Dear All,
I am wondering if there are some mathematical models to correlate amount of network traffic to operational network parameters such as throughput, delay and packet loss for a given link capacity. Consider that traffic is TCP based traffic.
Further details with reference to multimedia applications, I am considering two applications VoIP and HTTP Adaptive video streaming.
Any useful suggestion in this regard is highly appreciated.
Regards
Arslan
You can use correlation analysis, association rule mining or clustering algorithms.
Hi Nour Moustafa,
I am looking for a mathematical model. The methods which you mentioned require data set. Is there any data set available for this?
Dear Nour,
the mathematical models, which measure the relationship between the traffic intensity and the operational parameters (throughput, delay and packet loss rate), I have created for the performance evaluation of Data Link Protocols in the years 1982-1984. I have assumed that the stochastic events on the data link have the Markov property. The effect of different acknowledgment strategies was investigated. My performance evaluation models for DataLink protocols can be found in the articles
( in German) listed here.
Such models could be created for the virtual connections on the transport layer to examine the performance of the flow control and the congestion control with TCP.
Data Flow Control with TCP
https://www.researchgate.net/publication/320383565_Data_Flow_Control_with_TCP
Good luck and best regards
Anatol Badach
Analytical Performance Evaluation of a Class of Communication Protocols for Computer Networks.
https://www.researchgate.net/publication/295959397_Analytical_Performance_Evaluation_of_a_Class_of_Communication_Protocols_for_Computer_Networks
Analytical Performance Evaluation for Communication Protocols with Single Acknowledgments.
Look here: Fig. 1 and Fig. 2: Markov graph model
https://www.researchgate.net/publication/293679981_Analytical_Performance_Evaluation_for_Communication_Protocols_with_Single_Acknowledgments
Analytical performance evaluations for a class of communication protocols with negative
acknowledgments SREJ and REJ. Part I. A stochastic model of the behavior of investigated class of
communication protocols
Analytische Leistungsbewertungen für eine Klasse von Kommunikationsprotokollen mit negativen
Quittungen SREJ und REJ. Teil I. Ein stochastisches Modell des Verhaltens untersuchter Klasse von
Kommunikationsprotokollen
Look here: Fig. 1, Fig. 2 and Fig. 3: Markov graph models
https://www.researchgate.net/publication/266687564_Analytische_Leistungsbewertungen_fur_eine_Klasse_von_Kommunikationsprotokollen_mit_negativen_Quittungen_SREJ_und_REJ_Teil_I_Ein_stochastisches_Modell_des_Verhaltens_untersuchter_Klasse_von_Kommunikati
Analytische Leistungsbewertungen für eine Klasse von Kommunikationsprotokollen mit negativen
Quittungen SREJ und REJ. Teil II. Leistungskenngrößen von Kommunikationsprotokollen und ihre Analyse
Analytical performance evaluations for a class of communication protocols with negative
acknowledgments SREJ and REJ. Part II. Performance characteristics of communication protocols and
their analysis
https://www.researchgate.net/publication/266687565_Analytische_Leistungsbewertungen_fur_eine_Klasse_von_Kommunikationsprotokollen_mit_negativen_Quittungen_SREJ_und_REJ_Teil_II_Leistungskenngrossen_von_Kommunikationsprotokollen_und_ihre_Analyse
Implications of different acknowledgment strategies for the behavior of communication protocols.
Implikationen unterschiedlicher Quittungsstrategien für das Verhalten von Kommunikationsprotokollen.
https://www.researchgate.net/publication/220596824_Implikationen_unterschiedlicher_Quittungsstrategien_fur_das_Verhalten_von_Kommunikationsprotokollen
Implications of different acknowledgment strategies for the behavior of communication protocols.
Implikationen unterschiedlicher Quittungsstrategien für das Verhalten von Kommunikationsprotokollen.
https://www.researchgate.net/publication/220596824_Implikationen_unterschiedlicher_Quittungsstrategien_fur_das_Verhalten_von_Kommunikationsprotokollen
Use different statistical correlation analysis associated with mining and clustering algorithm.
- Badges
- Science topic