - International Journal of Computer Networks & Communications (IJCNC)
VL - 10
IS - 1
SP - 45
EP - 61
AB - Numerous studies have analyzed the performances of routing protocols in mobile Ad-hoc networks (MANETs); most of these studies vary at most one or two parameters in experiments and do not study the interactions among these parameters. Furthermore, efficient mathematical modeling of the performances has not been investigated; such models can be useful for performance analysis, optimization, and prediction. This study aims to show the effectiveness of the response surface methodology (RSM) on the performance analysis of routing protocols in MANETs and establish a relationship between the influential parameters and these performances through mathematical modeling. Given that routing performances usually do not follow a linear pattern according to the parameters; mathematical models of factorial designs are not suitable for establishing a valid and reliable relationship between performances and parameters. Therefore, a Box–Behnken design, which is an RSM technique and provides quadratic mathematical models, is used in this study to establish a relationship. The obtained models are statistically analyzed; the models show that the studied performances accurately follow a quadratic evolution. These models provide invaluable information and can be useful in analyzing, optimizing, and predicting performances for mobile Ad-hoc routing protocols.
KW - Response surface methodology
KW - performance analysis
KW - and modeling
KW - routing protocols
KW - mobile ad-hoc networks
KW - design of experiments
DO - 10.5121/ijcnc.2018.10104
UR - http://aircconline.com/ijcnc/V10N1/10118cnc04.pdf
ID - misc-lab-214
ER -