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Fault-Aware Resource Allocation for Heterogeneous Data Sources with Multipath Routing
- Source :
- Scientific Programming, Vol 2017 (2017)
- Publication Year :
- 2017
- Publisher :
- Hindawi Limited, 2017.
-
Abstract
- With the rapid development of cloud computing and big data, diverse types of traffic generated from heterogeneous data sources are delivered throughout communication networks, which consist of various node kinds such as digital sensors and smart actuators, and different applications. Due to the shared medium, communication networks are vulnerable to misbehaving nodes, and it is a crucial aspect to maintain an acceptable level of service degradation. This paper studies the fault-aware resource allocation problem by exploiting multipath routing and dynamic rate assignment for heterogeneous sources. We estimate the impacts of faults and formulate the resource allocation as a lossy network flow optimization problem based on these estimates. The traditional flow optimization solutions focus on homogeneous traffic. In our work, we model the performance of heterogeneous applications as a relaxed utility function and develop an effective utility framework of rate control for heterogeneous sources with multipath routing in presence of misbehaving nodes. We design a distributed algorithm to decide the routing strategy and obtain the rate assignments on the available paths in a lossy utility fair manner. Extensive performance evaluations corroborate the significant performance of our algorithm in effective utility and utility fairness in the presence of misbehaving nodes.
- Subjects :
- 020203 distributed computing
Optimization problem
Article Subject
business.industry
Computer science
Node (networking)
Distributed computing
020206 networking & telecommunications
Cloud computing
02 engineering and technology
Flow network
Computer Science Applications
QA76.75-76.765
Distributed algorithm
Multipath routing
0202 electrical engineering, electronic engineering, information engineering
Resource allocation
Computer software
Routing (electronic design automation)
business
Software
Computer network
Subjects
Details
- ISSN :
- 1875919X and 10589244
- Volume :
- 2017
- Database :
- OpenAIRE
- Journal :
- Scientific Programming
- Accession number :
- edsair.doi.dedup.....1f6808317f56bdf823e7ad43efcb6e07
- Full Text :
- https://doi.org/10.1155/2017/9749581