A new delay jitter smoothing algorithm based on Pareto distribution in Cyber-Physical Systems

Delay jitter, which can affect the performance of controlled physical system and result in system instability, is an important issue for supporting instantaneity in Cyber-Physical Systems (CPSs) to guarantee continuous, real-time and dependable operation. Thus, it is significant to establish an algo...

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Vydané v:Wireless networks Ročník 21; číslo 6; s. 1913 - 1923
Hlavní autori: Zhang, Xiang-Li, Liu, Ping
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York Springer US 01.08.2015
Springer Nature B.V
Predmet:
Algorithms
Analysis
Communications Engineering
Communications systems
Computer Communication Networks
Data smoothing
Delay
Derivatives
Electrical Engineering
Engineering
Euclidean space
IT in Business
Jitter
Linear programming
Networks
Pareto optimality
Random numbers
Smoothing
Studies
System theory
Values
Wireless networks
Pauta criterion
Cyber-Physical Systems (CPSs)
Derivative least square (DLS)
Pareto distribution
Delay jitter smoothing algorithms
ISSN:1022-0038, 1572-8196
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Popis
Shrnutí:Delay jitter, which can affect the performance of controlled physical system and result in system instability, is an important issue for supporting instantaneity in Cyber-Physical Systems (CPSs) to guarantee continuous, real-time and dependable operation. Thus, it is significant to establish an algorithm to smoothing the delay jitter. In this paper, first, we compare several delay jitter smoothing algorithms, discuss their merits and demerits, and then propose one new algorithm over the existing algorithms, called derivative least square (DLS), which can eliminates the reverse way delay variation spikes. Second, we address the problem of most delay jitter smoothing schemes, namely they used uniformly distributed random numbers to simulate network delay data, which deviates from real network delay. To demonstrate the validity and reliability of DLS, except uniform distribution, Pareto distribution, of which the cumulative distribution function (CDF) is more close to the CDF of real network delay, is applied to conduct the experiment. The experimental results show that compared with the other three existing algorithms, DLS can be more effective and reliable in predicting the play-back delay.
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ISSN:1022-0038
1572-8196
DOI:10.1007/s11276-015-0891-6