scholarly journals A Mathematical Model of Shifted Gamma Distribution for Internet Traffic Packet Delay over a Next Generation Core Internetwork

Author(s):  
Dao Ngoc Lam ◽  
Le Huu Lap ◽  
Le Nhat Thang

Broadband  Internet  traffic  is transported over the  next generation  core internetworks, which are composed of several IP/MPLS/GE network sections and transport  multi-services. In practice, IP packet delay is normally  measured  in  each  separated  network  section but  not  over  a  whole  internetwork.  It  is  proved  in  the paper  that  packet  delay  distribution  of  Internet  traffic component  in  core  network  sections  can  be approximately  expressed  as  a  shifted  gamma distribution.  Moreover  a  new  explicit  mathematical model  based  on  shifted  gamma  distribution  has  also been proposed to compose delay distribution of Internet traffic  packet  transported  over  a  core  internetwork from  component  ones  in  each  network  section.  It  is resulted from this model that Internet packet delay over an  internetwork  inherits  distribution  properties  from that  over  component  networks.  Other  properties  and parameters  relationship  of  the  model  such  as  additive property of shape and location parameters, the relation between  distribution  lower  moments  and  parameters, the dependence  of distribution  on parameters variation are also exposed in the paper. The proposed model of IP packet  delay  distributions  has  a  certain  scientific significance  and  plays  an  important  role  in  practical performance analysis, network  planning, designing and traffic engineering for improving the quality of service

2020 ◽  
pp. 56-67
Author(s):  
Oleksandr Lemeshko ◽  
Anastasiia Kruhlova ◽  
Anna Zhuravlova ◽  
Valentyn Lemeshko

The paper proposes an improved mathematical model of load balancing in the infocommunication network (ICN), corresponding to the Traffic Engineering (TE) concept principles. The model mathematically formalizes the case of ICN construction when each access network is switched simultaneously to not one but to several border routers to increase fault tolerance. Therefore, it is proposed to improve the load balancing level in the ICN according to the TE criterion by ensuring the distribution of traffic at the access level between several border routers that create a default virtual gateway. The proposed mathematical model is based on the conditions of implementation of single or multipath routing; load balancing at the access level; flow conservation at the access level and the network itself; overload prevention of communication links, which act as conditions for load balancing in ICN. Within the proposed model, the load balancing task in ICN is formulated as an optimization problem of mixed-integer linear programming. The results of the study confirmed the effectiveness of the proposed solution. Ensuring coordinated load balancing at both access and core network levels, in general, has increased network performance by 25.45% compared to a solution based on multipath routing, but without access level balancing, and 2.76 times compared to the model in which load balancing in the ICN was absent. Within the available load for each of the compared models, the use of the proposed solution allowed to reduce the upper bound of the network links utilization by an average from 20% to 60%. Lowering the upper bound of the network links utilization positively affects the quantitative values of the main Quality of Service indicators – the average end-to-end delay, jitter, and packet loss probability.


2011 ◽  
Vol 1 (03) ◽  
Author(s):  
Dao Ngoc Lam ◽  
Le Nhat Thang ◽  
Le Huu Lap

Traffic delay is one of the important metrics used for evaluating network performance. Delay and delay variation characteristics of IP packets transferred over multi-section networks can be derived, estimated or composed from component distributions of IP package delay in each network section. Approximate methods are needed in the cases of unknown or complicated delay distribution functions, which are unavailable or unusable in practice. The ITU-T has proposed a method for estimating IP packet delay variation. One of noticeable factors affecting the estimation accuracy is the packet delay population quantile which has not been adequately considered. The objective of this paper is to examine the optimal range of quantiles used for estimating the IP packet delay variation in the NGN (Next Generation Network) core networks. The paper is composed from the following ideas. Firstly, several concepts and mathematical formulas related to delay metrics based on probability and statistics theory are defined. The approximate method of ITU-T for estimating the IP packet delay variation in a multi-section network is revised. Then, another method based on convolution for composing the empirical IPTD distribution functions is proposed for the same target as the first one. Secondly, a number of test cases are implemented to measure the IP packet delay on several sections of an NGN core network. Sample data are used for computing and estimating the IP packet delay variation for multi-section networks by two methods with certain hypotheses. Finally, these methods are compared and evaluated both theoretically and empirically in regards to the estimation accuracy versus quantiles of the IP packet transfer delay. The best range of quantiles is determined to ensure the accuracy of the estimation method applied for the NGN core network.


2021 ◽  
Vol 81 (4) ◽  
pp. 1503-1529
Author(s):  
Sunčica Čanić ◽  
Yifan Wang ◽  
Martina Bukač

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