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QoS-aware service composition based on context-free grammar and skyline in service function chaining using genetic
Pouya Khosravian1, Sima Emadi1, Ghasem Mirjalily2
1Department of Computer Engineering, Yazd Branch, Islamic Azad University, Yazd, Iran.
Peerj. Computer Science
|August 16, 2021
Summary
This study introduces an optimized service function chaining (SFC) method using a genetic algorithm and context-free grammar (CFG). The approach enhances service quality and efficiency in virtual networks.
Area of Science:
- Computer Science
- Network Engineering
- Software Engineering
Background:
- Service Function Chaining (SFC) enables dynamic service composition in virtual networks.
- Optimizing the selection of virtual services is crucial for meeting user demands and network constraints.
- Existing methods may not fully exploit available virtual infrastructure for efficient service chaining.
Purpose of the Study:
- To propose a novel approach for generating optimal service function compositions in SFC.
- To develop a genetic algorithm (GA) integrated with context-free grammar (CFG) for SFC.
- To ensure generated service chains adhere to Internet Engineering Task Force (IETF) standards.
Main Methods:
- A GA-based approach using CFG was developed for SFC.
- IETF use cases (data center, security, mobile) were employed to filter invalid service chains, reducing the search space.
- Genetic operations were defined to ensure standard service function chain generation.
Main Results:
- The proposed GA successfully identified the highest quality Skyline service chain instances.
- The method demonstrated superior performance over existing approaches in Quality of Service (QoS), running time, and time complexity.
- Experimental results validated the efficiency and effectiveness of the developed service composition method.
Conclusions:
- The novel GA-CFG approach provides an optimal solution for service function composition in SFC.
- The method significantly improves QoS, reduces running time, and enhances time complexity.
- The proposed CFG framework is adaptable and can be generalized for various SFC applications.
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