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Using Fuzzy Logic Control to Provide Intelligent Traffic
Management Service for High-Speed Networks
ABSTRACT:
In view of the fast-growing Internet traffic, this paper propose a distributed traffic
management framework, in which routers are deployed with intelligent data rate
controllers to tackle the traffic mass. Unlike other explicit traffic control protocols
that have to estimate network parameters (e.g., link latency, bottleneck bandwidth,
packet loss rate, or the number of flows) in order to compute the allowed source
sending rate, our fuzzy-logic-based controller can measure the router queue size
directly; hence it avoids various potential performance problems arising from
parameter estimations while reducing much consumption of computation and
memory resources in routers. As a network parameter, the queue size can be
accurately monitored and used to proactively decide if action should be taken to
regulate the source sending rate, thus increasing the resilience of the network to
traffic congestion. The communication QoS (Quality of Service) is assured by the
good performances of our scheme such as max-min fairness, low queueing delay
and good robustness to network dynamics. Simulation results and comparisons
have verified the effectiveness and showed that our new traffic management
scheme can achieve better performances than the existing protocols that rely on the
estimation of network parameters.
EXISTING SYSTEM:
Historically, TCP (Transmission Control Protocol) is a widely deployed congestion
control protocol that tackles the Internet traffic. It has the important feature that the
network is treated as a black box and the source adjusts its window size based on
packet loss signal. However, as an implicit control protocol, TCP encounters
various performance problems (e.g., utilization, fairness and stability) when the
Internet BDP (Bandwidth-Delay Product) continues to increase.
DISADVANTAGES OF EXISTING SYSTEM:
They still have the fundamental problem of inaccurate estimation resulting in
performance degradation. In addition, their bandwidth probing speed may be too
slow when the bandwidth jumps a lot. Also, they cannot keep the queue size stable
due to oscillations, which in turn affects the stability of their sending rates.
PROPOSED SYSTEM:
The contributions of our work lie in:
1) Using fuzzy logic theory to design an explicit rate-based traffic management
scheme (called the IntelRate controller) for the high-speed IP networks;
2) The application of such a fuzzy logic controller using less performance
parameters while providing better performances than the existing explicit traffic
control protocols;
3) The design of a Fuzzy Smoother mechanism that can generate relatively smooth
flow throughput;
4) The capability of our algorithm to provide max-min fairness even under large
network dynamics that usually render many existing controllers unstable.
ADVANTAGES OF PROPOSED SYSTEM:
 The queue size can be accurately monitored.
 Used to proactively decide if action should be taken to regulate the source
sending rate.
 QoS (Quality of Service) is assured by the good performances of our scheme
such as max-min fairness, low queueing delay and good robustness to
network dynamics.
SYSTEM ARCHITECTURE:
SIMULATION SETUP:
SYSTEM CONFIGURATION:-
HARDWARE CONFIGURATION:-
 Processor - Pentium –IV
 Speed - 1.1 Ghz
 RAM - 256 MB(min)
 Hard Disk - 20 GB
 Key Board - Standard Windows Keyboard
 Mouse - Two or Three Button Mouse
 Monitor - SVGA
SOFTWARE CONFIGURATION:-
 Operating System : Windows XP
 Programming Language : JAVA.
 Java Version : JDK 1.6 & above.
REFERENCE:
Jungang Liu, Student Member, IEEE, and Oliver W. W. Yang, Senior Member,
IEEE, “Using Fuzzy Logic Control to Provide Intelligent Traffic Management
Service for High-Speed Networks”, IEEE TRANSACTIONS ON NETWORK
AND SERVICE MANAGEMENT, VOL. 10, NO. 2, JUNE 2013.

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Using fuzzy logic control to provide intelligent traffic management service for high speed networks

  • 1. Using Fuzzy Logic Control to Provide Intelligent Traffic Management Service for High-Speed Networks ABSTRACT: In view of the fast-growing Internet traffic, this paper propose a distributed traffic management framework, in which routers are deployed with intelligent data rate controllers to tackle the traffic mass. Unlike other explicit traffic control protocols that have to estimate network parameters (e.g., link latency, bottleneck bandwidth, packet loss rate, or the number of flows) in order to compute the allowed source sending rate, our fuzzy-logic-based controller can measure the router queue size directly; hence it avoids various potential performance problems arising from parameter estimations while reducing much consumption of computation and memory resources in routers. As a network parameter, the queue size can be accurately monitored and used to proactively decide if action should be taken to regulate the source sending rate, thus increasing the resilience of the network to traffic congestion. The communication QoS (Quality of Service) is assured by the good performances of our scheme such as max-min fairness, low queueing delay and good robustness to network dynamics. Simulation results and comparisons have verified the effectiveness and showed that our new traffic management
  • 2. scheme can achieve better performances than the existing protocols that rely on the estimation of network parameters. EXISTING SYSTEM: Historically, TCP (Transmission Control Protocol) is a widely deployed congestion control protocol that tackles the Internet traffic. It has the important feature that the network is treated as a black box and the source adjusts its window size based on packet loss signal. However, as an implicit control protocol, TCP encounters various performance problems (e.g., utilization, fairness and stability) when the Internet BDP (Bandwidth-Delay Product) continues to increase. DISADVANTAGES OF EXISTING SYSTEM: They still have the fundamental problem of inaccurate estimation resulting in performance degradation. In addition, their bandwidth probing speed may be too slow when the bandwidth jumps a lot. Also, they cannot keep the queue size stable due to oscillations, which in turn affects the stability of their sending rates.
  • 3. PROPOSED SYSTEM: The contributions of our work lie in: 1) Using fuzzy logic theory to design an explicit rate-based traffic management scheme (called the IntelRate controller) for the high-speed IP networks; 2) The application of such a fuzzy logic controller using less performance parameters while providing better performances than the existing explicit traffic control protocols; 3) The design of a Fuzzy Smoother mechanism that can generate relatively smooth flow throughput; 4) The capability of our algorithm to provide max-min fairness even under large network dynamics that usually render many existing controllers unstable. ADVANTAGES OF PROPOSED SYSTEM:  The queue size can be accurately monitored.  Used to proactively decide if action should be taken to regulate the source sending rate.  QoS (Quality of Service) is assured by the good performances of our scheme such as max-min fairness, low queueing delay and good robustness to network dynamics.
  • 5. SYSTEM CONFIGURATION:- HARDWARE CONFIGURATION:-  Processor - Pentium –IV  Speed - 1.1 Ghz  RAM - 256 MB(min)  Hard Disk - 20 GB  Key Board - Standard Windows Keyboard  Mouse - Two or Three Button Mouse  Monitor - SVGA SOFTWARE CONFIGURATION:-  Operating System : Windows XP  Programming Language : JAVA.  Java Version : JDK 1.6 & above.
  • 6. REFERENCE: Jungang Liu, Student Member, IEEE, and Oliver W. W. Yang, Senior Member, IEEE, “Using Fuzzy Logic Control to Provide Intelligent Traffic Management Service for High-Speed Networks”, IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, VOL. 10, NO. 2, JUNE 2013.