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Improving scheduling performance in congested networks
- Source :
- PeerJ Computer Science, PeerJ Computer Science, Vol 7, p e754 (2021)
- Publication Year :
- 2021
- Publisher :
- PeerJ, 2021.
-
Abstract
- With continuously rising trends in applications of information and communication technologies in diverse sectors of life, the networks are challenged to meet the stringent performance requirements. Increasing the bandwidth is one of the most common solutions to ensure that suitable resources are available to meet performance objectives such as sustained high data rates, minimal delays, and restricted delay variations. Guaranteed throughput, minimal latency, and the lowest probability of loss of the packets can ensure the quality of services over the networks. However, the traffic volumes that networks need to handle are not fixed and it changes with time, origin, and other factors. The traffic distributions generally follow some peak intervals and most of the time traffic remains on moderate levels. The network capacity determined by peak interval demands often requires higher capacities in comparison to the capacities required during the moderate intervals. Such an approach increases the cost of the network infrastructure and results in underutilized networks in moderate intervals. Suitable methods that can increase the network utilization in peak and moderate intervals can help the operators to contain the cost of network intrastate. This article proposes a novel technique to improve the network utilization and quality of services over networks by exploiting the packet scheduling-based erlang distribution of different serving areas. The experimental results show that significant improvement can be achieved in congested networks during the peak intervals with the proposed approach both in terms of utilization and quality of service in comparison to the traditional approaches of packet scheduling in the networks. Extensive experiments have been conducted to study the effects of the erlang-based packet scheduling in terms of packet-loss, end-to-end latency, delay variance and network utilization.
- Subjects :
- Mobile and Ubiquitous Computing
General Computer Science
Computer Networks and Communications
Computer science
Erlang distribution
Packet scheduling
Throughput
Erlang
Self-organizing
Computer Architecture
Scheduling (computing)
Scientific Computing and Simulation
Distributed and Parallel Computing
Bandwidth (computing)
Network performance
business.industry
Network packet
Quality of service
QA75.5-76.95
Machine learning aided scheduling
Erlang (unit)
Electronic computers. Computer science
Congestion
TIPS
Adaptive scheduling
business
Computer network
Subjects
Details
- ISSN :
- 23765992
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- PeerJ Computer Science
- Accession number :
- edsair.doi.dedup.....d3b84b99b1e7be7028cfbcf326e3d97a
- Full Text :
- https://doi.org/10.7717/peerj-cs.754