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Published on: November 24, 2021
Diffusion Model of a Non-Integer Order PI Controller with TCP/UDP Streams
Dariusz Marek1, Adam Domański1, Joanna Domańska2
1Department of Distributed Systems and Informatic Devices, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Akademicka 16, 44-100 Gliwice, Poland.
This study introduces a diffusion model to simulate TCP/UDP traffic interactions and congestion control using Active Queue Management (AQM). It analyzes the effect of a fractional PIγ controller on network performance.
Area of Science:
- Computer Science
- Network Engineering
- Control Theory
Background:
- Network congestion impacts performance of Transmission Control Protocol (TCP) and User Datagram Protocol (UDP) flows.
- Active Queue Management (AQM) algorithms are crucial for mitigating congestion in IP routers.
- Existing models often lack the flexibility to represent dynamic flow behaviors.
Purpose of the Study:
- To present a novel diffusion approximation model for analyzing the interplay between TCP and UDP flows.
- To investigate the influence of a fractional PIγ controller on network traffic under AQM.
- To develop a more flexible model capable of handling dynamic flow lifecycles.
Main Methods:
- Employing diffusion approximation to model TCP and UDP flow dynamics.
- Implementing Active Queue Management (AQM) algorithms within IP router simulations.
- Designing and analyzing a fractional PIγ controller based on control theory principles.
Main Results:
- The diffusion model accurately captures the interaction between TCP and UDP flows.
- The fractional PIγ controller demonstrates a significant impact on transport protocol performance.
- The model accommodates the dynamic start and end times of individual TCP and UDP flows.
Conclusions:
- The proposed diffusion model offers a flexible and accurate approach to studying network traffic dynamics.
- AQM with fractional control presents a promising strategy for effective congestion management.
- This research advances the understanding of network protocol behavior under realistic traffic conditions.
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